FileBase /isis1/DataGab/Rat09-20140324/Rat09-20140324 ElecNo 16 MinClusters 20 MaxClusters 25 MaxPossibleClusters 200 nStarts 1 RandomSeed 1 Debug 0 Verbose 1 UseFeatures 1111111111111111111111110 DistDump 0 DistThresh 6.907755 FullStepEvery 20 ChangedThresh 0.050000 Log 1 Screen 1 MaxIter 500 StartCluFile SplitEvery 40 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 3 PriorPoint 1 SaveSorted 0 UseMaskedEStep 0 UseMaskedMStep 0 UseClusterPenalty 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 UseDistributional 0 UseDistributionalEStep 1 UseFloatMasks 0 help 0 help 0 Loaded 1033838 data points of dimension 24. Starting from 20 clusters... Entering ConstructFrom: --- Running on subset of 344612 points --- Entering CEM Assigned 20 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18481 members Mstep: Class 2 contains 18118 members Mstep: Class 3 contains 18074 members Mstep: Class 4 contains 18226 members Mstep: Class 5 contains 18072 members Mstep: Class 6 contains 18263 members Mstep: Class 7 contains 18100 members Mstep: Class 8 contains 18020 members Mstep: Class 9 contains 18103 members Mstep: Class 10 contains 18202 members Mstep: Class 11 contains 18426 members Mstep: Class 12 contains 18032 members Mstep: Class 13 contains 17932 members Mstep: Class 14 contains 18073 members Mstep: Class 15 contains 18000 members Mstep: Class 16 contains 18101 members Mstep: Class 17 contains 18166 members Mstep: Class 18 contains 18094 members Mstep: Class 19 contains 18129 members Entering Unmasked Estep ConsiderDeletion Deleting Class 19. Lose 390.642731 but Gain 2071.902344 Score: -30923552.000000 Penalty: 37294.261719 Iteration 0F: 19 clusters Score -3.092355e+07 nChanged 324995 Entering Unmasked Mstep Mstep: Class 0 contains 835 members Mstep: Class 1 contains 32988 members Mstep: Class 2 contains 49813 members Mstep: Class 3 contains 18229 members Mstep: Class 4 contains 16955 members Mstep: Class 5 contains 22451 members Mstep: Class 6 contains 8618 members Mstep: Class 7 contains 13592 members Mstep: Class 8 contains 19903 members Mstep: Class 9 contains 10832 members Mstep: Class 10 contains 16665 members Mstep: Class 11 contains 14768 members Mstep: Class 12 contains 31952 members Mstep: Class 13 contains 5465 members Mstep: Class 14 contains 12989 members Mstep: Class 15 contains 25167 members Mstep: Class 16 contains 24239 members Mstep: Class 17 contains 8069 members Mstep: Class 18 contains 11082 members Entering Unmasked Estep ConsiderDeletion Score: -32110460.000000 Penalty: 37294.261719 Iteration 1F: 19 clusters Score -3.211046e+07 nChanged 142285 Entering Unmasked Mstep Mstep: Class 0 contains 293 members Mstep: Class 1 contains 33508 members Mstep: Class 2 contains 92916 members Mstep: Class 3 contains 14383 members Mstep: Class 4 contains 13312 members Mstep: Class 5 contains 19684 members Mstep: Class 6 contains 9547 members Mstep: Class 7 contains 8604 members Mstep: Class 8 contains 18336 members Mstep: Class 9 contains 5077 members Mstep: Class 10 contains 9364 members Mstep: Class 11 contains 15949 members Mstep: Class 12 contains 46813 members Mstep: Class 13 contains 2568 members Mstep: Class 14 contains 6679 members Mstep: Class 15 contains 15565 members Mstep: Class 16 contains 22581 members Mstep: Class 17 contains 5335 members Mstep: Class 18 contains 4098 members Entering Unmasked Estep ConsiderDeletion Deleting Class 13. Lose 1396.604980 but Gain 2071.906250 Score: -32408858.000000 Penalty: 35222.355469 Iteration 2F: 18 clusters Score -3.240886e+07 nChanged 87280 Entering Unmasked Mstep Mstep: Class 0 contains 112 members Mstep: Class 1 contains 27496 members Mstep: Class 2 contains 126708 members Mstep: Class 3 contains 9984 members Mstep: Class 4 contains 11364 members Mstep: Class 5 contains 13248 members Mstep: Class 6 contains 11497 members Mstep: Class 7 contains 6763 members Mstep: Class 8 contains 18394 members Mstep: Class 9 contains 3241 members Mstep: Class 10 contains 6505 members Mstep: Class 11 contains 11869 members Mstep: Class 12 contains 51207 members Mstep: Class 14 contains 3747 members Mstep: Class 15 contains 9633 members Mstep: Class 16 contains 27127 members Mstep: Class 17 contains 3738 members Mstep: Class 18 contains 1979 members Entering Unmasked Estep ConsiderDeletion Deleting Class 18. Lose 1940.673828 but Gain 2071.902344 Score: -32539026.000000 Penalty: 33150.453125 Iteration 3F: 17 clusters Score -3.253903e+07 nChanged 65165 Entering Unmasked Mstep Mstep: Class 0 contains 71 members Mstep: Class 1 contains 19498 members Mstep: Class 2 contains 158581 members Mstep: Class 3 contains 6020 members Mstep: Class 4 contains 9914 members Mstep: Class 5 contains 7334 members Mstep: Class 6 contains 11812 members Mstep: Class 7 contains 6683 members Mstep: Class 8 contains 15833 members Mstep: Class 9 contains 2399 members Mstep: Class 10 contains 5077 members Mstep: Class 11 contains 6860 members Mstep: Class 12 contains 46415 members Mstep: Class 14 contains 2722 members Mstep: Class 15 contains 5562 members Mstep: Class 16 contains 36121 members Mstep: Class 17 contains 3710 members Entering Unmasked Estep ConsiderDeletion Score: -32623456.000000 Penalty: 33150.453125 Iteration 4F: 17 clusters Score -3.262346e+07 nChanged 49848 Entering Unmasked Mstep Mstep: Class 0 contains 69 members Mstep: Class 1 contains 12028 members Mstep: Class 2 contains 187014 members Mstep: Class 3 contains 3441 members Mstep: Class 4 contains 8571 members Mstep: Class 5 contains 4554 members Mstep: Class 6 contains 12148 members Mstep: Class 7 contains 6637 members Mstep: Class 8 contains 12891 members Mstep: Class 9 contains 1787 members Mstep: Class 10 contains 3529 members Mstep: Class 11 contains 3310 members Mstep: Class 12 contains 33968 members Mstep: Class 14 contains 2391 members Mstep: Class 15 contains 2949 members Mstep: Class 16 contains 45318 members Mstep: Class 17 contains 4007 members Entering Unmasked Estep ConsiderDeletion Deleting Class 15. Lose 1609.277466 but Gain 2071.902344 Score: -32678956.000000 Penalty: 31078.550781 Iteration 5F: 16 clusters Score -3.267896e+07 nChanged 36645 Entering Unmasked Mstep Mstep: Class 0 contains 66 members Mstep: Class 1 contains 6813 members Mstep: Class 2 contains 209271 members Mstep: Class 3 contains 2163 members Mstep: Class 4 contains 8001 members Mstep: Class 5 contains 3719 members Mstep: Class 6 contains 13184 members Mstep: Class 7 contains 6667 members Mstep: Class 8 contains 10705 members Mstep: Class 9 contains 1731 members Mstep: Class 10 contains 2228 members Mstep: Class 11 contains 1645 members Mstep: Class 12 contains 20397 members Mstep: Class 14 contains 2216 members Mstep: Class 16 contains 51811 members Mstep: Class 17 contains 3995 members Entering Unmasked Estep ConsiderDeletion Deleting Class 11. Lose 1162.028564 but Gain 2071.904297 Score: -32716326.000000 Penalty: 29006.646484 Iteration 6F: 15 clusters Score -3.271633e+07 nChanged 22999 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 3621 members Mstep: Class 2 contains 223220 members Mstep: Class 3 contains 1763 members Mstep: Class 4 contains 7955 members Mstep: Class 5 contains 3390 members Mstep: Class 6 contains 14441 members Mstep: Class 7 contains 6653 members Mstep: Class 8 contains 8982 members Mstep: Class 9 contains 2032 members Mstep: Class 10 contains 1570 members Mstep: Class 12 contains 10321 members Mstep: Class 14 contains 2094 members Mstep: Class 16 contains 54676 members Mstep: Class 17 contains 3834 members Entering Unmasked Estep ConsiderDeletion Deleting Class 1. Lose 1974.918823 but Gain 2071.902344 Score: -32738414.000000 Penalty: 26934.744141 Iteration 7F: 14 clusters Score -3.273841e+07 nChanged 15100 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 2 contains 230526 members Mstep: Class 3 contains 2005 members Mstep: Class 4 contains 8057 members Mstep: Class 5 contains 3340 members Mstep: Class 6 contains 15899 members Mstep: Class 7 contains 6632 members Mstep: Class 8 contains 7281 members Mstep: Class 9 contains 2303 members Mstep: Class 10 contains 1401 members Mstep: Class 12 contains 4605 members Mstep: Class 14 contains 2045 members Mstep: Class 16 contains 56717 members Mstep: Class 17 contains 3743 members Entering Unmasked Estep ConsiderDeletion Score: -32753052.000000 Penalty: 26934.744141 Iteration 8Q: 14 clusters Score -3.275305e+07 nChanged 7606 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 2 contains 232599 members Mstep: Class 3 contains 2693 members Mstep: Class 4 contains 8152 members Mstep: Class 5 contains 3377 members Mstep: Class 6 contains 17450 members Mstep: Class 7 contains 6611 members Mstep: Class 8 contains 5621 members Mstep: Class 9 contains 2478 members Mstep: Class 10 contains 1257 members Mstep: Class 12 contains 2118 members Mstep: Class 14 contains 2021 members Mstep: Class 16 contains 56503 members Mstep: Class 17 contains 3674 members Entering Unmasked Estep ConsiderDeletion Deleting Class 12. Lose 1416.764893 but Gain 2071.904297 Score: -32759934.000000 Penalty: 24862.839844 Iteration 9Q: 13 clusters Score -3.275993e+07 nChanged 6039 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 2 contains 233759 members Mstep: Class 3 contains 3582 members Mstep: Class 4 contains 8262 members Mstep: Class 5 contains 3398 members Mstep: Class 6 contains 18726 members Mstep: Class 7 contains 6673 members Mstep: Class 8 contains 4305 members Mstep: Class 9 contains 2601 members Mstep: Class 10 contains 1146 members Mstep: Class 14 contains 2007 members Mstep: Class 16 contains 56329 members Mstep: Class 17 contains 3766 members Entering Unmasked Estep ConsiderDeletion Score: -32765764.000000 Penalty: 24862.839844 Iteration 10Q: 13 clusters Score -3.276576e+07 nChanged 3123 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 2 contains 232986 members Mstep: Class 3 contains 4512 members Mstep: Class 4 contains 8287 members Mstep: Class 5 contains 3410 members Mstep: Class 6 contains 19547 members Mstep: Class 7 contains 6663 members Mstep: Class 8 contains 3478 members Mstep: Class 9 contains 2707 members Mstep: Class 10 contains 1072 members Mstep: Class 14 contains 2006 members Mstep: Class 16 contains 56152 members Mstep: Class 17 contains 3734 members Entering Unmasked Estep ConsiderDeletion Score: -32767962.000000 Penalty: 24862.839844 Iteration 11Q: 13 clusters Score -3.276796e+07 nChanged 2480 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 2 contains 232194 members Mstep: Class 3 contains 5473 members Mstep: Class 4 contains 8301 members Mstep: Class 5 contains 3418 members Mstep: Class 6 contains 20142 members Mstep: Class 7 contains 6670 members Mstep: Class 8 contains 2905 members Mstep: Class 9 contains 2825 members Mstep: Class 10 contains 1040 members Mstep: Class 14 contains 2007 members Mstep: Class 16 contains 55863 members Mstep: Class 17 contains 3716 members Entering Unmasked Estep ConsiderDeletion Score: -32769668.000000 Penalty: 24862.839844 Iteration 12Q: 13 clusters Score -3.276967e+07 nChanged 2246 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 2 contains 231392 members Mstep: Class 3 contains 6415 members Mstep: Class 4 contains 8326 members Mstep: Class 5 contains 3420 members Mstep: Class 6 contains 20596 members Mstep: Class 7 contains 6680 members Mstep: Class 8 contains 2452 members Mstep: Class 9 contains 3017 members Mstep: Class 10 contains 1015 members Mstep: Class 14 contains 2005 members Mstep: Class 16 contains 55535 members Mstep: Class 17 contains 3701 members Entering Unmasked Estep ConsiderDeletion Score: -32771130.000000 Penalty: 24862.839844 Iteration 13Q: 13 clusters Score -3.277113e+07 nChanged 2155 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 2 contains 230524 members Mstep: Class 3 contains 7432 members Mstep: Class 4 contains 8332 members Mstep: Class 5 contains 3422 members Mstep: Class 6 contains 20922 members Mstep: Class 7 contains 6681 members Mstep: Class 8 contains 2115 members Mstep: Class 9 contains 3256 members Mstep: Class 10 contains 1018 members Mstep: Class 14 contains 2008 members Mstep: Class 16 contains 55150 members Mstep: Class 17 contains 3693 members Entering Unmasked Estep ConsiderDeletion Score: -32772550.000000 Penalty: 24862.839844 Iteration 14Q: 13 clusters Score -3.277255e+07 nChanged 2059 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 2 contains 229615 members Mstep: Class 3 contains 8508 members Mstep: Class 4 contains 8339 members Mstep: Class 5 contains 3425 members Mstep: Class 6 contains 21136 members Mstep: Class 7 contains 6689 members Mstep: Class 8 contains 1884 members Mstep: Class 9 contains 3543 members Mstep: Class 10 contains 1026 members Mstep: Class 14 contains 2007 members Mstep: Class 16 contains 54698 members Mstep: Class 17 contains 3684 members Entering Unmasked Estep ConsiderDeletion Score: -32774004.000000 Penalty: 24862.839844 Iteration 15Q: 13 clusters Score -3.2774e+07 nChanged 2111 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 2 contains 228600 members Mstep: Class 3 contains 9694 members Mstep: Class 4 contains 8340 members Mstep: Class 5 contains 3427 members Mstep: Class 6 contains 21279 members Mstep: Class 7 contains 6694 members Mstep: Class 8 contains 1726 members Mstep: Class 9 contains 3826 members Mstep: Class 10 contains 1041 members Mstep: Class 14 contains 2008 members Mstep: Class 16 contains 54242 members Mstep: Class 17 contains 3676 members Entering Unmasked Estep ConsiderDeletion Score: -32775464.000000 Penalty: 24862.839844 Iteration 16Q: 13 clusters Score -3.277546e+07 nChanged 2130 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 2 contains 227555 members Mstep: Class 3 contains 10905 members Mstep: Class 4 contains 8345 members Mstep: Class 5 contains 3427 members Mstep: Class 6 contains 21411 members Mstep: Class 7 contains 6698 members Mstep: Class 8 contains 1588 members Mstep: Class 9 contains 4105 members Mstep: Class 10 contains 1068 members Mstep: Class 14 contains 2009 members Mstep: Class 16 contains 53771 members Mstep: Class 17 contains 3671 members Entering Unmasked Estep ConsiderDeletion Score: -32776876.000000 Penalty: 24862.839844 Iteration 17Q: 13 clusters Score -3.277688e+07 nChanged 2265 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 2 contains 226315 members Mstep: Class 3 contains 12227 members Mstep: Class 4 contains 8324 members Mstep: Class 5 contains 3427 members Mstep: Class 6 contains 21510 members Mstep: Class 7 contains 6702 members Mstep: Class 8 contains 1494 members Mstep: Class 9 contains 4464 members Mstep: Class 10 contains 1109 members Mstep: Class 14 contains 2006 members Mstep: Class 16 contains 53306 members Mstep: Class 17 contains 3669 members Entering Unmasked Estep ConsiderDeletion Score: -32778256.000000 Penalty: 24862.839844 Iteration 18Q: 13 clusters Score -3.277826e+07 nChanged 2379 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 2 contains 224942 members Mstep: Class 3 contains 13617 members Mstep: Class 4 contains 8338 members Mstep: Class 5 contains 3428 members Mstep: Class 6 contains 21561 members Mstep: Class 7 contains 6706 members Mstep: Class 8 contains 1443 members Mstep: Class 9 contains 4940 members Mstep: Class 10 contains 1136 members Mstep: Class 14 contains 2006 members Mstep: Class 16 contains 52770 members Mstep: Class 17 contains 3666 members Entering Unmasked Estep ConsiderDeletion Score: -32779498.000000 Penalty: 24862.839844 Iteration 19Q: 13 clusters Score -3.27795e+07 nChanged 2497 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 2 contains 223476 members Mstep: Class 3 contains 15071 members Mstep: Class 4 contains 8315 members Mstep: Class 5 contains 3428 members Mstep: Class 6 contains 21573 members Mstep: Class 7 contains 6711 members Mstep: Class 8 contains 1434 members Mstep: Class 9 contains 5501 members Mstep: Class 10 contains 1163 members Mstep: Class 14 contains 2005 members Mstep: Class 16 contains 52211 members Mstep: Class 17 contains 3665 members Entering Unmasked Estep ConsiderDeletion Score: -32781430.000000 Penalty: 24862.839844 Iteration 20F: 13 clusters Score -3.278143e+07 nChanged 3598 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 2 contains 221657 members Mstep: Class 3 contains 17408 members Mstep: Class 4 contains 8281 members Mstep: Class 5 contains 3435 members Mstep: Class 6 contains 21576 members Mstep: Class 7 contains 6715 members Mstep: Class 8 contains 1429 members Mstep: Class 9 contains 6263 members Mstep: Class 10 contains 1205 members Mstep: Class 14 contains 2003 members Mstep: Class 16 contains 50917 members Mstep: Class 17 contains 3664 members Entering Unmasked Estep ConsiderDeletion Score: -32783456.000000 Penalty: 24862.839844 Iteration 21Q: 13 clusters Score -3.278346e+07 nChanged 4277 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 2 contains 219518 members Mstep: Class 3 contains 20141 members Mstep: Class 4 contains 8268 members Mstep: Class 5 contains 3440 members Mstep: Class 6 contains 21573 members Mstep: Class 7 contains 6719 members Mstep: Class 8 contains 1428 members Mstep: Class 9 contains 7176 members Mstep: Class 10 contains 1253 members Mstep: Class 14 contains 2002 members Mstep: Class 16 contains 49370 members Mstep: Class 17 contains 3664 members Entering Unmasked Estep ConsiderDeletion Score: -32785836.000000 Penalty: 24862.839844 Iteration 22Q: 13 clusters Score -3.278584e+07 nChanged 5052 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 2 contains 216905 members Mstep: Class 3 contains 23403 members Mstep: Class 4 contains 8230 members Mstep: Class 5 contains 3443 members Mstep: Class 6 contains 21568 members Mstep: Class 7 contains 6724 members Mstep: Class 8 contains 1425 members Mstep: Class 9 contains 8281 members Mstep: Class 10 contains 1306 members Mstep: Class 14 contains 2003 members Mstep: Class 16 contains 47601 members Mstep: Class 17 contains 3662 members Entering Unmasked Estep ConsiderDeletion Score: -32788812.000000 Penalty: 24862.839844 Iteration 23Q: 13 clusters Score -3.278881e+07 nChanged 5910 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 2 contains 213775 members Mstep: Class 3 contains 27212 members Mstep: Class 4 contains 8176 members Mstep: Class 5 contains 3444 members Mstep: Class 6 contains 21566 members Mstep: Class 7 contains 6736 members Mstep: Class 8 contains 1425 members Mstep: Class 9 contains 9593 members Mstep: Class 10 contains 1379 members Mstep: Class 14 contains 2003 members Mstep: Class 16 contains 45587 members Mstep: Class 17 contains 3655 members Entering Unmasked Estep ConsiderDeletion Score: -32792292.000000 Penalty: 24862.839844 Iteration 24Q: 13 clusters Score -3.279229e+07 nChanged 6874 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 2 contains 209905 members Mstep: Class 3 contains 31660 members Mstep: Class 4 contains 8099 members Mstep: Class 5 contains 3444 members Mstep: Class 6 contains 21569 members Mstep: Class 7 contains 6746 members Mstep: Class 8 contains 1425 members Mstep: Class 9 contains 11181 members Mstep: Class 10 contains 1447 members Mstep: Class 14 contains 2002 members Mstep: Class 16 contains 43423 members Mstep: Class 17 contains 3650 members Entering Unmasked Estep ConsiderDeletion Score: -32796146.000000 Penalty: 24862.839844 Iteration 25Q: 13 clusters Score -3.279615e+07 nChanged 7494 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 2 contains 205519 members Mstep: Class 3 contains 36475 members Mstep: Class 4 contains 7983 members Mstep: Class 5 contains 3444 members Mstep: Class 6 contains 21574 members Mstep: Class 7 contains 6754 members Mstep: Class 8 contains 1425 members Mstep: Class 9 contains 12830 members Mstep: Class 10 contains 1543 members Mstep: Class 14 contains 2001 members Mstep: Class 16 contains 41359 members Mstep: Class 17 contains 3644 members Entering Unmasked Estep ConsiderDeletion Score: -32800154.000000 Penalty: 24862.839844 Iteration 26Q: 13 clusters Score -3.280015e+07 nChanged 7720 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 2 contains 200584 members Mstep: Class 3 contains 41628 members Mstep: Class 4 contains 7874 members Mstep: Class 5 contains 3444 members Mstep: Class 6 contains 21578 members Mstep: Class 7 contains 6752 members Mstep: Class 8 contains 1425 members Mstep: Class 9 contains 14347 members Mstep: Class 10 contains 1629 members Mstep: Class 14 contains 2000 members Mstep: Class 16 contains 39651 members Mstep: Class 17 contains 3639 members Entering Unmasked Estep ConsiderDeletion Score: -32803910.000000 Penalty: 24862.839844 Iteration 27Q: 13 clusters Score -3.280391e+07 nChanged 7889 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 2 contains 195034 members Mstep: Class 3 contains 47123 members Mstep: Class 4 contains 7723 members Mstep: Class 5 contains 3444 members Mstep: Class 6 contains 21580 members Mstep: Class 7 contains 6753 members Mstep: Class 8 contains 1425 members Mstep: Class 9 contains 15590 members Mstep: Class 10 contains 1713 members Mstep: Class 14 contains 2000 members Mstep: Class 16 contains 38530 members Mstep: Class 17 contains 3636 members Entering Unmasked Estep ConsiderDeletion Score: -32807492.000000 Penalty: 24862.839844 Iteration 28Q: 13 clusters Score -3.280749e+07 nChanged 8070 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 2 contains 188836 members Mstep: Class 3 contains 52945 members Mstep: Class 4 contains 7540 members Mstep: Class 5 contains 3445 members Mstep: Class 6 contains 21586 members Mstep: Class 7 contains 6754 members Mstep: Class 8 contains 1425 members Mstep: Class 9 contains 16505 members Mstep: Class 10 contains 1803 members Mstep: Class 14 contains 1999 members Mstep: Class 16 contains 38082 members Mstep: Class 17 contains 3631 members Entering Unmasked Estep ConsiderDeletion Score: -32810984.000000 Penalty: 24862.839844 Iteration 29Q: 13 clusters Score -3.281098e+07 nChanged 8399 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 2 contains 182068 members Mstep: Class 3 contains 59202 members Mstep: Class 4 contains 7404 members Mstep: Class 5 contains 3445 members Mstep: Class 6 contains 21601 members Mstep: Class 7 contains 6762 members Mstep: Class 8 contains 1425 members Mstep: Class 9 contains 17130 members Mstep: Class 10 contains 1907 members Mstep: Class 14 contains 1996 members Mstep: Class 16 contains 37990 members Mstep: Class 17 contains 3623 members Entering Unmasked Estep ConsiderDeletion Score: -32814406.000000 Penalty: 24862.839844 Iteration 30Q: 13 clusters Score -3.281441e+07 nChanged 9089 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 2 contains 174604 members Mstep: Class 3 contains 66162 members Mstep: Class 4 contains 7245 members Mstep: Class 5 contains 3445 members Mstep: Class 6 contains 21607 members Mstep: Class 7 contains 6773 members Mstep: Class 8 contains 1426 members Mstep: Class 9 contains 17444 members Mstep: Class 10 contains 2075 members Mstep: Class 14 contains 1995 members Mstep: Class 16 contains 38155 members Mstep: Class 17 contains 3622 members Entering Unmasked Estep ConsiderDeletion Score: -32818940.000000 Penalty: 24862.839844 Iteration 31Q: 13 clusters Score -3.281894e+07 nChanged 9681 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 2 contains 166553 members Mstep: Class 3 contains 73744 members Mstep: Class 4 contains 7096 members Mstep: Class 5 contains 3445 members Mstep: Class 6 contains 21606 members Mstep: Class 7 contains 6770 members Mstep: Class 8 contains 1426 members Mstep: Class 9 contains 17488 members Mstep: Class 10 contains 2259 members Mstep: Class 14 contains 1992 members Mstep: Class 16 contains 38553 members Mstep: Class 17 contains 3621 members Entering Unmasked Estep ConsiderDeletion Score: -32824258.000000 Penalty: 24862.839844 Iteration 32Q: 13 clusters Score -3.282426e+07 nChanged 10158 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 2 contains 158229 members Mstep: Class 3 contains 81701 members Mstep: Class 4 contains 6996 members Mstep: Class 5 contains 3445 members Mstep: Class 6 contains 21601 members Mstep: Class 7 contains 6779 members Mstep: Class 8 contains 1426 members Mstep: Class 9 contains 17294 members Mstep: Class 10 contains 2533 members Mstep: Class 14 contains 1990 members Mstep: Class 16 contains 38942 members Mstep: Class 17 contains 3617 members Entering Unmasked Estep ConsiderDeletion Score: -32830014.000000 Penalty: 24862.839844 Iteration 33Q: 13 clusters Score -3.283001e+07 nChanged 9793 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 2 contains 150479 members Mstep: Class 3 contains 89177 members Mstep: Class 4 contains 6904 members Mstep: Class 5 contains 3445 members Mstep: Class 6 contains 21606 members Mstep: Class 7 contains 6791 members Mstep: Class 8 contains 1426 members Mstep: Class 9 contains 16897 members Mstep: Class 10 contains 2862 members Mstep: Class 14 contains 1988 members Mstep: Class 16 contains 39359 members Mstep: Class 17 contains 3618 members Entering Unmasked Estep ConsiderDeletion Score: -32835744.000000 Penalty: 24862.839844 Iteration 34Q: 13 clusters Score -3.283574e+07 nChanged 8300 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 2 contains 144421 members Mstep: Class 3 contains 95057 members Mstep: Class 4 contains 6836 members Mstep: Class 5 contains 3445 members Mstep: Class 6 contains 21602 members Mstep: Class 7 contains 6806 members Mstep: Class 8 contains 1426 members Mstep: Class 9 contains 16392 members Mstep: Class 10 contains 3226 members Mstep: Class 14 contains 1986 members Mstep: Class 16 contains 39720 members Mstep: Class 17 contains 3633 members Entering Unmasked Estep ConsiderDeletion Score: -32839974.000000 Penalty: 24862.839844 Iteration 35Q: 13 clusters Score -3.283997e+07 nChanged 5880 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 2 contains 140846 members Mstep: Class 3 contains 98518 members Mstep: Class 4 contains 6789 members Mstep: Class 5 contains 3445 members Mstep: Class 6 contains 21599 members Mstep: Class 7 contains 6821 members Mstep: Class 8 contains 1426 members Mstep: Class 9 contains 15896 members Mstep: Class 10 contains 3627 members Mstep: Class 14 contains 1985 members Mstep: Class 16 contains 39947 members Mstep: Class 17 contains 3651 members Entering Unmasked Estep ConsiderDeletion Score: -32842288.000000 Penalty: 24862.839844 Iteration 36Q: 13 clusters Score -3.284229e+07 nChanged 3876 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 2 contains 139062 members Mstep: Class 3 contains 100371 members Mstep: Class 4 contains 6766 members Mstep: Class 5 contains 3445 members Mstep: Class 6 contains 21599 members Mstep: Class 7 contains 6838 members Mstep: Class 8 contains 1426 members Mstep: Class 9 contains 15385 members Mstep: Class 10 contains 3958 members Mstep: Class 14 contains 1986 members Mstep: Class 16 contains 40050 members Mstep: Class 17 contains 3664 members Entering Unmasked Estep ConsiderDeletion Score: -32843248.000000 Penalty: 24862.839844 Iteration 37Q: 13 clusters Score -3.284325e+07 nChanged 2583 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 2 contains 138253 members Mstep: Class 3 contains 101327 members Mstep: Class 4 contains 6750 members Mstep: Class 5 contains 3445 members Mstep: Class 6 contains 21602 members Mstep: Class 7 contains 6854 members Mstep: Class 8 contains 1426 members Mstep: Class 9 contains 14891 members Mstep: Class 10 contains 4267 members Mstep: Class 14 contains 1987 members Mstep: Class 16 contains 40081 members Mstep: Class 17 contains 3667 members Entering Unmasked Estep ConsiderDeletion Score: -32844020.000000 Penalty: 24862.839844 Iteration 38Q: 13 clusters Score -3.284402e+07 nChanged 1847 Entering ConstructFrom: Score: -32844020.000000 Penalty: 24862.839844 Entering ConstructFrom: Trying to split cluster 2 (137930 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137930 members Entering Unmasked Estep Score: -13582747.000000 Penalty: 1923.106445 Iteration 0F: 2 clusters Score -1.358275e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68988 members Mstep: Class 2 contains 68942 members Entering Unmasked Estep Score: -13490584.000000 Penalty: 3846.212891 Iteration 0F: 3 clusters Score -1.349058e+07 nChanged 66461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68691 members Mstep: Class 2 contains 69239 members Entering Unmasked Estep Score: -13529406.000000 Penalty: 3846.212891 Iteration 1F: 3 clusters Score -1.352941e+07 nChanged 4015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68050 members Mstep: Class 2 contains 69880 members Entering Unmasked Estep Score: -13530305.000000 Penalty: 3846.212891 Iteration 2Q: 3 clusters Score -1.35303e+07 nChanged 4606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66952 members Mstep: Class 2 contains 70978 members Entering Unmasked Estep Score: -13531387.000000 Penalty: 3846.212891 Iteration 3Q: 3 clusters Score -1.353139e+07 nChanged 5617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65203 members Mstep: Class 2 contains 72727 members Entering Unmasked Estep Score: -13533387.000000 Penalty: 3846.212891 Iteration 4Q: 3 clusters Score -1.353339e+07 nChanged 6491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62730 members Mstep: Class 2 contains 75200 members Entering Unmasked Estep Score: -13536108.000000 Penalty: 3846.212891 Iteration 5Q: 3 clusters Score -1.353611e+07 nChanged 7394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59540 members Mstep: Class 2 contains 78390 members Entering Unmasked Estep Score: -13539444.000000 Penalty: 3846.212891 Iteration 6F: 3 clusters Score -1.353944e+07 nChanged 8014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55902 members Mstep: Class 2 contains 82028 members Entering Unmasked Estep Score: -13543811.000000 Penalty: 3846.212891 Iteration 7F: 3 clusters Score -1.354381e+07 nChanged 8364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51838 members Mstep: Class 2 contains 86092 members Entering Unmasked Estep Score: -13549344.000000 Penalty: 3846.212891 Iteration 8F: 3 clusters Score -1.354934e+07 nChanged 8396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47826 members Mstep: Class 2 contains 90104 members Entering Unmasked Estep Score: -13557137.000000 Penalty: 3846.212891 Iteration 9F: 3 clusters Score -1.355714e+07 nChanged 8126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44982 members Mstep: Class 2 contains 92948 members Entering Unmasked Estep Score: -13574717.000000 Penalty: 3846.212891 Iteration 10F: 3 clusters Score -1.357472e+07 nChanged 9010 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48172 members Mstep: Class 2 contains 89758 members Entering Unmasked Estep Score: -13615882.000000 Penalty: 3846.212891 Iteration 11F: 3 clusters Score -1.361588e+07 nChanged 18855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65539 members Mstep: Class 2 contains 72391 members Entering Unmasked Estep Score: -13645179.000000 Penalty: 3846.212891 Iteration 12F: 3 clusters Score -1.364518e+07 nChanged 16335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81670 members Mstep: Class 2 contains 56260 members Entering Unmasked Estep Score: -13673142.000000 Penalty: 3846.212891 Iteration 13F: 3 clusters Score -1.367314e+07 nChanged 6823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88493 members Mstep: Class 2 contains 49437 members Entering Unmasked Estep Score: -13698647.000000 Penalty: 3846.212891 Iteration 14Q: 3 clusters Score -1.369865e+07 nChanged 912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89405 members Mstep: Class 2 contains 48525 members Entering Unmasked Estep Score: -13707231.000000 Penalty: 3846.212891 Iteration 15Q: 3 clusters Score -1.370723e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89474 members Mstep: Class 2 contains 48456 members Entering Unmasked Estep Score: -13708708.000000 Penalty: 3846.212891 Iteration 16Q: 3 clusters Score -1.370871e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89479 members Mstep: Class 2 contains 48451 members Entering Unmasked Estep Score: -13708721.000000 Penalty: 3846.212891 Iteration 17Q: 3 clusters Score -1.370872e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89480 members Mstep: Class 2 contains 48450 members Entering Unmasked Estep Score: -13708717.000000 Penalty: 3846.212891 Iteration 18Q: 3 clusters Score -1.370872e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89480 members Mstep: Class 2 contains 48450 members Entering Unmasked Estep Score: -13708717.000000 Penalty: 3846.212891 Iteration 19F: 3 clusters Score -1.370872e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 48450 members Mstep: Class 2 contains 89480 members Mstep: Class 3 contains 101876 members Mstep: Class 4 contains 6724 members Mstep: Class 5 contains 3445 members Mstep: Class 6 contains 21604 members Mstep: Class 7 contains 6852 members Mstep: Class 8 contains 1426 members Mstep: Class 9 contains 14429 members Mstep: Class 10 contains 4518 members Mstep: Class 14 contains 1988 members Mstep: Class 16 contains 40088 members Mstep: Class 17 contains 3670 members Entering Unmasked Estep Score: -32969996.000000 Penalty: 26934.744141 Splitting cluster 2 changes total score from -32844020.000000 to -32969996.000000 So it's getting split into cluster 1. Entering ConstructFrom: Trying to split cluster 3 (101876 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101876 members Entering Unmasked Estep Score: -10119920.000000 Penalty: 1873.870605 Iteration 0F: 2 clusters Score -1.011992e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51101 members Mstep: Class 2 contains 50775 members Entering Unmasked Estep Score: -10051517.000000 Penalty: 3747.741211 Iteration 0F: 3 clusters Score -1.005152e+07 nChanged 48945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53326 members Mstep: Class 2 contains 48550 members Entering Unmasked Estep Score: -10080203.000000 Penalty: 3747.741211 Iteration 1F: 3 clusters Score -1.00802e+07 nChanged 3266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54736 members Mstep: Class 2 contains 47140 members Entering Unmasked Estep Score: -10080968.000000 Penalty: 3747.741211 Iteration 2Q: 3 clusters Score -1.008097e+07 nChanged 3673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56851 members Mstep: Class 2 contains 45025 members Entering Unmasked Estep Score: -10082159.000000 Penalty: 3747.741211 Iteration 3Q: 3 clusters Score -1.008216e+07 nChanged 4412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59977 members Mstep: Class 2 contains 41899 members Entering Unmasked Estep Score: -10084176.000000 Penalty: 3747.741211 Iteration 4Q: 3 clusters Score -1.008418e+07 nChanged 5455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64350 members Mstep: Class 2 contains 37526 members Entering Unmasked Estep Score: -10087221.000000 Penalty: 3747.741211 Iteration 5F: 3 clusters Score -1.008722e+07 nChanged 6481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70087 members Mstep: Class 2 contains 31789 members Entering Unmasked Estep Score: -10091914.000000 Penalty: 3747.741211 Iteration 6F: 3 clusters Score -1.009191e+07 nChanged 7212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76807 members Mstep: Class 2 contains 25069 members Entering Unmasked Estep Score: -10097926.000000 Penalty: 3747.741211 Iteration 7F: 3 clusters Score -1.009793e+07 nChanged 6835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83282 members Mstep: Class 2 contains 18594 members Entering Unmasked Estep Score: -10103838.000000 Penalty: 3747.741211 Iteration 8F: 3 clusters Score -1.010384e+07 nChanged 5545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88613 members Mstep: Class 2 contains 13263 members Entering Unmasked Estep Score: -10108647.000000 Penalty: 3747.741211 Iteration 9F: 3 clusters Score -1.010865e+07 nChanged 4099 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92632 members Mstep: Class 2 contains 9244 members Entering Unmasked Estep Score: -10111893.000000 Penalty: 3747.741211 Iteration 10Q: 3 clusters Score -1.011189e+07 nChanged 2947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95539 members Mstep: Class 2 contains 6337 members Entering Unmasked Estep Score: -10114094.000000 Penalty: 3747.741211 Iteration 11Q: 3 clusters Score -1.011409e+07 nChanged 2131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97666 members Mstep: Class 2 contains 4210 members Entering Unmasked Estep Score: -10115665.000000 Penalty: 3747.741211 Iteration 12Q: 3 clusters Score -1.011566e+07 nChanged 1448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99112 members Mstep: Class 2 contains 2764 members Entering Unmasked Estep Score: -10116660.000000 Penalty: 3747.741211 Iteration 13Q: 3 clusters Score -1.011666e+07 nChanged 957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100067 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -10117306.000000 Penalty: 3747.741211 Iteration 14Q: 3 clusters Score -1.011731e+07 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100661 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -10117736.000000 Penalty: 3747.741211 Iteration 15Q: 3 clusters Score -1.011774e+07 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101038 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -10117967.000000 Penalty: 3747.741211 Iteration 16Q: 3 clusters Score -1.011797e+07 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101244 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -10118083.000000 Penalty: 3747.741211 Iteration 17Q: 3 clusters Score -1.011808e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101349 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -10118181.000000 Penalty: 3747.741211 Iteration 18Q: 3 clusters Score -1.011818e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101413 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -10118235.000000 Penalty: 3747.741211 Iteration 19Q: 3 clusters Score -1.011824e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101453 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -10118282.000000 Penalty: 3747.741211 Iteration 20F: 3 clusters Score -1.011828e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101476 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -10118317.000000 Penalty: 3747.741211 Iteration 21Q: 3 clusters Score -1.011832e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101491 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -10118330.000000 Penalty: 3747.741211 Iteration 22Q: 3 clusters Score -1.011833e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101504 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -10118355.000000 Penalty: 3747.741211 Iteration 23Q: 3 clusters Score -1.011836e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101508 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -10118348.000000 Penalty: 3747.741211 Iteration 24Q: 3 clusters Score -1.011835e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101509 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -10118366.000000 Penalty: 3747.741211 Iteration 25Q: 3 clusters Score -1.011837e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101512 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -10118363.000000 Penalty: 3747.741211 Iteration 26Q: 3 clusters Score -1.011836e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101515 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -10118362.000000 Penalty: 3747.741211 Iteration 27Q: 3 clusters Score -1.011836e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101516 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -10118358.000000 Penalty: 3747.741211 Iteration 28Q: 3 clusters Score -1.011836e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101518 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -10118357.000000 Penalty: 3747.741211 Iteration 29Q: 3 clusters Score -1.011836e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101519 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -10118359.000000 Penalty: 3747.741211 Iteration 30Q: 3 clusters Score -1.011836e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101520 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -10118368.000000 Penalty: 3747.741211 Iteration 31Q: 3 clusters Score -1.011837e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101521 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -10118375.000000 Penalty: 3747.741211 Iteration 32Q: 3 clusters Score -1.011838e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101522 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -10118374.000000 Penalty: 3747.741211 Iteration 33Q: 3 clusters Score -1.011837e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101522 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -10118374.000000 Penalty: 3747.741211 Iteration 34F: 3 clusters Score -1.011837e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (6724 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6724 members Entering Unmasked Estep Score: -566731.187500 Penalty: 1432.183716 Iteration 0F: 2 clusters Score -566731.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3367 members Mstep: Class 2 contains 3357 members Entering Unmasked Estep Score: -561779.187500 Penalty: 2864.367432 Iteration 0F: 3 clusters Score -561779.2 nChanged 2909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3480 members Mstep: Class 2 contains 3244 members Entering Unmasked Estep Score: -563559.562500 Penalty: 2864.367432 Iteration 1F: 3 clusters Score -563559.6 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3557 members Mstep: Class 2 contains 3167 members Entering Unmasked Estep Score: -564131.687500 Penalty: 2864.367432 Iteration 2F: 3 clusters Score -564131.7 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3672 members Mstep: Class 2 contains 3052 members Entering Unmasked Estep Score: -564507.562500 Penalty: 2864.367432 Iteration 3F: 3 clusters Score -564507.6 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3819 members Mstep: Class 2 contains 2905 members Entering Unmasked Estep Score: -564814.250000 Penalty: 2864.367432 Iteration 4F: 3 clusters Score -564814.2 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3922 members Mstep: Class 2 contains 2802 members Entering Unmasked Estep Score: -565087.750000 Penalty: 2864.367432 Iteration 5F: 3 clusters Score -565087.8 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4022 members Mstep: Class 2 contains 2702 members Entering Unmasked Estep Score: -565460.125000 Penalty: 2864.367432 Iteration 6F: 3 clusters Score -565460.1 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4071 members Mstep: Class 2 contains 2653 members Entering Unmasked Estep Score: -565985.187500 Penalty: 2864.367432 Iteration 7F: 3 clusters Score -565985.2 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4002 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -566682.625000 Penalty: 2864.367432 Iteration 8F: 3 clusters Score -566682.6 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3806 members Mstep: Class 2 contains 2918 members Entering Unmasked Estep Score: -567393.875000 Penalty: 2864.367432 Iteration 9F: 3 clusters Score -567393.9 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3517 members Mstep: Class 2 contains 3207 members Entering Unmasked Estep Score: -568005.312500 Penalty: 2864.367432 Iteration 10F: 3 clusters Score -568005.3 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3260 members Mstep: Class 2 contains 3464 members Entering Unmasked Estep Score: -568446.750000 Penalty: 2864.367432 Iteration 11Q: 3 clusters Score -568446.8 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3077 members Mstep: Class 2 contains 3647 members Entering Unmasked Estep Score: -568676.937500 Penalty: 2864.367432 Iteration 12Q: 3 clusters Score -568676.9 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2945 members Mstep: Class 2 contains 3779 members Entering Unmasked Estep Score: -568894.437500 Penalty: 2864.367432 Iteration 13Q: 3 clusters Score -568894.4 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2819 members Mstep: Class 2 contains 3905 members Entering Unmasked Estep Score: -569311.562500 Penalty: 2864.367432 Iteration 14Q: 3 clusters Score -569311.6 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2682 members Mstep: Class 2 contains 4042 members Entering Unmasked Estep Score: -569711.750000 Penalty: 2864.367432 Iteration 15Q: 3 clusters Score -569711.8 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2596 members Mstep: Class 2 contains 4128 members Entering Unmasked Estep Score: -569829.500000 Penalty: 2864.367432 Iteration 16Q: 3 clusters Score -569829.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 4184 members Entering Unmasked Estep Score: -569859.062500 Penalty: 2864.367432 Iteration 17Q: 3 clusters Score -569859.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2504 members Mstep: Class 2 contains 4220 members Entering Unmasked Estep Score: -569871.687500 Penalty: 2864.367432 Iteration 18Q: 3 clusters Score -569871.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 4241 members Entering Unmasked Estep Score: -569877.062500 Penalty: 2864.367432 Iteration 19Q: 3 clusters Score -569877.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2475 members Mstep: Class 2 contains 4249 members Entering Unmasked Estep Score: -569889.250000 Penalty: 2864.367432 Iteration 20F: 3 clusters Score -569889.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 4257 members Entering Unmasked Estep Score: -569893.375000 Penalty: 2864.367432 Iteration 21Q: 3 clusters Score -569893.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 4259 members Entering Unmasked Estep Score: -569896.937500 Penalty: 2864.367432 Iteration 22Q: 3 clusters Score -569896.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 4260 members Entering Unmasked Estep Score: -569897.750000 Penalty: 2864.367432 Iteration 23Q: 3 clusters Score -569897.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 4262 members Entering Unmasked Estep Score: -569898.125000 Penalty: 2864.367432 Iteration 24Q: 3 clusters Score -569898.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2461 members Mstep: Class 2 contains 4263 members Entering Unmasked Estep Score: -569898.062500 Penalty: 2864.367432 Iteration 25Q: 3 clusters Score -569898.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 4265 members Entering Unmasked Estep Score: -569898.750000 Penalty: 2864.367432 Iteration 26Q: 3 clusters Score -569898.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 4265 members Entering Unmasked Estep Score: -569898.750000 Penalty: 2864.367432 Iteration 27F: 3 clusters Score -569898.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 48450 members Mstep: Class 2 contains 89480 members Mstep: Class 3 contains 101876 members Mstep: Class 4 contains 2459 members Mstep: Class 5 contains 3445 members Mstep: Class 6 contains 21604 members Mstep: Class 7 contains 6852 members Mstep: Class 8 contains 1426 members Mstep: Class 9 contains 14429 members Mstep: Class 10 contains 4518 members Mstep: Class 11 contains 4265 members Mstep: Class 14 contains 1988 members Mstep: Class 16 contains 40088 members Mstep: Class 17 contains 3670 members Entering Unmasked Estep Score: -32972644.000000 Penalty: 29006.646484 Splitting cluster 4 changes total score from -32844020.000000 to -32972644.000000 So it's getting split into cluster 11. Entering ConstructFrom: Trying to split cluster 5 (3445 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3445 members Entering Unmasked Estep Score: -325210.062500 Penalty: 1323.510376 Iteration 0F: 2 clusters Score -325210.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -322272.562500 Penalty: 2647.020752 Iteration 0F: 3 clusters Score -322272.6 nChanged 1377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -323240.312500 Penalty: 2647.020752 Iteration 1F: 3 clusters Score -323240.3 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -323659.812500 Penalty: 2647.020752 Iteration 2F: 3 clusters Score -323659.8 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -324763.250000 Penalty: 2647.020752 Iteration 3F: 3 clusters Score -324763.2 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -327054.906250 Penalty: 2647.020752 Iteration 4F: 3 clusters Score -327054.9 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -328604.312500 Penalty: 2647.020752 Iteration 5F: 3 clusters Score -328604.3 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -329927.718750 Penalty: 2647.020752 Iteration 6F: 3 clusters Score -329927.7 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2404 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -330790.531250 Penalty: 2647.020752 Iteration 7Q: 3 clusters Score -330790.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2388 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -330816.375000 Penalty: 2647.020752 Iteration 8Q: 3 clusters Score -330816.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2383 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -330817.875000 Penalty: 2647.020752 Iteration 9Q: 3 clusters Score -330817.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2382 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -330818.531250 Penalty: 2647.020752 Iteration 10Q: 3 clusters Score -330818.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2382 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -330818.531250 Penalty: 2647.020752 Iteration 11F: 3 clusters Score -330818.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 48450 members Mstep: Class 2 contains 89480 members Mstep: Class 3 contains 101876 members Mstep: Class 4 contains 2459 members Mstep: Class 5 contains 2382 members Mstep: Class 6 contains 21604 members Mstep: Class 7 contains 6852 members Mstep: Class 8 contains 1426 members Mstep: Class 9 contains 14429 members Mstep: Class 10 contains 4518 members Mstep: Class 11 contains 4265 members Mstep: Class 12 contains 1063 members Mstep: Class 14 contains 1988 members Mstep: Class 16 contains 40088 members Mstep: Class 17 contains 3670 members Entering Unmasked Estep Score: -32977512.000000 Penalty: 31078.550781 Splitting cluster 5 changes total score from -32844020.000000 to -32977512.000000 So it's getting split into cluster 12. Entering ConstructFrom: Trying to split cluster 6 (21604 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21604 members Entering Unmasked Estep Score: -1975365.750000 Penalty: 1621.853027 Iteration 0F: 2 clusters Score -1975366 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10886 members Mstep: Class 2 contains 10718 members Entering Unmasked Estep Score: -1960734.000000 Penalty: 3243.706055 Iteration 0F: 3 clusters Score -1960734 nChanged 9862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11152 members Mstep: Class 2 contains 10452 members Entering Unmasked Estep Score: -1966253.250000 Penalty: 3243.706055 Iteration 1F: 3 clusters Score -1966253 nChanged 1181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11253 members Mstep: Class 2 contains 10351 members Entering Unmasked Estep Score: -1966780.375000 Penalty: 3243.706055 Iteration 2F: 3 clusters Score -1966780 nChanged 1213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11342 members Mstep: Class 2 contains 10262 members Entering Unmasked Estep Score: -1967453.125000 Penalty: 3243.706055 Iteration 3F: 3 clusters Score -1967453 nChanged 1333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11347 members Mstep: Class 2 contains 10257 members Entering Unmasked Estep Score: -1968534.375000 Penalty: 3243.706055 Iteration 4F: 3 clusters Score -1968534 nChanged 1652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11151 members Mstep: Class 2 contains 10453 members Entering Unmasked Estep Score: -1970807.250000 Penalty: 3243.706055 Iteration 5F: 3 clusters Score -1970807 nChanged 1979 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10538 members Mstep: Class 2 contains 11066 members Entering Unmasked Estep Score: -1974779.250000 Penalty: 3243.706055 Iteration 6F: 3 clusters Score -1974779 nChanged 2016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9242 members Mstep: Class 2 contains 12362 members Entering Unmasked Estep Score: -1977534.000000 Penalty: 3243.706055 Iteration 7F: 3 clusters Score -1977534 nChanged 1514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8296 members Mstep: Class 2 contains 13308 members Entering Unmasked Estep Score: -1978886.375000 Penalty: 3243.706055 Iteration 8F: 3 clusters Score -1978886 nChanged 850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7920 members Mstep: Class 2 contains 13684 members Entering Unmasked Estep Score: -1979441.625000 Penalty: 3243.706055 Iteration 9Q: 3 clusters Score -1979442 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7863 members Mstep: Class 2 contains 13741 members Entering Unmasked Estep Score: -1979676.375000 Penalty: 3243.706055 Iteration 10Q: 3 clusters Score -1979676 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7916 members Mstep: Class 2 contains 13688 members Entering Unmasked Estep Score: -1979768.125000 Penalty: 3243.706055 Iteration 11Q: 3 clusters Score -1979768 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7986 members Mstep: Class 2 contains 13618 members Entering Unmasked Estep Score: -1979824.375000 Penalty: 3243.706055 Iteration 12Q: 3 clusters Score -1979824 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8058 members Mstep: Class 2 contains 13546 members Entering Unmasked Estep Score: -1979850.500000 Penalty: 3243.706055 Iteration 13Q: 3 clusters Score -1979850 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8125 members Mstep: Class 2 contains 13479 members Entering Unmasked Estep Score: -1979859.375000 Penalty: 3243.706055 Iteration 14Q: 3 clusters Score -1979859 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8175 members Mstep: Class 2 contains 13429 members Entering Unmasked Estep Score: -1979863.500000 Penalty: 3243.706055 Iteration 15Q: 3 clusters Score -1979864 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8216 members Mstep: Class 2 contains 13388 members Entering Unmasked Estep Score: -1979865.625000 Penalty: 3243.706055 Iteration 16Q: 3 clusters Score -1979866 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8242 members Mstep: Class 2 contains 13362 members Entering Unmasked Estep Score: -1979871.125000 Penalty: 3243.706055 Iteration 17Q: 3 clusters Score -1979871 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8262 members Mstep: Class 2 contains 13342 members Entering Unmasked Estep Score: -1979874.500000 Penalty: 3243.706055 Iteration 18Q: 3 clusters Score -1979874 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8276 members Mstep: Class 2 contains 13328 members Entering Unmasked Estep Score: -1979879.875000 Penalty: 3243.706055 Iteration 19Q: 3 clusters Score -1979880 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8283 members Mstep: Class 2 contains 13321 members Entering Unmasked Estep Score: -1979875.500000 Penalty: 3243.706055 Iteration 20F: 3 clusters Score -1979876 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8291 members Mstep: Class 2 contains 13313 members Entering Unmasked Estep Score: -1979876.625000 Penalty: 3243.706055 Iteration 21Q: 3 clusters Score -1979877 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8298 members Mstep: Class 2 contains 13306 members Entering Unmasked Estep Score: -1979873.875000 Penalty: 3243.706055 Iteration 22Q: 3 clusters Score -1979874 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8305 members Mstep: Class 2 contains 13299 members Entering Unmasked Estep Score: -1979876.125000 Penalty: 3243.706055 Iteration 23Q: 3 clusters Score -1979876 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8310 members Mstep: Class 2 contains 13294 members Entering Unmasked Estep Score: -1979878.375000 Penalty: 3243.706055 Iteration 24Q: 3 clusters Score -1979878 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8313 members Mstep: Class 2 contains 13291 members Entering Unmasked Estep Score: -1979879.375000 Penalty: 3243.706055 Iteration 25Q: 3 clusters Score -1979879 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8316 members Mstep: Class 2 contains 13288 members Entering Unmasked Estep Score: -1979876.875000 Penalty: 3243.706055 Iteration 26Q: 3 clusters Score -1979877 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8317 members Mstep: Class 2 contains 13287 members Entering Unmasked Estep Score: -1979877.375000 Penalty: 3243.706055 Iteration 27Q: 3 clusters Score -1979877 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8317 members Mstep: Class 2 contains 13287 members Entering Unmasked Estep Score: -1979877.375000 Penalty: 3243.706055 Iteration 28F: 3 clusters Score -1979877 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 48450 members Mstep: Class 2 contains 89480 members Mstep: Class 3 contains 101876 members Mstep: Class 4 contains 2459 members Mstep: Class 5 contains 2382 members Mstep: Class 6 contains 8317 members Mstep: Class 7 contains 6852 members Mstep: Class 8 contains 1426 members Mstep: Class 9 contains 14429 members Mstep: Class 10 contains 4518 members Mstep: Class 11 contains 4265 members Mstep: Class 12 contains 1063 members Mstep: Class 13 contains 13287 members Mstep: Class 14 contains 1988 members Mstep: Class 16 contains 40088 members Mstep: Class 17 contains 3670 members Entering Unmasked Estep Score: -32981520.000000 Penalty: 33150.453125 Splitting cluster 6 changes total score from -32844020.000000 to -32981520.000000 So it's getting split into cluster 13. Entering ConstructFrom: Trying to split cluster 7 (6852 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6852 members Entering Unmasked Estep Score: -596555.750000 Penalty: 1435.248047 Iteration 0F: 2 clusters Score -596555.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3399 members Mstep: Class 2 contains 3453 members Entering Unmasked Estep Score: -591746.875000 Penalty: 2870.496094 Iteration 0F: 3 clusters Score -591746.9 nChanged 2954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 4071 members Entering Unmasked Estep Score: -598729.312500 Penalty: 2870.496094 Iteration 1F: 3 clusters Score -598729.3 nChanged 1504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 4903 members Entering Unmasked Estep Score: -603326.437500 Penalty: 2870.496094 Iteration 2F: 3 clusters Score -603326.4 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 5183 members Entering Unmasked Estep Score: -604089.062500 Penalty: 2870.496094 Iteration 3F: 3 clusters Score -604089.1 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 5254 members Entering Unmasked Estep Score: -604261.750000 Penalty: 2870.496094 Iteration 4Q: 3 clusters Score -604261.8 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 5285 members Entering Unmasked Estep Score: -604367.875000 Penalty: 2870.496094 Iteration 5Q: 3 clusters Score -604367.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 5297 members Entering Unmasked Estep Score: -604435.875000 Penalty: 2870.496094 Iteration 6Q: 3 clusters Score -604435.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 5290 members Entering Unmasked Estep Score: -604480.750000 Penalty: 2870.496094 Iteration 7Q: 3 clusters Score -604480.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 5278 members Entering Unmasked Estep Score: -604514.437500 Penalty: 2870.496094 Iteration 8Q: 3 clusters Score -604514.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 5275 members Entering Unmasked Estep Score: -604528.375000 Penalty: 2870.496094 Iteration 9Q: 3 clusters Score -604528.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 5272 members Entering Unmasked Estep Score: -604535.500000 Penalty: 2870.496094 Iteration 10Q: 3 clusters Score -604535.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 5268 members Entering Unmasked Estep Score: -604553.062500 Penalty: 2870.496094 Iteration 11Q: 3 clusters Score -604553.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 5267 members Entering Unmasked Estep Score: -604557.187500 Penalty: 2870.496094 Iteration 12Q: 3 clusters Score -604557.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 5266 members Entering Unmasked Estep Score: -604580.375000 Penalty: 2870.496094 Iteration 13Q: 3 clusters Score -604580.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 5263 members Entering Unmasked Estep Score: -604587.375000 Penalty: 2870.496094 Iteration 14Q: 3 clusters Score -604587.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 5256 members Entering Unmasked Estep Score: -604598.937500 Penalty: 2870.496094 Iteration 15Q: 3 clusters Score -604598.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 5252 members Entering Unmasked Estep Score: -604605.937500 Penalty: 2870.496094 Iteration 16Q: 3 clusters Score -604605.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 5247 members Entering Unmasked Estep Score: -604605.250000 Penalty: 2870.496094 Iteration 17Q: 3 clusters Score -604605.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 5245 members Entering Unmasked Estep Score: -604606.125000 Penalty: 2870.496094 Iteration 18Q: 3 clusters Score -604606.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 5239 members Entering Unmasked Estep Score: -604609.625000 Penalty: 2870.496094 Iteration 19Q: 3 clusters Score -604609.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 5236 members Entering Unmasked Estep Score: -604707.312500 Penalty: 2870.496094 Iteration 20F: 3 clusters Score -604707.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 5219 members Entering Unmasked Estep Score: -604790.000000 Penalty: 2870.496094 Iteration 21Q: 3 clusters Score -604790 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 5186 members Entering Unmasked Estep Score: -604843.437500 Penalty: 2870.496094 Iteration 22Q: 3 clusters Score -604843.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 5146 members Entering Unmasked Estep Score: -604882.562500 Penalty: 2870.496094 Iteration 23Q: 3 clusters Score -604882.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 5113 members Entering Unmasked Estep Score: -604905.500000 Penalty: 2870.496094 Iteration 24Q: 3 clusters Score -604905.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 5087 members Entering Unmasked Estep Score: -604915.625000 Penalty: 2870.496094 Iteration 25Q: 3 clusters Score -604915.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 5068 members Entering Unmasked Estep Score: -604921.875000 Penalty: 2870.496094 Iteration 26Q: 3 clusters Score -604921.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 5057 members Entering Unmasked Estep Score: -604927.000000 Penalty: 2870.496094 Iteration 27Q: 3 clusters Score -604927 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 5040 members Entering Unmasked Estep Score: -604931.062500 Penalty: 2870.496094 Iteration 28Q: 3 clusters Score -604931.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 5031 members Entering Unmasked Estep Score: -604932.187500 Penalty: 2870.496094 Iteration 29Q: 3 clusters Score -604932.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 5023 members Entering Unmasked Estep Score: -604934.187500 Penalty: 2870.496094 Iteration 30Q: 3 clusters Score -604934.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 5019 members Entering Unmasked Estep Score: -604936.250000 Penalty: 2870.496094 Iteration 31Q: 3 clusters Score -604936.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 5018 members Entering Unmasked Estep Score: -604936.812500 Penalty: 2870.496094 Iteration 32Q: 3 clusters Score -604936.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 5017 members Entering Unmasked Estep Score: -604936.937500 Penalty: 2870.496094 Iteration 33Q: 3 clusters Score -604936.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 5014 members Entering Unmasked Estep Score: -604938.000000 Penalty: 2870.496094 Iteration 34Q: 3 clusters Score -604938 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 5011 members Entering Unmasked Estep Score: -604936.875000 Penalty: 2870.496094 Iteration 35Q: 3 clusters Score -604936.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 5011 members Entering Unmasked Estep Score: -604936.875000 Penalty: 2870.496094 Iteration 36F: 3 clusters Score -604936.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 48450 members Mstep: Class 2 contains 89480 members Mstep: Class 3 contains 101876 members Mstep: Class 4 contains 2459 members Mstep: Class 5 contains 2382 members Mstep: Class 6 contains 8317 members Mstep: Class 7 contains 1841 members Mstep: Class 8 contains 1426 members Mstep: Class 9 contains 14429 members Mstep: Class 10 contains 4518 members Mstep: Class 11 contains 4265 members Mstep: Class 12 contains 1063 members Mstep: Class 13 contains 13287 members Mstep: Class 14 contains 1988 members Mstep: Class 15 contains 5011 members Mstep: Class 16 contains 40088 members Mstep: Class 17 contains 3670 members Entering Unmasked Estep Score: -32989268.000000 Penalty: 35222.355469 Splitting cluster 7 changes total score from -32844020.000000 to -32989268.000000 So it's getting split into cluster 15. Entering ConstructFrom: Trying to split cluster 8 (1426 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Entering Unmasked Estep Score: -134363.187500 Penalty: 1180.177124 Iteration 0F: 2 clusters Score -134363.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -132633.343750 Penalty: 2360.354248 Iteration 0F: 3 clusters Score -132633.3 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -133031.437500 Penalty: 2360.354248 Iteration 1F: 3 clusters Score -133031.4 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -133167.234375 Penalty: 2360.354248 Iteration 2F: 3 clusters Score -133167.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -133327.125000 Penalty: 2360.354248 Iteration 3F: 3 clusters Score -133327.1 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -133507.437500 Penalty: 2360.354248 Iteration 4F: 3 clusters Score -133507.4 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -133644.546875 Penalty: 2360.354248 Iteration 5F: 3 clusters Score -133644.5 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -133749.593750 Penalty: 2360.354248 Iteration 6F: 3 clusters Score -133749.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -133827.546875 Penalty: 2360.354248 Iteration 7Q: 3 clusters Score -133827.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -133861.921875 Penalty: 2360.354248 Iteration 8Q: 3 clusters Score -133861.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -133890.578125 Penalty: 2360.354248 Iteration 9Q: 3 clusters Score -133890.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -133918.062500 Penalty: 2360.354248 Iteration 10Q: 3 clusters Score -133918.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -133934.171875 Penalty: 2360.354248 Iteration 11Q: 3 clusters Score -133934.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -133960.375000 Penalty: 2360.354248 Iteration 12Q: 3 clusters Score -133960.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -133983.640625 Penalty: 2360.354248 Iteration 13Q: 3 clusters Score -133983.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -133990.187500 Penalty: 2360.354248 Iteration 14Q: 3 clusters Score -133990.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -133992.609375 Penalty: 2360.354248 Iteration 15Q: 3 clusters Score -133992.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -133997.125000 Penalty: 2360.354248 Iteration 16Q: 3 clusters Score -133997.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -133998.343750 Penalty: 2360.354248 Iteration 17Q: 3 clusters Score -133998.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -133999.140625 Penalty: 2360.354248 Iteration 18Q: 3 clusters Score -133999.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -133999.140625 Penalty: 2360.354248 Iteration 19F: 3 clusters Score -133999.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (14429 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14429 members Entering Unmasked Estep Score: -1410686.625000 Penalty: 1556.261719 Iteration 0F: 2 clusters Score -1410687 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7198 members Mstep: Class 2 contains 7231 members Entering Unmasked Estep Score: -1400705.875000 Penalty: 3112.523438 Iteration 0F: 3 clusters Score -1400706 nChanged 6309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7055 members Mstep: Class 2 contains 7374 members Entering Unmasked Estep Score: -1404037.000000 Penalty: 3112.523438 Iteration 1F: 3 clusters Score -1404037 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7010 members Mstep: Class 2 contains 7419 members Entering Unmasked Estep Score: -1404320.625000 Penalty: 3112.523438 Iteration 2F: 3 clusters Score -1404321 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6978 members Mstep: Class 2 contains 7451 members Entering Unmasked Estep Score: -1404566.500000 Penalty: 3112.523438 Iteration 3Q: 3 clusters Score -1404566 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6908 members Mstep: Class 2 contains 7521 members Entering Unmasked Estep Score: -1404790.250000 Penalty: 3112.523438 Iteration 4Q: 3 clusters Score -1404790 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6822 members Mstep: Class 2 contains 7607 members Entering Unmasked Estep Score: -1405006.500000 Penalty: 3112.523438 Iteration 5Q: 3 clusters Score -1405006 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6704 members Mstep: Class 2 contains 7725 members Entering Unmasked Estep Score: -1405222.375000 Penalty: 3112.523438 Iteration 6Q: 3 clusters Score -1405222 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6565 members Mstep: Class 2 contains 7864 members Entering Unmasked Estep Score: -1405417.250000 Penalty: 3112.523438 Iteration 7Q: 3 clusters Score -1405417 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6414 members Mstep: Class 2 contains 8015 members Entering Unmasked Estep Score: -1405627.250000 Penalty: 3112.523438 Iteration 8Q: 3 clusters Score -1405627 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6278 members Mstep: Class 2 contains 8151 members Entering Unmasked Estep Score: -1405839.375000 Penalty: 3112.523438 Iteration 9Q: 3 clusters Score -1405839 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6121 members Mstep: Class 2 contains 8308 members Entering Unmasked Estep Score: -1406096.500000 Penalty: 3112.523438 Iteration 10Q: 3 clusters Score -1406096 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5975 members Mstep: Class 2 contains 8454 members Entering Unmasked Estep Score: -1406384.750000 Penalty: 3112.523438 Iteration 11Q: 3 clusters Score -1406385 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5840 members Mstep: Class 2 contains 8589 members Entering Unmasked Estep Score: -1406725.000000 Penalty: 3112.523438 Iteration 12Q: 3 clusters Score -1406725 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5736 members Mstep: Class 2 contains 8693 members Entering Unmasked Estep Score: -1407026.875000 Penalty: 3112.523438 Iteration 13Q: 3 clusters Score -1407027 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5633 members Mstep: Class 2 contains 8796 members Entering Unmasked Estep Score: -1407252.750000 Penalty: 3112.523438 Iteration 14Q: 3 clusters Score -1407253 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5513 members Mstep: Class 2 contains 8916 members Entering Unmasked Estep Score: -1407412.875000 Penalty: 3112.523438 Iteration 15Q: 3 clusters Score -1407413 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5402 members Mstep: Class 2 contains 9027 members Entering Unmasked Estep Score: -1407512.875000 Penalty: 3112.523438 Iteration 16Q: 3 clusters Score -1407513 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5325 members Mstep: Class 2 contains 9104 members Entering Unmasked Estep Score: -1407581.125000 Penalty: 3112.523438 Iteration 17Q: 3 clusters Score -1407581 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5243 members Mstep: Class 2 contains 9186 members Entering Unmasked Estep Score: -1407623.875000 Penalty: 3112.523438 Iteration 18Q: 3 clusters Score -1407624 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5151 members Mstep: Class 2 contains 9278 members Entering Unmasked Estep Score: -1407660.875000 Penalty: 3112.523438 Iteration 19Q: 3 clusters Score -1407661 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5075 members Mstep: Class 2 contains 9354 members Entering Unmasked Estep Score: -1407700.375000 Penalty: 3112.523438 Iteration 20F: 3 clusters Score -1407700 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4997 members Mstep: Class 2 contains 9432 members Entering Unmasked Estep Score: -1407733.500000 Penalty: 3112.523438 Iteration 21Q: 3 clusters Score -1407734 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4909 members Mstep: Class 2 contains 9520 members Entering Unmasked Estep Score: -1407763.875000 Penalty: 3112.523438 Iteration 22Q: 3 clusters Score -1407764 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4817 members Mstep: Class 2 contains 9612 members Entering Unmasked Estep Score: -1407807.375000 Penalty: 3112.523438 Iteration 23Q: 3 clusters Score -1407807 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4726 members Mstep: Class 2 contains 9703 members Entering Unmasked Estep Score: -1407844.500000 Penalty: 3112.523438 Iteration 24Q: 3 clusters Score -1407844 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4634 members Mstep: Class 2 contains 9795 members Entering Unmasked Estep Score: -1407894.750000 Penalty: 3112.523438 Iteration 25Q: 3 clusters Score -1407895 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4541 members Mstep: Class 2 contains 9888 members Entering Unmasked Estep Score: -1407935.750000 Penalty: 3112.523438 Iteration 26Q: 3 clusters Score -1407936 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4472 members Mstep: Class 2 contains 9957 members Entering Unmasked Estep Score: -1407970.625000 Penalty: 3112.523438 Iteration 27Q: 3 clusters Score -1407971 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4398 members Mstep: Class 2 contains 10031 members Entering Unmasked Estep Score: -1408009.750000 Penalty: 3112.523438 Iteration 28Q: 3 clusters Score -1408010 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4333 members Mstep: Class 2 contains 10096 members Entering Unmasked Estep Score: -1408046.375000 Penalty: 3112.523438 Iteration 29Q: 3 clusters Score -1408046 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4250 members Mstep: Class 2 contains 10179 members Entering Unmasked Estep Score: -1408076.000000 Penalty: 3112.523438 Iteration 30Q: 3 clusters Score -1408076 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4177 members Mstep: Class 2 contains 10252 members Entering Unmasked Estep Score: -1408109.750000 Penalty: 3112.523438 Iteration 31Q: 3 clusters Score -1408110 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4090 members Mstep: Class 2 contains 10339 members Entering Unmasked Estep Score: -1408142.125000 Penalty: 3112.523438 Iteration 32Q: 3 clusters Score -1408142 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4012 members Mstep: Class 2 contains 10417 members Entering Unmasked Estep Score: -1408176.000000 Penalty: 3112.523438 Iteration 33Q: 3 clusters Score -1408176 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3925 members Mstep: Class 2 contains 10504 members Entering Unmasked Estep Score: -1408220.250000 Penalty: 3112.523438 Iteration 34Q: 3 clusters Score -1408220 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3836 members Mstep: Class 2 contains 10593 members Entering Unmasked Estep Score: -1408262.000000 Penalty: 3112.523438 Iteration 35Q: 3 clusters Score -1408262 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3751 members Mstep: Class 2 contains 10678 members Entering Unmasked Estep Score: -1408311.500000 Penalty: 3112.523438 Iteration 36Q: 3 clusters Score -1408312 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3643 members Mstep: Class 2 contains 10786 members Entering Unmasked Estep Score: -1408377.875000 Penalty: 3112.523438 Iteration 37Q: 3 clusters Score -1408378 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3517 members Mstep: Class 2 contains 10912 members Entering Unmasked Estep Score: -1408434.625000 Penalty: 3112.523438 Iteration 38Q: 3 clusters Score -1408435 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3377 members Mstep: Class 2 contains 11052 members Entering Unmasked Estep Score: -1408509.750000 Penalty: 3112.523438 Iteration 39Q: 3 clusters Score -1408510 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3222 members Mstep: Class 2 contains 11207 members Entering Unmasked Estep Score: -1408601.875000 Penalty: 3112.523438 Iteration 40F: 3 clusters Score -1408602 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3076 members Mstep: Class 2 contains 11353 members Entering Unmasked Estep Score: -1408690.750000 Penalty: 3112.523438 Iteration 41Q: 3 clusters Score -1408691 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2932 members Mstep: Class 2 contains 11497 members Entering Unmasked Estep Score: -1408789.000000 Penalty: 3112.523438 Iteration 42Q: 3 clusters Score -1408789 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 11658 members Entering Unmasked Estep Score: -1408898.625000 Penalty: 3112.523438 Iteration 43Q: 3 clusters Score -1408899 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 11810 members Entering Unmasked Estep Score: -1409010.750000 Penalty: 3112.523438 Iteration 44Q: 3 clusters Score -1409011 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 11959 members Entering Unmasked Estep Score: -1409118.875000 Penalty: 3112.523438 Iteration 45Q: 3 clusters Score -1409119 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 12099 members Entering Unmasked Estep Score: -1409218.625000 Penalty: 3112.523438 Iteration 46Q: 3 clusters Score -1409219 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 12222 members Entering Unmasked Estep Score: -1409305.875000 Penalty: 3112.523438 Iteration 47Q: 3 clusters Score -1409306 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 12326 members Entering Unmasked Estep Score: -1409374.875000 Penalty: 3112.523438 Iteration 48Q: 3 clusters Score -1409375 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 12424 members Entering Unmasked Estep Score: -1409441.125000 Penalty: 3112.523438 Iteration 49Q: 3 clusters Score -1409441 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 12502 members Entering Unmasked Estep Score: -1409477.750000 Penalty: 3112.523438 Iteration 50Q: 3 clusters Score -1409478 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 12576 members Entering Unmasked Estep Score: -1409514.875000 Penalty: 3112.523438 Iteration 51Q: 3 clusters Score -1409515 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 12647 members Entering Unmasked Estep Score: -1409534.250000 Penalty: 3112.523438 Iteration 52Q: 3 clusters Score -1409534 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 12690 members Entering Unmasked Estep Score: -1409552.250000 Penalty: 3112.523438 Iteration 53Q: 3 clusters Score -1409552 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 12729 members Entering Unmasked Estep Score: -1409567.125000 Penalty: 3112.523438 Iteration 54Q: 3 clusters Score -1409567 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 12762 members Entering Unmasked Estep Score: -1409571.000000 Penalty: 3112.523438 Iteration 55Q: 3 clusters Score -1409571 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 12786 members Entering Unmasked Estep Score: -1409574.375000 Penalty: 3112.523438 Iteration 56Q: 3 clusters Score -1409574 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 12803 members Entering Unmasked Estep Score: -1409575.625000 Penalty: 3112.523438 Iteration 57Q: 3 clusters Score -1409576 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 12820 members Entering Unmasked Estep Score: -1409584.000000 Penalty: 3112.523438 Iteration 58Q: 3 clusters Score -1409584 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 12838 members Entering Unmasked Estep Score: -1409589.875000 Penalty: 3112.523438 Iteration 59Q: 3 clusters Score -1409590 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 12855 members Entering Unmasked Estep Score: -1409593.750000 Penalty: 3112.523438 Iteration 60F: 3 clusters Score -1409594 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 12870 members Entering Unmasked Estep Score: -1409596.875000 Penalty: 3112.523438 Iteration 61Q: 3 clusters Score -1409597 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 12881 members Entering Unmasked Estep Score: -1409599.750000 Penalty: 3112.523438 Iteration 62Q: 3 clusters Score -1409600 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 12891 members Entering Unmasked Estep Score: -1409603.250000 Penalty: 3112.523438 Iteration 63Q: 3 clusters Score -1409603 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 12896 members Entering Unmasked Estep Score: -1409604.000000 Penalty: 3112.523438 Iteration 64Q: 3 clusters Score -1409604 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 12901 members Entering Unmasked Estep Score: -1409605.250000 Penalty: 3112.523438 Iteration 65Q: 3 clusters Score -1409605 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 12910 members Entering Unmasked Estep Score: -1409604.375000 Penalty: 3112.523438 Iteration 66Q: 3 clusters Score -1409604 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 12919 members Entering Unmasked Estep Score: -1409609.625000 Penalty: 3112.523438 Iteration 67Q: 3 clusters Score -1409610 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 12933 members Entering Unmasked Estep Score: -1409613.500000 Penalty: 3112.523438 Iteration 68Q: 3 clusters Score -1409614 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 12948 members Entering Unmasked Estep Score: -1409613.750000 Penalty: 3112.523438 Iteration 69Q: 3 clusters Score -1409614 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 12958 members Entering Unmasked Estep Score: -1409618.875000 Penalty: 3112.523438 Iteration 70Q: 3 clusters Score -1409619 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 12968 members Entering Unmasked Estep Score: -1409619.875000 Penalty: 3112.523438 Iteration 71Q: 3 clusters Score -1409620 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 12974 members Entering Unmasked Estep Score: -1409616.125000 Penalty: 3112.523438 Iteration 72Q: 3 clusters Score -1409616 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 12983 members Entering Unmasked Estep Score: -1409619.125000 Penalty: 3112.523438 Iteration 73Q: 3 clusters Score -1409619 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 12986 members Entering Unmasked Estep Score: -1409620.250000 Penalty: 3112.523438 Iteration 74Q: 3 clusters Score -1409620 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 12990 members Entering Unmasked Estep Score: -1409623.750000 Penalty: 3112.523438 Iteration 75Q: 3 clusters Score -1409624 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 12992 members Entering Unmasked Estep Score: -1409624.250000 Penalty: 3112.523438 Iteration 76Q: 3 clusters Score -1409624 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 12994 members Entering Unmasked Estep Score: -1409624.125000 Penalty: 3112.523438 Iteration 77Q: 3 clusters Score -1409624 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 12998 members Entering Unmasked Estep Score: -1409625.250000 Penalty: 3112.523438 Iteration 78Q: 3 clusters Score -1409625 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 13001 members Entering Unmasked Estep Score: -1409627.000000 Penalty: 3112.523438 Iteration 79Q: 3 clusters Score -1409627 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 13003 members Entering Unmasked Estep Score: -1409626.875000 Penalty: 3112.523438 Iteration 80F: 3 clusters Score -1409627 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (4518 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4518 members Entering Unmasked Estep Score: -431926.156250 Penalty: 1367.571533 Iteration 0F: 2 clusters Score -431926.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -428264.593750 Penalty: 2735.143066 Iteration 0F: 3 clusters Score -428264.6 nChanged 1779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -429264.406250 Penalty: 2735.143066 Iteration 1F: 3 clusters Score -429264.4 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -429444.750000 Penalty: 2735.143066 Iteration 2F: 3 clusters Score -429444.8 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2583 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -429598.781250 Penalty: 2735.143066 Iteration 3F: 3 clusters Score -429598.8 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2715 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -429759.500000 Penalty: 2735.143066 Iteration 4F: 3 clusters Score -429759.5 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2888 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -429956.718750 Penalty: 2735.143066 Iteration 5F: 3 clusters Score -429956.7 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3076 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -430254.781250 Penalty: 2735.143066 Iteration 6F: 3 clusters Score -430254.8 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3247 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -430626.875000 Penalty: 2735.143066 Iteration 7F: 3 clusters Score -430626.9 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3413 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -430948.000000 Penalty: 2735.143066 Iteration 8F: 3 clusters Score -430948 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3542 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -431184.718750 Penalty: 2735.143066 Iteration 9F: 3 clusters Score -431184.7 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3632 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -431317.125000 Penalty: 2735.143066 Iteration 10Q: 3 clusters Score -431317.1 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3696 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -431394.281250 Penalty: 2735.143066 Iteration 11Q: 3 clusters Score -431394.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3735 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -431437.437500 Penalty: 2735.143066 Iteration 12Q: 3 clusters Score -431437.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3765 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -431471.875000 Penalty: 2735.143066 Iteration 13Q: 3 clusters Score -431471.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3791 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -431499.687500 Penalty: 2735.143066 Iteration 14Q: 3 clusters Score -431499.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3819 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -431524.093750 Penalty: 2735.143066 Iteration 15Q: 3 clusters Score -431524.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3837 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -431538.718750 Penalty: 2735.143066 Iteration 16Q: 3 clusters Score -431538.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3854 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -431548.593750 Penalty: 2735.143066 Iteration 17Q: 3 clusters Score -431548.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3867 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -431554.781250 Penalty: 2735.143066 Iteration 18Q: 3 clusters Score -431554.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3871 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -431556.687500 Penalty: 2735.143066 Iteration 19Q: 3 clusters Score -431556.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3875 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -431558.312500 Penalty: 2735.143066 Iteration 20F: 3 clusters Score -431558.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3877 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -431559.843750 Penalty: 2735.143066 Iteration 21Q: 3 clusters Score -431559.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3880 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -431560.593750 Penalty: 2735.143066 Iteration 22Q: 3 clusters Score -431560.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3881 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -431561.312500 Penalty: 2735.143066 Iteration 23Q: 3 clusters Score -431561.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3883 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -431561.593750 Penalty: 2735.143066 Iteration 24Q: 3 clusters Score -431561.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3883 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -431561.593750 Penalty: 2735.143066 Iteration 25F: 3 clusters Score -431561.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1988 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Entering Unmasked Estep Score: -173919.484375 Penalty: 1234.168701 Iteration 0F: 2 clusters Score -173919.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -172445.625000 Penalty: 2468.337402 Iteration 0F: 3 clusters Score -172445.6 nChanged 793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -176135.140625 Penalty: 2468.337402 Iteration 1F: 3 clusters Score -176135.1 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -177620.171875 Penalty: 2468.337402 Iteration 2F: 3 clusters Score -177620.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -178314.515625 Penalty: 2468.337402 Iteration 3Q: 3 clusters Score -178314.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -178549.375000 Penalty: 2468.337402 Iteration 4Q: 3 clusters Score -178549.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -178565.687500 Penalty: 2468.337402 Iteration 5Q: 3 clusters Score -178565.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -178569.640625 Penalty: 2468.337402 Iteration 6Q: 3 clusters Score -178569.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -178570.687500 Penalty: 2468.337402 Iteration 7Q: 3 clusters Score -178570.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -178570.687500 Penalty: 2468.337402 Iteration 8F: 3 clusters Score -178570.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 48450 members Mstep: Class 2 contains 89480 members Mstep: Class 3 contains 101876 members Mstep: Class 4 contains 2459 members Mstep: Class 5 contains 2382 members Mstep: Class 6 contains 8317 members Mstep: Class 7 contains 1841 members Mstep: Class 8 contains 1426 members Mstep: Class 9 contains 14429 members Mstep: Class 10 contains 4518 members Mstep: Class 11 contains 4265 members Mstep: Class 12 contains 1063 members Mstep: Class 13 contains 13287 members Mstep: Class 14 contains 677 members Mstep: Class 15 contains 5011 members Mstep: Class 16 contains 40088 members Mstep: Class 17 contains 3670 members Mstep: Class 18 contains 1311 members Entering Unmasked Estep Score: -32993074.000000 Penalty: 37294.261719 Splitting cluster 14 changes total score from -32844020.000000 to -32993074.000000 So it's getting split into cluster 18. Entering ConstructFrom: Trying to split cluster 16 (40088 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40088 members Entering Unmasked Estep Score: -3745211.500000 Penalty: 1722.310181 Iteration 0F: 2 clusters Score -3745212 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19970 members Mstep: Class 2 contains 20118 members Entering Unmasked Estep Score: -3718320.000000 Penalty: 3444.620361 Iteration 0F: 3 clusters Score -3718320 nChanged 18585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19453 members Mstep: Class 2 contains 20635 members Entering Unmasked Estep Score: -3728652.000000 Penalty: 3444.620361 Iteration 1F: 3 clusters Score -3728652 nChanged 1543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19094 members Mstep: Class 2 contains 20994 members Entering Unmasked Estep Score: -3729083.250000 Penalty: 3444.620361 Iteration 2Q: 3 clusters Score -3729083 nChanged 1646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18508 members Mstep: Class 2 contains 21580 members Entering Unmasked Estep Score: -3729648.000000 Penalty: 3444.620361 Iteration 3Q: 3 clusters Score -3729648 nChanged 1838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17592 members Mstep: Class 2 contains 22496 members Entering Unmasked Estep Score: -3730393.750000 Penalty: 3444.620361 Iteration 4Q: 3 clusters Score -3730394 nChanged 2168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16278 members Mstep: Class 2 contains 23810 members Entering Unmasked Estep Score: -3731475.250000 Penalty: 3444.620361 Iteration 5F: 3 clusters Score -3731475 nChanged 2559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14471 members Mstep: Class 2 contains 25617 members Entering Unmasked Estep Score: -3733053.750000 Penalty: 3444.620361 Iteration 6F: 3 clusters Score -3733054 nChanged 2855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12242 members Mstep: Class 2 contains 27846 members Entering Unmasked Estep Score: -3735113.750000 Penalty: 3444.620361 Iteration 7F: 3 clusters Score -3735114 nChanged 2820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9882 members Mstep: Class 2 contains 30206 members Entering Unmasked Estep Score: -3737489.000000 Penalty: 3444.620361 Iteration 8F: 3 clusters Score -3737489 nChanged 2410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7836 members Mstep: Class 2 contains 32252 members Entering Unmasked Estep Score: -3739774.250000 Penalty: 3444.620361 Iteration 9F: 3 clusters Score -3739774 nChanged 1677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6467 members Mstep: Class 2 contains 33621 members Entering Unmasked Estep Score: -3741766.250000 Penalty: 3444.620361 Iteration 10Q: 3 clusters Score -3741766 nChanged 1079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5804 members Mstep: Class 2 contains 34284 members Entering Unmasked Estep Score: -3743348.500000 Penalty: 3444.620361 Iteration 11Q: 3 clusters Score -3743348 nChanged 789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5587 members Mstep: Class 2 contains 34501 members Entering Unmasked Estep Score: -3743681.750000 Penalty: 3444.620361 Iteration 12Q: 3 clusters Score -3743682 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5429 members Mstep: Class 2 contains 34659 members Entering Unmasked Estep Score: -3743823.500000 Penalty: 3444.620361 Iteration 13Q: 3 clusters Score -3743824 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5308 members Mstep: Class 2 contains 34780 members Entering Unmasked Estep Score: -3743892.750000 Penalty: 3444.620361 Iteration 14Q: 3 clusters Score -3743893 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5196 members Mstep: Class 2 contains 34892 members Entering Unmasked Estep Score: -3743946.750000 Penalty: 3444.620361 Iteration 15Q: 3 clusters Score -3743947 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5087 members Mstep: Class 2 contains 35001 members Entering Unmasked Estep Score: -3743974.000000 Penalty: 3444.620361 Iteration 16Q: 3 clusters Score -3743974 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5007 members Mstep: Class 2 contains 35081 members Entering Unmasked Estep Score: -3743994.750000 Penalty: 3444.620361 Iteration 17Q: 3 clusters Score -3743995 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4934 members Mstep: Class 2 contains 35154 members Entering Unmasked Estep Score: -3744009.500000 Penalty: 3444.620361 Iteration 18Q: 3 clusters Score -3744010 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4867 members Mstep: Class 2 contains 35221 members Entering Unmasked Estep Score: -3744022.000000 Penalty: 3444.620361 Iteration 19Q: 3 clusters Score -3744022 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4817 members Mstep: Class 2 contains 35271 members Entering Unmasked Estep Score: -3744029.500000 Penalty: 3444.620361 Iteration 20F: 3 clusters Score -3744030 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4793 members Mstep: Class 2 contains 35295 members Entering Unmasked Estep Score: -3744034.750000 Penalty: 3444.620361 Iteration 21Q: 3 clusters Score -3744035 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4775 members Mstep: Class 2 contains 35313 members Entering Unmasked Estep Score: -3744040.000000 Penalty: 3444.620361 Iteration 22Q: 3 clusters Score -3744040 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4751 members Mstep: Class 2 contains 35337 members Entering Unmasked Estep Score: -3744056.750000 Penalty: 3444.620361 Iteration 23Q: 3 clusters Score -3744057 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4738 members Mstep: Class 2 contains 35350 members Entering Unmasked Estep Score: -3744055.250000 Penalty: 3444.620361 Iteration 24Q: 3 clusters Score -3744055 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4710 members Mstep: Class 2 contains 35378 members Entering Unmasked Estep Score: -3744060.500000 Penalty: 3444.620361 Iteration 25Q: 3 clusters Score -3744060 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4685 members Mstep: Class 2 contains 35403 members Entering Unmasked Estep Score: -3744068.750000 Penalty: 3444.620361 Iteration 26Q: 3 clusters Score -3744069 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4662 members Mstep: Class 2 contains 35426 members Entering Unmasked Estep Score: -3744072.500000 Penalty: 3444.620361 Iteration 27Q: 3 clusters Score -3744072 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4639 members Mstep: Class 2 contains 35449 members Entering Unmasked Estep Score: -3744071.750000 Penalty: 3444.620361 Iteration 28Q: 3 clusters Score -3744072 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4620 members Mstep: Class 2 contains 35468 members Entering Unmasked Estep Score: -3744080.750000 Penalty: 3444.620361 Iteration 29Q: 3 clusters Score -3744081 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4598 members Mstep: Class 2 contains 35490 members Entering Unmasked Estep Score: -3744093.250000 Penalty: 3444.620361 Iteration 30Q: 3 clusters Score -3744093 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4581 members Mstep: Class 2 contains 35507 members Entering Unmasked Estep Score: -3744098.750000 Penalty: 3444.620361 Iteration 31Q: 3 clusters Score -3744099 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4554 members Mstep: Class 2 contains 35534 members Entering Unmasked Estep Score: -3744104.500000 Penalty: 3444.620361 Iteration 32Q: 3 clusters Score -3744104 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4525 members Mstep: Class 2 contains 35563 members Entering Unmasked Estep Score: -3744111.000000 Penalty: 3444.620361 Iteration 33Q: 3 clusters Score -3744111 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4498 members Mstep: Class 2 contains 35590 members Entering Unmasked Estep Score: -3744112.750000 Penalty: 3444.620361 Iteration 34Q: 3 clusters Score -3744113 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4469 members Mstep: Class 2 contains 35619 members Entering Unmasked Estep Score: -3744115.500000 Penalty: 3444.620361 Iteration 35Q: 3 clusters Score -3744116 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4450 members Mstep: Class 2 contains 35638 members Entering Unmasked Estep Score: -3744129.250000 Penalty: 3444.620361 Iteration 36Q: 3 clusters Score -3744129 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4425 members Mstep: Class 2 contains 35663 members Entering Unmasked Estep Score: -3744127.750000 Penalty: 3444.620361 Iteration 37Q: 3 clusters Score -3744128 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4396 members Mstep: Class 2 contains 35692 members Entering Unmasked Estep Score: -3744132.500000 Penalty: 3444.620361 Iteration 38Q: 3 clusters Score -3744132 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4364 members Mstep: Class 2 contains 35724 members Entering Unmasked Estep Score: -3744135.750000 Penalty: 3444.620361 Iteration 39Q: 3 clusters Score -3744136 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4331 members Mstep: Class 2 contains 35757 members Entering Unmasked Estep Score: -3744138.500000 Penalty: 3444.620361 Iteration 40F: 3 clusters Score -3744138 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4299 members Mstep: Class 2 contains 35789 members Entering Unmasked Estep Score: -3744141.750000 Penalty: 3444.620361 Iteration 41Q: 3 clusters Score -3744142 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4280 members Mstep: Class 2 contains 35808 members Entering Unmasked Estep Score: -3744145.750000 Penalty: 3444.620361 Iteration 42Q: 3 clusters Score -3744146 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4261 members Mstep: Class 2 contains 35827 members Entering Unmasked Estep Score: -3744154.000000 Penalty: 3444.620361 Iteration 43Q: 3 clusters Score -3744154 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4247 members Mstep: Class 2 contains 35841 members Entering Unmasked Estep Score: -3744151.250000 Penalty: 3444.620361 Iteration 44Q: 3 clusters Score -3744151 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4229 members Mstep: Class 2 contains 35859 members Entering Unmasked Estep Score: -3744154.000000 Penalty: 3444.620361 Iteration 45Q: 3 clusters Score -3744154 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4205 members Mstep: Class 2 contains 35883 members Entering Unmasked Estep Score: -3744156.750000 Penalty: 3444.620361 Iteration 46Q: 3 clusters Score -3744157 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4192 members Mstep: Class 2 contains 35896 members Entering Unmasked Estep Score: -3744143.500000 Penalty: 3444.620361 Iteration 47Q: 3 clusters Score -3744144 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4180 members Mstep: Class 2 contains 35908 members Entering Unmasked Estep Score: -3744157.750000 Penalty: 3444.620361 Iteration 48Q: 3 clusters Score -3744158 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4175 members Mstep: Class 2 contains 35913 members Entering Unmasked Estep Score: -3744161.000000 Penalty: 3444.620361 Iteration 49Q: 3 clusters Score -3744161 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4159 members Mstep: Class 2 contains 35929 members Entering Unmasked Estep Score: -3744165.750000 Penalty: 3444.620361 Iteration 50Q: 3 clusters Score -3744166 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4145 members Mstep: Class 2 contains 35943 members Entering Unmasked Estep Score: -3744165.750000 Penalty: 3444.620361 Iteration 51Q: 3 clusters Score -3744166 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4127 members Mstep: Class 2 contains 35961 members Entering Unmasked Estep Score: -3744170.750000 Penalty: 3444.620361 Iteration 52Q: 3 clusters Score -3744171 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4101 members Mstep: Class 2 contains 35987 members Entering Unmasked Estep Score: -3744170.000000 Penalty: 3444.620361 Iteration 53Q: 3 clusters Score -3744170 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4080 members Mstep: Class 2 contains 36008 members Entering Unmasked Estep Score: -3744179.750000 Penalty: 3444.620361 Iteration 54Q: 3 clusters Score -3744180 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4054 members Mstep: Class 2 contains 36034 members Entering Unmasked Estep Score: -3744185.750000 Penalty: 3444.620361 Iteration 55Q: 3 clusters Score -3744186 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4019 members Mstep: Class 2 contains 36069 members Entering Unmasked Estep Score: -3744179.500000 Penalty: 3444.620361 Iteration 56Q: 3 clusters Score -3744180 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3980 members Mstep: Class 2 contains 36108 members Entering Unmasked Estep Score: -3744186.250000 Penalty: 3444.620361 Iteration 57Q: 3 clusters Score -3744186 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3950 members Mstep: Class 2 contains 36138 members Entering Unmasked Estep Score: -3744195.500000 Penalty: 3444.620361 Iteration 58Q: 3 clusters Score -3744196 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3918 members Mstep: Class 2 contains 36170 members Entering Unmasked Estep Score: -3744205.500000 Penalty: 3444.620361 Iteration 59Q: 3 clusters Score -3744206 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3892 members Mstep: Class 2 contains 36196 members Entering Unmasked Estep Score: -3744211.750000 Penalty: 3444.620361 Iteration 60F: 3 clusters Score -3744212 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3863 members Mstep: Class 2 contains 36225 members Entering Unmasked Estep Score: -3744228.750000 Penalty: 3444.620361 Iteration 61Q: 3 clusters Score -3744229 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3830 members Mstep: Class 2 contains 36258 members Entering Unmasked Estep Score: -3744230.250000 Penalty: 3444.620361 Iteration 62Q: 3 clusters Score -3744230 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3800 members Mstep: Class 2 contains 36288 members Entering Unmasked Estep Score: -3744239.000000 Penalty: 3444.620361 Iteration 63Q: 3 clusters Score -3744239 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3771 members Mstep: Class 2 contains 36317 members Entering Unmasked Estep Score: -3744232.250000 Penalty: 3444.620361 Iteration 64Q: 3 clusters Score -3744232 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3743 members Mstep: Class 2 contains 36345 members Entering Unmasked Estep Score: -3744249.000000 Penalty: 3444.620361 Iteration 65Q: 3 clusters Score -3744249 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3723 members Mstep: Class 2 contains 36365 members Entering Unmasked Estep Score: -3744246.500000 Penalty: 3444.620361 Iteration 66Q: 3 clusters Score -3744246 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3707 members Mstep: Class 2 contains 36381 members Entering Unmasked Estep Score: -3744245.500000 Penalty: 3444.620361 Iteration 67Q: 3 clusters Score -3744246 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3691 members Mstep: Class 2 contains 36397 members Entering Unmasked Estep Score: -3744245.000000 Penalty: 3444.620361 Iteration 68Q: 3 clusters Score -3744245 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3670 members Mstep: Class 2 contains 36418 members Entering Unmasked Estep Score: -3744261.500000 Penalty: 3444.620361 Iteration 69Q: 3 clusters Score -3744262 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3659 members Mstep: Class 2 contains 36429 members Entering Unmasked Estep Score: -3744262.250000 Penalty: 3444.620361 Iteration 70Q: 3 clusters Score -3744262 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3645 members Mstep: Class 2 contains 36443 members Entering Unmasked Estep Score: -3744262.750000 Penalty: 3444.620361 Iteration 71Q: 3 clusters Score -3744263 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3627 members Mstep: Class 2 contains 36461 members Entering Unmasked Estep Score: -3744263.750000 Penalty: 3444.620361 Iteration 72Q: 3 clusters Score -3744264 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3608 members Mstep: Class 2 contains 36480 members Entering Unmasked Estep Score: -3744267.000000 Penalty: 3444.620361 Iteration 73Q: 3 clusters Score -3744267 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3594 members Mstep: Class 2 contains 36494 members Entering Unmasked Estep Score: -3744267.500000 Penalty: 3444.620361 Iteration 74Q: 3 clusters Score -3744268 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3583 members Mstep: Class 2 contains 36505 members Entering Unmasked Estep Score: -3744264.500000 Penalty: 3444.620361 Iteration 75Q: 3 clusters Score -3744264 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3569 members Mstep: Class 2 contains 36519 members Entering Unmasked Estep Score: -3744265.750000 Penalty: 3444.620361 Iteration 76Q: 3 clusters Score -3744266 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3553 members Mstep: Class 2 contains 36535 members Entering Unmasked Estep Score: -3744267.250000 Penalty: 3444.620361 Iteration 77Q: 3 clusters Score -3744267 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3538 members Mstep: Class 2 contains 36550 members Entering Unmasked Estep Score: -3744269.750000 Penalty: 3444.620361 Iteration 78Q: 3 clusters Score -3744270 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3520 members Mstep: Class 2 contains 36568 members Entering Unmasked Estep Score: -3744264.500000 Penalty: 3444.620361 Iteration 79Q: 3 clusters Score -3744264 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3509 members Mstep: Class 2 contains 36579 members Entering Unmasked Estep Score: -3744268.250000 Penalty: 3444.620361 Iteration 80F: 3 clusters Score -3744268 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3491 members Mstep: Class 2 contains 36597 members Entering Unmasked Estep Score: -3744271.750000 Penalty: 3444.620361 Iteration 81Q: 3 clusters Score -3744272 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3470 members Mstep: Class 2 contains 36618 members Entering Unmasked Estep Score: -3744274.000000 Penalty: 3444.620361 Iteration 82Q: 3 clusters Score -3744274 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3450 members Mstep: Class 2 contains 36638 members Entering Unmasked Estep Score: -3744276.500000 Penalty: 3444.620361 Iteration 83Q: 3 clusters Score -3744276 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3439 members Mstep: Class 2 contains 36649 members Entering Unmasked Estep Score: -3744284.250000 Penalty: 3444.620361 Iteration 84Q: 3 clusters Score -3744284 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3430 members Mstep: Class 2 contains 36658 members Entering Unmasked Estep Score: -3744280.750000 Penalty: 3444.620361 Iteration 85Q: 3 clusters Score -3744281 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3417 members Mstep: Class 2 contains 36671 members Entering Unmasked Estep Score: -3744284.500000 Penalty: 3444.620361 Iteration 86Q: 3 clusters Score -3744284 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3402 members Mstep: Class 2 contains 36686 members Entering Unmasked Estep Score: -3744289.250000 Penalty: 3444.620361 Iteration 87Q: 3 clusters Score -3744289 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3390 members Mstep: Class 2 contains 36698 members Entering Unmasked Estep Score: -3744292.000000 Penalty: 3444.620361 Iteration 88Q: 3 clusters Score -3744292 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3373 members Mstep: Class 2 contains 36715 members Entering Unmasked Estep Score: -3744285.250000 Penalty: 3444.620361 Iteration 89Q: 3 clusters Score -3744285 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3365 members Mstep: Class 2 contains 36723 members Entering Unmasked Estep Score: -3744294.000000 Penalty: 3444.620361 Iteration 90Q: 3 clusters Score -3744294 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3350 members Mstep: Class 2 contains 36738 members Entering Unmasked Estep Score: -3744290.750000 Penalty: 3444.620361 Iteration 91Q: 3 clusters Score -3744291 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3325 members Mstep: Class 2 contains 36763 members Entering Unmasked Estep Score: -3744296.750000 Penalty: 3444.620361 Iteration 92Q: 3 clusters Score -3744297 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3296 members Mstep: Class 2 contains 36792 members Entering Unmasked Estep Score: -3744301.250000 Penalty: 3444.620361 Iteration 93Q: 3 clusters Score -3744301 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3277 members Mstep: Class 2 contains 36811 members Entering Unmasked Estep Score: -3744311.750000 Penalty: 3444.620361 Iteration 94Q: 3 clusters Score -3744312 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3263 members Mstep: Class 2 contains 36825 members Entering Unmasked Estep Score: -3744307.750000 Penalty: 3444.620361 Iteration 95Q: 3 clusters Score -3744308 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3254 members Mstep: Class 2 contains 36834 members Entering Unmasked Estep Score: -3744308.500000 Penalty: 3444.620361 Iteration 96Q: 3 clusters Score -3744308 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3247 members Mstep: Class 2 contains 36841 members Entering Unmasked Estep Score: -3744313.000000 Penalty: 3444.620361 Iteration 97Q: 3 clusters Score -3744313 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3233 members Mstep: Class 2 contains 36855 members Entering Unmasked Estep Score: -3744310.750000 Penalty: 3444.620361 Iteration 98Q: 3 clusters Score -3744311 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3214 members Mstep: Class 2 contains 36874 members Entering Unmasked Estep Score: -3744311.250000 Penalty: 3444.620361 Iteration 99Q: 3 clusters Score -3744311 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3196 members Mstep: Class 2 contains 36892 members Entering Unmasked Estep Score: -3744312.750000 Penalty: 3444.620361 Iteration 100F: 3 clusters Score -3744313 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3179 members Mstep: Class 2 contains 36909 members Entering Unmasked Estep Score: -3744314.250000 Penalty: 3444.620361 Iteration 101Q: 3 clusters Score -3744314 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3166 members Mstep: Class 2 contains 36922 members Entering Unmasked Estep Score: -3744311.500000 Penalty: 3444.620361 Iteration 102Q: 3 clusters Score -3744312 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3146 members Mstep: Class 2 contains 36942 members Entering Unmasked Estep Score: -3744314.250000 Penalty: 3444.620361 Iteration 103Q: 3 clusters Score -3744314 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3130 members Mstep: Class 2 contains 36958 members Entering Unmasked Estep Score: -3744320.250000 Penalty: 3444.620361 Iteration 104Q: 3 clusters Score -3744320 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3124 members Mstep: Class 2 contains 36964 members Entering Unmasked Estep Score: -3744318.750000 Penalty: 3444.620361 Iteration 105Q: 3 clusters Score -3744319 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3115 members Mstep: Class 2 contains 36973 members Entering Unmasked Estep Score: -3744325.250000 Penalty: 3444.620361 Iteration 106Q: 3 clusters Score -3744325 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 36982 members Entering Unmasked Estep Score: -3744325.750000 Penalty: 3444.620361 Iteration 107Q: 3 clusters Score -3744326 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3101 members Mstep: Class 2 contains 36987 members Entering Unmasked Estep Score: -3744319.500000 Penalty: 3444.620361 Iteration 108Q: 3 clusters Score -3744320 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3098 members Mstep: Class 2 contains 36990 members Entering Unmasked Estep Score: -3744326.500000 Penalty: 3444.620361 Iteration 109Q: 3 clusters Score -3744326 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3098 members Mstep: Class 2 contains 36990 members Entering Unmasked Estep Score: -3744325.500000 Penalty: 3444.620361 Iteration 110Q: 3 clusters Score -3744326 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3097 members Mstep: Class 2 contains 36991 members Entering Unmasked Estep Score: -3744326.250000 Penalty: 3444.620361 Iteration 111Q: 3 clusters Score -3744326 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3099 members Mstep: Class 2 contains 36989 members Entering Unmasked Estep Score: -3744332.250000 Penalty: 3444.620361 Iteration 112Q: 3 clusters Score -3744332 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3097 members Mstep: Class 2 contains 36991 members Entering Unmasked Estep Score: -3744331.250000 Penalty: 3444.620361 Iteration 113Q: 3 clusters Score -3744331 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3100 members Mstep: Class 2 contains 36988 members Entering Unmasked Estep Score: -3744337.750000 Penalty: 3444.620361 Iteration 114Q: 3 clusters Score -3744338 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3098 members Mstep: Class 2 contains 36990 members Entering Unmasked Estep Score: -3744336.000000 Penalty: 3444.620361 Iteration 115Q: 3 clusters Score -3744336 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3094 members Mstep: Class 2 contains 36994 members Entering Unmasked Estep Score: -3744337.000000 Penalty: 3444.620361 Iteration 116Q: 3 clusters Score -3744337 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3090 members Mstep: Class 2 contains 36998 members Entering Unmasked Estep Score: -3744334.250000 Penalty: 3444.620361 Iteration 117Q: 3 clusters Score -3744334 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3084 members Mstep: Class 2 contains 37004 members Entering Unmasked Estep Score: -3744335.500000 Penalty: 3444.620361 Iteration 118Q: 3 clusters Score -3744336 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3074 members Mstep: Class 2 contains 37014 members Entering Unmasked Estep Score: -3744337.750000 Penalty: 3444.620361 Iteration 119Q: 3 clusters Score -3744338 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3068 members Mstep: Class 2 contains 37020 members Entering Unmasked Estep Score: -3744341.000000 Penalty: 3444.620361 Iteration 120F: 3 clusters Score -3744341 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3064 members Mstep: Class 2 contains 37024 members Entering Unmasked Estep Score: -3744337.250000 Penalty: 3444.620361 Iteration 121Q: 3 clusters Score -3744337 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3061 members Mstep: Class 2 contains 37027 members Entering Unmasked Estep Score: -3744333.250000 Penalty: 3444.620361 Iteration 122Q: 3 clusters Score -3744333 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3063 members Mstep: Class 2 contains 37025 members Entering Unmasked Estep Score: -3744340.000000 Penalty: 3444.620361 Iteration 123Q: 3 clusters Score -3744340 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3061 members Mstep: Class 2 contains 37027 members Entering Unmasked Estep Score: -3744338.250000 Penalty: 3444.620361 Iteration 124Q: 3 clusters Score -3744338 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3060 members Mstep: Class 2 contains 37028 members Entering Unmasked Estep Score: -3744339.250000 Penalty: 3444.620361 Iteration 125Q: 3 clusters Score -3744339 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 37029 members Entering Unmasked Estep Score: -3744339.000000 Penalty: 3444.620361 Iteration 126Q: 3 clusters Score -3744339 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3057 members Mstep: Class 2 contains 37031 members Entering Unmasked Estep Score: -3744338.000000 Penalty: 3444.620361 Iteration 127Q: 3 clusters Score -3744338 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3056 members Mstep: Class 2 contains 37032 members Entering Unmasked Estep Score: -3744337.000000 Penalty: 3444.620361 Iteration 128Q: 3 clusters Score -3744337 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3056 members Mstep: Class 2 contains 37032 members Entering Unmasked Estep Score: -3744337.500000 Penalty: 3444.620361 Iteration 129Q: 3 clusters Score -3744338 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3056 members Mstep: Class 2 contains 37032 members Entering Unmasked Estep Score: -3744337.500000 Penalty: 3444.620361 Iteration 130F: 3 clusters Score -3744338 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (3670 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3670 members Entering Unmasked Estep Score: -354838.593750 Penalty: 1333.791382 Iteration 0F: 2 clusters Score -354838.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -351810.500000 Penalty: 2667.582764 Iteration 0F: 3 clusters Score -351810.5 nChanged 1406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2107 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -353128.500000 Penalty: 2667.582764 Iteration 1F: 3 clusters Score -353128.5 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -353847.343750 Penalty: 2667.582764 Iteration 2F: 3 clusters Score -353847.3 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2671 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -354406.000000 Penalty: 2667.582764 Iteration 3F: 3 clusters Score -354406 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2884 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -354781.437500 Penalty: 2667.582764 Iteration 4F: 3 clusters Score -354781.4 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2997 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -354953.906250 Penalty: 2667.582764 Iteration 5Q: 3 clusters Score -354953.9 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3043 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -355014.750000 Penalty: 2667.582764 Iteration 6Q: 3 clusters Score -355014.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3066 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -355036.312500 Penalty: 2667.582764 Iteration 7Q: 3 clusters Score -355036.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3076 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -355047.281250 Penalty: 2667.582764 Iteration 8Q: 3 clusters Score -355047.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3082 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -355052.937500 Penalty: 2667.582764 Iteration 9Q: 3 clusters Score -355052.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3093 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -355056.937500 Penalty: 2667.582764 Iteration 10Q: 3 clusters Score -355056.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3100 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -355059.406250 Penalty: 2667.582764 Iteration 11Q: 3 clusters Score -355059.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3102 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -355060.812500 Penalty: 2667.582764 Iteration 12Q: 3 clusters Score -355060.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3105 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -355061.218750 Penalty: 2667.582764 Iteration 13Q: 3 clusters Score -355061.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -355061.500000 Penalty: 2667.582764 Iteration 14Q: 3 clusters Score -355061.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3107 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -355062.968750 Penalty: 2667.582764 Iteration 15Q: 3 clusters Score -355063 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3108 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -355063.062500 Penalty: 2667.582764 Iteration 16Q: 3 clusters Score -355063.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3108 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -355063.062500 Penalty: 2667.582764 Iteration 17F: 3 clusters Score -355063.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 48450 members Mstep: Class 2 contains 89480 members Mstep: Class 3 contains 101876 members Mstep: Class 4 contains 2459 members Mstep: Class 5 contains 2382 members Mstep: Class 6 contains 8317 members Mstep: Class 7 contains 1841 members Mstep: Class 8 contains 1426 members Mstep: Class 9 contains 14429 members Mstep: Class 10 contains 4518 members Mstep: Class 11 contains 4265 members Mstep: Class 12 contains 1063 members Mstep: Class 13 contains 13287 members Mstep: Class 14 contains 677 members Mstep: Class 15 contains 5011 members Mstep: Class 16 contains 40088 members Mstep: Class 17 contains 3108 members Mstep: Class 18 contains 1311 members Mstep: Class 19 contains 562 members Entering Unmasked Estep Score: -32992566.000000 Penalty: 39366.164062 Splitting cluster 17 changes total score from -32844020.000000 to -32992566.000000 So it's getting split into cluster 19. Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 2 contains 89480 members Mstep: Class 3 contains 101876 members Mstep: Class 4 contains 2459 members Mstep: Class 5 contains 2382 members Mstep: Class 6 contains 8317 members Mstep: Class 7 contains 1841 members Mstep: Class 8 contains 1426 members Mstep: Class 9 contains 14429 members Mstep: Class 10 contains 4518 members Mstep: Class 14 contains 677 members Mstep: Class 16 contains 40088 members Mstep: Class 17 contains 3108 members Entering Unmasked Estep ConsiderDeletion Score: -33006780.000000 Penalty: 39366.164062 Iteration 39Q: 20 clusters Score -3.300678e+07 nChanged 11276 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 44743 members Mstep: Class 2 contains 92291 members Mstep: Class 3 contains 104844 members Mstep: Class 4 contains 2811 members Mstep: Class 5 contains 2394 members Mstep: Class 6 contains 8309 members Mstep: Class 7 contains 1722 members Mstep: Class 8 contains 1428 members Mstep: Class 9 contains 14194 members Mstep: Class 10 contains 4800 members Mstep: Class 11 contains 4037 members Mstep: Class 12 contains 1063 members Mstep: Class 13 contains 13239 members Mstep: Class 14 contains 685 members Mstep: Class 15 contains 5332 members Mstep: Class 16 contains 37397 members Mstep: Class 17 contains 3220 members Mstep: Class 18 contains 1321 members Mstep: Class 19 contains 724 members Entering Unmasked Estep ConsiderDeletion Score: -33017626.000000 Penalty: 39366.164062 Iteration 40F: 20 clusters Score -3.301763e+07 nChanged 10329 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 43493 members Mstep: Class 2 contains 93759 members Mstep: Class 3 contains 106532 members Mstep: Class 4 contains 2848 members Mstep: Class 5 contains 2396 members Mstep: Class 6 contains 8288 members Mstep: Class 7 contains 1745 members Mstep: Class 8 contains 1424 members Mstep: Class 9 contains 14382 members Mstep: Class 10 contains 5353 members Mstep: Class 11 contains 4209 members Mstep: Class 12 contains 1088 members Mstep: Class 13 contains 13214 members Mstep: Class 14 contains 693 members Mstep: Class 15 contains 5454 members Mstep: Class 16 contains 34333 members Mstep: Class 17 contains 3184 members Mstep: Class 18 contains 1357 members Mstep: Class 19 contains 829 members Entering Unmasked Estep ConsiderDeletion Score: -33022138.000000 Penalty: 39366.164062 Iteration 41Q: 20 clusters Score -3.302214e+07 nChanged 6757 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 41911 members Mstep: Class 2 contains 94627 members Mstep: Class 3 contains 108384 members Mstep: Class 4 contains 2875 members Mstep: Class 5 contains 2397 members Mstep: Class 6 contains 8298 members Mstep: Class 7 contains 1751 members Mstep: Class 8 contains 1422 members Mstep: Class 9 contains 14745 members Mstep: Class 10 contains 5849 members Mstep: Class 11 contains 4254 members Mstep: Class 12 contains 1099 members Mstep: Class 13 contains 13189 members Mstep: Class 14 contains 693 members Mstep: Class 15 contains 5459 members Mstep: Class 16 contains 32158 members Mstep: Class 17 contains 3212 members Mstep: Class 18 contains 1372 members Mstep: Class 19 contains 889 members Entering Unmasked Estep ConsiderDeletion Score: -33024522.000000 Penalty: 39366.164062 Iteration 42Q: 20 clusters Score -3.302452e+07 nChanged 5394 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 40183 members Mstep: Class 2 contains 95166 members Mstep: Class 3 contains 110303 members Mstep: Class 4 contains 2903 members Mstep: Class 5 contains 2396 members Mstep: Class 6 contains 8318 members Mstep: Class 7 contains 1752 members Mstep: Class 8 contains 1418 members Mstep: Class 9 contains 15174 members Mstep: Class 10 contains 6284 members Mstep: Class 11 contains 4248 members Mstep: Class 12 contains 1107 members Mstep: Class 13 contains 13172 members Mstep: Class 14 contains 694 members Mstep: Class 15 contains 5442 members Mstep: Class 16 contains 30491 members Mstep: Class 17 contains 3234 members Mstep: Class 18 contains 1379 members Mstep: Class 19 contains 920 members Entering Unmasked Estep ConsiderDeletion Score: -33026218.000000 Penalty: 39366.164062 Iteration 43Q: 20 clusters Score -3.302622e+07 nChanged 4720 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 38369 members Mstep: Class 2 contains 95531 members Mstep: Class 3 contains 112199 members Mstep: Class 4 contains 2907 members Mstep: Class 5 contains 2398 members Mstep: Class 6 contains 8338 members Mstep: Class 7 contains 1752 members Mstep: Class 8 contains 1418 members Mstep: Class 9 contains 15642 members Mstep: Class 10 contains 6684 members Mstep: Class 11 contains 4231 members Mstep: Class 12 contains 1108 members Mstep: Class 13 contains 13156 members Mstep: Class 14 contains 694 members Mstep: Class 15 contains 5443 members Mstep: Class 16 contains 29142 members Mstep: Class 17 contains 3245 members Mstep: Class 18 contains 1384 members Mstep: Class 19 contains 940 members Entering Unmasked Estep ConsiderDeletion Score: -33027520.000000 Penalty: 39366.164062 Iteration 44Q: 20 clusters Score -3.302752e+07 nChanged 4416 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 36401 members Mstep: Class 2 contains 95767 members Mstep: Class 3 contains 114131 members Mstep: Class 4 contains 2928 members Mstep: Class 5 contains 2400 members Mstep: Class 6 contains 8354 members Mstep: Class 7 contains 1757 members Mstep: Class 8 contains 1418 members Mstep: Class 9 contains 16172 members Mstep: Class 10 contains 7060 members Mstep: Class 11 contains 4218 members Mstep: Class 12 contains 1107 members Mstep: Class 13 contains 13142 members Mstep: Class 14 contains 694 members Mstep: Class 15 contains 5444 members Mstep: Class 16 contains 27995 members Mstep: Class 17 contains 3257 members Mstep: Class 18 contains 1387 members Mstep: Class 19 contains 949 members Entering Unmasked Estep ConsiderDeletion Score: -33028918.000000 Penalty: 39366.164062 Iteration 45Q: 20 clusters Score -3.302892e+07 nChanged 4317 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 34267 members Mstep: Class 2 contains 95919 members Mstep: Class 3 contains 116214 members Mstep: Class 4 contains 2942 members Mstep: Class 5 contains 2402 members Mstep: Class 6 contains 8364 members Mstep: Class 7 contains 1756 members Mstep: Class 8 contains 1418 members Mstep: Class 9 contains 16681 members Mstep: Class 10 contains 7439 members Mstep: Class 11 contains 4209 members Mstep: Class 12 contains 1107 members Mstep: Class 13 contains 13134 members Mstep: Class 14 contains 694 members Mstep: Class 15 contains 5436 members Mstep: Class 16 contains 27002 members Mstep: Class 17 contains 3258 members Mstep: Class 18 contains 1387 members Mstep: Class 19 contains 951 members Entering Unmasked Estep ConsiderDeletion Score: -33030114.000000 Penalty: 39366.164062 Iteration 46Q: 20 clusters Score -3.303011e+07 nChanged 4275 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 31944 members Mstep: Class 2 contains 96013 members Mstep: Class 3 contains 118442 members Mstep: Class 4 contains 2949 members Mstep: Class 5 contains 2402 members Mstep: Class 6 contains 8379 members Mstep: Class 7 contains 1756 members Mstep: Class 8 contains 1418 members Mstep: Class 9 contains 17171 members Mstep: Class 10 contains 7791 members Mstep: Class 11 contains 4200 members Mstep: Class 12 contains 1107 members Mstep: Class 13 contains 13124 members Mstep: Class 14 contains 694 members Mstep: Class 15 contains 5444 members Mstep: Class 16 contains 26145 members Mstep: Class 17 contains 3258 members Mstep: Class 18 contains 1388 members Mstep: Class 19 contains 955 members Entering Unmasked Estep ConsiderDeletion Score: -33031344.000000 Penalty: 39366.164062 Iteration 47Q: 20 clusters Score -3.303134e+07 nChanged 4401 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 29436 members Mstep: Class 2 contains 96080 members Mstep: Class 3 contains 120827 members Mstep: Class 4 contains 2955 members Mstep: Class 5 contains 2402 members Mstep: Class 6 contains 8399 members Mstep: Class 7 contains 1754 members Mstep: Class 8 contains 1419 members Mstep: Class 9 contains 17674 members Mstep: Class 10 contains 8172 members Mstep: Class 11 contains 4190 members Mstep: Class 12 contains 1107 members Mstep: Class 13 contains 13111 members Mstep: Class 14 contains 694 members Mstep: Class 15 contains 5443 members Mstep: Class 16 contains 25313 members Mstep: Class 17 contains 3257 members Mstep: Class 18 contains 1390 members Mstep: Class 19 contains 957 members Entering Unmasked Estep ConsiderDeletion Score: -33032708.000000 Penalty: 39366.164062 Iteration 48Q: 20 clusters Score -3.303271e+07 nChanged 4383 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26789 members Mstep: Class 2 contains 96128 members Mstep: Class 3 contains 123316 members Mstep: Class 4 contains 2969 members Mstep: Class 5 contains 2402 members Mstep: Class 6 contains 8420 members Mstep: Class 7 contains 1753 members Mstep: Class 8 contains 1419 members Mstep: Class 9 contains 18121 members Mstep: Class 10 contains 8563 members Mstep: Class 11 contains 4154 members Mstep: Class 12 contains 1107 members Mstep: Class 13 contains 13099 members Mstep: Class 14 contains 694 members Mstep: Class 15 contains 5443 members Mstep: Class 16 contains 24589 members Mstep: Class 17 contains 3264 members Mstep: Class 18 contains 1391 members Mstep: Class 19 contains 959 members Entering Unmasked Estep ConsiderDeletion Score: -33034138.000000 Penalty: 39366.164062 Iteration 49Q: 20 clusters Score -3.303414e+07 nChanged 4528 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 23928 members Mstep: Class 2 contains 96177 members Mstep: Class 3 contains 125991 members Mstep: Class 4 contains 2993 members Mstep: Class 5 contains 2402 members Mstep: Class 6 contains 8434 members Mstep: Class 7 contains 1752 members Mstep: Class 8 contains 1419 members Mstep: Class 9 contains 18617 members Mstep: Class 10 contains 8948 members Mstep: Class 11 contains 4136 members Mstep: Class 12 contains 1107 members Mstep: Class 13 contains 13092 members Mstep: Class 14 contains 694 members Mstep: Class 15 contains 5446 members Mstep: Class 16 contains 23837 members Mstep: Class 17 contains 3259 members Mstep: Class 18 contains 1391 members Mstep: Class 19 contains 957 members Entering Unmasked Estep ConsiderDeletion Score: -33035736.000000 Penalty: 39366.164062 Iteration 50Q: 20 clusters Score -3.303574e+07 nChanged 4632 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 20964 members Mstep: Class 2 contains 96213 members Mstep: Class 3 contains 128804 members Mstep: Class 4 contains 3010 members Mstep: Class 5 contains 2402 members Mstep: Class 6 contains 8449 members Mstep: Class 7 contains 1749 members Mstep: Class 8 contains 1419 members Mstep: Class 9 contains 19065 members Mstep: Class 10 contains 9319 members Mstep: Class 11 contains 4117 members Mstep: Class 12 contains 1106 members Mstep: Class 13 contains 13084 members Mstep: Class 14 contains 695 members Mstep: Class 15 contains 5442 members Mstep: Class 16 contains 23142 members Mstep: Class 17 contains 3254 members Mstep: Class 18 contains 1392 members Mstep: Class 19 contains 954 members Entering Unmasked Estep ConsiderDeletion Score: -33037294.000000 Penalty: 39366.164062 Iteration 51Q: 20 clusters Score -3.303729e+07 nChanged 4764 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 17881 members Mstep: Class 2 contains 96260 members Mstep: Class 3 contains 131701 members Mstep: Class 4 contains 3039 members Mstep: Class 5 contains 2402 members Mstep: Class 6 contains 8460 members Mstep: Class 7 contains 1748 members Mstep: Class 8 contains 1419 members Mstep: Class 9 contains 19498 members Mstep: Class 10 contains 9689 members Mstep: Class 11 contains 4082 members Mstep: Class 12 contains 1106 members Mstep: Class 13 contains 13074 members Mstep: Class 14 contains 695 members Mstep: Class 15 contains 5437 members Mstep: Class 16 contains 22493 members Mstep: Class 17 contains 3249 members Mstep: Class 18 contains 1392 members Mstep: Class 19 contains 955 members Entering Unmasked Estep ConsiderDeletion Score: -33039306.000000 Penalty: 39366.164062 Iteration 52Q: 20 clusters Score -3.303931e+07 nChanged 4735 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 14830 members Mstep: Class 2 contains 96303 members Mstep: Class 3 contains 134576 members Mstep: Class 4 contains 3077 members Mstep: Class 5 contains 2402 members Mstep: Class 6 contains 8470 members Mstep: Class 7 contains 1745 members Mstep: Class 8 contains 1419 members Mstep: Class 9 contains 19908 members Mstep: Class 10 contains 10049 members Mstep: Class 11 contains 4059 members Mstep: Class 12 contains 1106 members Mstep: Class 13 contains 13065 members Mstep: Class 14 contains 695 members Mstep: Class 15 contains 5441 members Mstep: Class 16 contains 21842 members Mstep: Class 17 contains 3247 members Mstep: Class 18 contains 1392 members Mstep: Class 19 contains 954 members Entering Unmasked Estep ConsiderDeletion Score: -33041408.000000 Penalty: 39366.164062 Iteration 53Q: 20 clusters Score -3.304141e+07 nChanged 4910 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 11737 members Mstep: Class 2 contains 96349 members Mstep: Class 3 contains 137508 members Mstep: Class 4 contains 3093 members Mstep: Class 5 contains 2402 members Mstep: Class 6 contains 8478 members Mstep: Class 7 contains 1744 members Mstep: Class 8 contains 1419 members Mstep: Class 9 contains 20302 members Mstep: Class 10 contains 10427 members Mstep: Class 11 contains 4010 members Mstep: Class 12 contains 1106 members Mstep: Class 13 contains 13058 members Mstep: Class 14 contains 695 members Mstep: Class 15 contains 5442 members Mstep: Class 16 contains 21222 members Mstep: Class 17 contains 3246 members Mstep: Class 18 contains 1390 members Mstep: Class 19 contains 952 members Entering Unmasked Estep ConsiderDeletion Score: -33043848.000000 Penalty: 39366.164062 Iteration 54Q: 20 clusters Score -3.304385e+07 nChanged 4692 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 8806 members Mstep: Class 2 contains 96397 members Mstep: Class 3 contains 140304 members Mstep: Class 4 contains 3104 members Mstep: Class 5 contains 2402 members Mstep: Class 6 contains 8486 members Mstep: Class 7 contains 1745 members Mstep: Class 8 contains 1419 members Mstep: Class 9 contains 20653 members Mstep: Class 10 contains 10767 members Mstep: Class 11 contains 3946 members Mstep: Class 12 contains 1107 members Mstep: Class 13 contains 13051 members Mstep: Class 14 contains 695 members Mstep: Class 15 contains 5437 members Mstep: Class 16 contains 20683 members Mstep: Class 17 contains 3237 members Mstep: Class 18 contains 1390 members Mstep: Class 19 contains 951 members Entering Unmasked Estep ConsiderDeletion Score: -33046328.000000 Penalty: 39366.164062 Iteration 55Q: 20 clusters Score -3.304633e+07 nChanged 4236 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 6229 members Mstep: Class 2 contains 96443 members Mstep: Class 3 contains 142809 members Mstep: Class 4 contains 3106 members Mstep: Class 5 contains 2402 members Mstep: Class 6 contains 8488 members Mstep: Class 7 contains 1745 members Mstep: Class 8 contains 1419 members Mstep: Class 9 contains 20953 members Mstep: Class 10 contains 10978 members Mstep: Class 11 contains 3877 members Mstep: Class 12 contains 1109 members Mstep: Class 13 contains 13048 members Mstep: Class 14 contains 695 members Mstep: Class 15 contains 5432 members Mstep: Class 16 contains 20263 members Mstep: Class 17 contains 3243 members Mstep: Class 18 contains 1390 members Mstep: Class 19 contains 951 members Entering Unmasked Estep ConsiderDeletion Score: -33048528.000000 Penalty: 39366.164062 Iteration 56Q: 20 clusters Score -3.304853e+07 nChanged 3631 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 4162 members Mstep: Class 2 contains 96491 members Mstep: Class 3 contains 144785 members Mstep: Class 4 contains 3120 members Mstep: Class 5 contains 2402 members Mstep: Class 6 contains 8488 members Mstep: Class 7 contains 1745 members Mstep: Class 8 contains 1419 members Mstep: Class 9 contains 21254 members Mstep: Class 10 contains 11134 members Mstep: Class 11 contains 3803 members Mstep: Class 12 contains 1109 members Mstep: Class 13 contains 13044 members Mstep: Class 14 contains 695 members Mstep: Class 15 contains 5429 members Mstep: Class 16 contains 19913 members Mstep: Class 17 contains 3246 members Mstep: Class 18 contains 1390 members Mstep: Class 19 contains 951 members Entering Unmasked Estep ConsiderDeletion Score: -33050540.000000 Penalty: 39366.164062 Iteration 57Q: 20 clusters Score -3.305054e+07 nChanged 2842 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 2743 members Mstep: Class 2 contains 96536 members Mstep: Class 3 contains 146117 members Mstep: Class 4 contains 3134 members Mstep: Class 5 contains 2402 members Mstep: Class 6 contains 8495 members Mstep: Class 7 contains 1745 members Mstep: Class 8 contains 1419 members Mstep: Class 9 contains 21537 members Mstep: Class 10 contains 11230 members Mstep: Class 11 contains 3725 members Mstep: Class 12 contains 1109 members Mstep: Class 13 contains 13040 members Mstep: Class 14 contains 695 members Mstep: Class 15 contains 5424 members Mstep: Class 16 contains 19644 members Mstep: Class 17 contains 3243 members Mstep: Class 18 contains 1390 members Mstep: Class 19 contains 952 members Entering Unmasked Estep ConsiderDeletion Score: -33051872.000000 Penalty: 39366.164062 Iteration 58Q: 20 clusters Score -3.305187e+07 nChanged 2213 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 96600 members Mstep: Class 3 contains 146902 members Mstep: Class 4 contains 3148 members Mstep: Class 5 contains 2403 members Mstep: Class 6 contains 8496 members Mstep: Class 7 contains 1745 members Mstep: Class 8 contains 1419 members Mstep: Class 9 contains 21798 members Mstep: Class 10 contains 11313 members Mstep: Class 11 contains 3638 members Mstep: Class 12 contains 1109 members Mstep: Class 13 contains 13040 members Mstep: Class 14 contains 695 members Mstep: Class 15 contains 5425 members Mstep: Class 16 contains 19409 members Mstep: Class 17 contains 3234 members Mstep: Class 18 contains 1390 members Mstep: Class 19 contains 958 members Entering Unmasked Estep ConsiderDeletion Deleting Class 1. Lose 1944.131958 but Gain 2071.902344 Score: -33052962.000000 Penalty: 37294.261719 Iteration 59Q: 19 clusters Score -3.305296e+07 nChanged 2862 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 2 contains 96653 members Mstep: Class 3 contains 148345 members Mstep: Class 4 contains 3185 members Mstep: Class 5 contains 2403 members Mstep: Class 6 contains 8496 members Mstep: Class 7 contains 1745 members Mstep: Class 8 contains 1419 members Mstep: Class 9 contains 22163 members Mstep: Class 10 contains 11360 members Mstep: Class 11 contains 3548 members Mstep: Class 12 contains 1110 members Mstep: Class 13 contains 13040 members Mstep: Class 14 contains 695 members Mstep: Class 15 contains 5503 members Mstep: Class 16 contains 19260 members Mstep: Class 17 contains 3293 members Mstep: Class 18 contains 1390 members Mstep: Class 19 contains 972 members Entering Unmasked Estep ConsiderDeletion Score: -33055472.000000 Penalty: 37294.261719 Iteration 60F: 19 clusters Score -3.305547e+07 nChanged 2005 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 2 contains 96709 members Mstep: Class 3 contains 148148 members Mstep: Class 4 contains 3183 members Mstep: Class 5 contains 2403 members Mstep: Class 6 contains 8492 members Mstep: Class 7 contains 1746 members Mstep: Class 8 contains 1419 members Mstep: Class 9 contains 23022 members Mstep: Class 10 contains 11714 members Mstep: Class 11 contains 3443 members Mstep: Class 12 contains 1111 members Mstep: Class 13 contains 13041 members Mstep: Class 14 contains 695 members Mstep: Class 15 contains 5485 members Mstep: Class 16 contains 18330 members Mstep: Class 17 contains 3275 members Mstep: Class 18 contains 1389 members Mstep: Class 19 contains 975 members Entering Unmasked Estep ConsiderDeletion Score: -33056214.000000 Penalty: 37294.261719 Iteration 61Q: 19 clusters Score -3.305621e+07 nChanged 1841 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 2 contains 96778 members Mstep: Class 3 contains 147872 members Mstep: Class 4 contains 3200 members Mstep: Class 5 contains 2403 members Mstep: Class 6 contains 8494 members Mstep: Class 7 contains 1748 members Mstep: Class 8 contains 1419 members Mstep: Class 9 contains 23774 members Mstep: Class 10 contains 11966 members Mstep: Class 11 contains 3318 members Mstep: Class 12 contains 1112 members Mstep: Class 13 contains 13040 members Mstep: Class 14 contains 695 members Mstep: Class 15 contains 5486 members Mstep: Class 16 contains 17639 members Mstep: Class 17 contains 3268 members Mstep: Class 18 contains 1390 members Mstep: Class 19 contains 978 members Entering Unmasked Estep ConsiderDeletion Score: -33056736.000000 Penalty: 37294.261719 Iteration 62Q: 19 clusters Score -3.305674e+07 nChanged 1625 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 2 contains 96854 members Mstep: Class 3 contains 147622 members Mstep: Class 4 contains 3217 members Mstep: Class 5 contains 2403 members Mstep: Class 6 contains 8493 members Mstep: Class 7 contains 1747 members Mstep: Class 8 contains 1419 members Mstep: Class 9 contains 24408 members Mstep: Class 10 contains 12097 members Mstep: Class 11 contains 3165 members Mstep: Class 12 contains 1112 members Mstep: Class 13 contains 13040 members Mstep: Class 14 contains 695 members Mstep: Class 15 contains 5490 members Mstep: Class 16 contains 17184 members Mstep: Class 17 contains 3266 members Mstep: Class 18 contains 1390 members Mstep: Class 19 contains 978 members Entering Unmasked Estep ConsiderDeletion Score: -33057136.000000 Penalty: 37294.261719 Iteration 63Q: 19 clusters Score -3.305714e+07 nChanged 1413 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 2 contains 96934 members Mstep: Class 3 contains 147389 members Mstep: Class 4 contains 3237 members Mstep: Class 5 contains 2403 members Mstep: Class 6 contains 8495 members Mstep: Class 7 contains 1748 members Mstep: Class 8 contains 1419 members Mstep: Class 9 contains 25014 members Mstep: Class 10 contains 12113 members Mstep: Class 11 contains 3006 members Mstep: Class 12 contains 1112 members Mstep: Class 13 contains 13037 members Mstep: Class 14 contains 695 members Mstep: Class 15 contains 5489 members Mstep: Class 16 contains 16860 members Mstep: Class 17 contains 3261 members Mstep: Class 18 contains 1390 members Mstep: Class 19 contains 978 members Entering Unmasked Estep ConsiderDeletion Score: -33057438.000000 Penalty: 37294.261719 Iteration 64Q: 19 clusters Score -3.305744e+07 nChanged 1282 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 2 contains 97001 members Mstep: Class 3 contains 147197 members Mstep: Class 4 contains 3246 members Mstep: Class 5 contains 2403 members Mstep: Class 6 contains 8489 members Mstep: Class 7 contains 1748 members Mstep: Class 8 contains 1419 members Mstep: Class 9 contains 25554 members Mstep: Class 10 contains 12058 members Mstep: Class 11 contains 2828 members Mstep: Class 12 contains 1112 members Mstep: Class 13 contains 13038 members Mstep: Class 14 contains 695 members Mstep: Class 15 contains 5491 members Mstep: Class 16 contains 16669 members Mstep: Class 17 contains 3263 members Mstep: Class 18 contains 1390 members Mstep: Class 19 contains 979 members Entering Unmasked Estep ConsiderDeletion Score: -33057622.000000 Penalty: 37294.261719 Iteration 65Q: 19 clusters Score -3.305762e+07 nChanged 1170 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 2 contains 97071 members Mstep: Class 3 contains 147028 members Mstep: Class 4 contains 3275 members Mstep: Class 5 contains 2403 members Mstep: Class 6 contains 8487 members Mstep: Class 7 contains 1748 members Mstep: Class 8 contains 1419 members Mstep: Class 9 contains 26058 members Mstep: Class 10 contains 11970 members Mstep: Class 11 contains 2635 members Mstep: Class 12 contains 1112 members Mstep: Class 13 contains 13037 members Mstep: Class 14 contains 695 members Mstep: Class 15 contains 5491 members Mstep: Class 16 contains 16526 members Mstep: Class 17 contains 3260 members Mstep: Class 18 contains 1390 members Mstep: Class 19 contains 975 members Entering Unmasked Estep ConsiderDeletion Score: -33057880.000000 Penalty: 37294.261719 Iteration 66Q: 19 clusters Score -3.305788e+07 nChanged 1075 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 2 contains 97134 members Mstep: Class 3 contains 146897 members Mstep: Class 4 contains 3282 members Mstep: Class 5 contains 2403 members Mstep: Class 6 contains 8477 members Mstep: Class 7 contains 1747 members Mstep: Class 8 contains 1419 members Mstep: Class 9 contains 26546 members Mstep: Class 10 contains 11845 members Mstep: Class 11 contains 2441 members Mstep: Class 12 contains 1113 members Mstep: Class 13 contains 13037 members Mstep: Class 14 contains 695 members Mstep: Class 15 contains 5488 members Mstep: Class 16 contains 16429 members Mstep: Class 17 contains 3261 members Mstep: Class 18 contains 1390 members Mstep: Class 19 contains 977 members Entering Unmasked Estep ConsiderDeletion Score: -33058138.000000 Penalty: 37294.261719 Iteration 67Q: 19 clusters Score -3.305814e+07 nChanged 985 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 2 contains 97199 members Mstep: Class 3 contains 146831 members Mstep: Class 4 contains 3287 members Mstep: Class 5 contains 2404 members Mstep: Class 6 contains 8472 members Mstep: Class 7 contains 1747 members Mstep: Class 8 contains 1419 members Mstep: Class 9 contains 26976 members Mstep: Class 10 contains 11696 members Mstep: Class 11 contains 2233 members Mstep: Class 12 contains 1113 members Mstep: Class 13 contains 13037 members Mstep: Class 14 contains 695 members Mstep: Class 15 contains 5487 members Mstep: Class 16 contains 16361 members Mstep: Class 17 contains 3260 members Mstep: Class 18 contains 1389 members Mstep: Class 19 contains 975 members Entering Unmasked Estep ConsiderDeletion Score: -33058518.000000 Penalty: 37294.261719 Iteration 68Q: 19 clusters Score -3.305852e+07 nChanged 963 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 2 contains 97266 members Mstep: Class 3 contains 146778 members Mstep: Class 4 contains 3296 members Mstep: Class 5 contains 2404 members Mstep: Class 6 contains 8469 members Mstep: Class 7 contains 1747 members Mstep: Class 8 contains 1419 members Mstep: Class 9 contains 27420 members Mstep: Class 10 contains 11534 members Mstep: Class 11 contains 2055 members Mstep: Class 12 contains 1113 members Mstep: Class 13 contains 13034 members Mstep: Class 14 contains 696 members Mstep: Class 15 contains 5490 members Mstep: Class 16 contains 16235 members Mstep: Class 17 contains 3261 members Mstep: Class 18 contains 1389 members Mstep: Class 19 contains 975 members Entering Unmasked Estep ConsiderDeletion Score: -33058912.000000 Penalty: 37294.261719 Iteration 69Q: 19 clusters Score -3.305891e+07 nChanged 964 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 2 contains 97336 members Mstep: Class 3 contains 146745 members Mstep: Class 4 contains 3316 members Mstep: Class 5 contains 2404 members Mstep: Class 6 contains 8467 members Mstep: Class 7 contains 1748 members Mstep: Class 8 contains 1419 members Mstep: Class 9 contains 27847 members Mstep: Class 10 contains 11368 members Mstep: Class 11 contains 1879 members Mstep: Class 12 contains 1113 members Mstep: Class 13 contains 13037 members Mstep: Class 14 contains 696 members Mstep: Class 15 contains 5490 members Mstep: Class 16 contains 16090 members Mstep: Class 17 contains 3262 members Mstep: Class 18 contains 1389 members Mstep: Class 19 contains 975 members Entering Unmasked Estep ConsiderDeletion Score: -33059126.000000 Penalty: 37294.261719 Iteration 70Q: 19 clusters Score -3.305913e+07 nChanged 963 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 2 contains 97411 members Mstep: Class 3 contains 146738 members Mstep: Class 4 contains 3338 members Mstep: Class 5 contains 2404 members Mstep: Class 6 contains 8469 members Mstep: Class 7 contains 1746 members Mstep: Class 8 contains 1419 members Mstep: Class 9 contains 28267 members Mstep: Class 10 contains 11178 members Mstep: Class 11 contains 1734 members Mstep: Class 12 contains 1113 members Mstep: Class 13 contains 13037 members Mstep: Class 14 contains 696 members Mstep: Class 15 contains 5496 members Mstep: Class 16 contains 15911 members Mstep: Class 17 contains 3263 members Mstep: Class 18 contains 1389 members Mstep: Class 19 contains 972 members Entering Unmasked Estep ConsiderDeletion Score: -33059332.000000 Penalty: 37294.261719 Iteration 71Q: 19 clusters Score -3.305933e+07 nChanged 921 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 2 contains 97482 members Mstep: Class 3 contains 146742 members Mstep: Class 4 contains 3352 members Mstep: Class 5 contains 2404 members Mstep: Class 6 contains 8466 members Mstep: Class 7 contains 1746 members Mstep: Class 8 contains 1419 members Mstep: Class 9 contains 28664 members Mstep: Class 10 contains 10991 members Mstep: Class 11 contains 1614 members Mstep: Class 12 contains 1113 members Mstep: Class 13 contains 13036 members Mstep: Class 14 contains 696 members Mstep: Class 15 contains 5496 members Mstep: Class 16 contains 15738 members Mstep: Class 17 contains 3263 members Mstep: Class 18 contains 1389 members Mstep: Class 19 contains 970 members Entering Unmasked Estep ConsiderDeletion Score: -33059574.000000 Penalty: 37294.261719 Iteration 72Q: 19 clusters Score -3.305957e+07 nChanged 864 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 2 contains 97548 members Mstep: Class 3 contains 146751 members Mstep: Class 4 contains 3370 members Mstep: Class 5 contains 2404 members Mstep: Class 6 contains 8462 members Mstep: Class 7 contains 1746 members Mstep: Class 8 contains 1419 members Mstep: Class 9 contains 29057 members Mstep: Class 10 contains 10784 members Mstep: Class 11 contains 1528 members Mstep: Class 12 contains 1113 members Mstep: Class 13 contains 13035 members Mstep: Class 14 contains 696 members Mstep: Class 15 contains 5492 members Mstep: Class 16 contains 15557 members Mstep: Class 17 contains 3262 members Mstep: Class 18 contains 1389 members Mstep: Class 19 contains 968 members Entering Unmasked Estep ConsiderDeletion Score: -33059592.000000 Penalty: 37294.261719 Iteration 73Q: 19 clusters Score -3.305959e+07 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 2 contains 97603 members Mstep: Class 3 contains 146757 members Mstep: Class 4 contains 3374 members Mstep: Class 5 contains 2404 members Mstep: Class 6 contains 8465 members Mstep: Class 7 contains 1746 members Mstep: Class 8 contains 1419 members Mstep: Class 9 contains 29463 members Mstep: Class 10 contains 10552 members Mstep: Class 11 contains 1464 members Mstep: Class 12 contains 1114 members Mstep: Class 13 contains 13033 members Mstep: Class 14 contains 697 members Mstep: Class 15 contains 5491 members Mstep: Class 16 contains 15377 members Mstep: Class 17 contains 3263 members Mstep: Class 18 contains 1389 members Mstep: Class 19 contains 970 members Entering Unmasked Estep ConsiderDeletion Score: -33059620.000000 Penalty: 37294.261719 Iteration 74Q: 19 clusters Score -3.305962e+07 nChanged 846 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 2 contains 97659 members Mstep: Class 3 contains 146764 members Mstep: Class 4 contains 3383 members Mstep: Class 5 contains 2404 members Mstep: Class 6 contains 8465 members Mstep: Class 7 contains 1746 members Mstep: Class 8 contains 1419 members Mstep: Class 9 contains 29898 members Mstep: Class 10 contains 10293 members Mstep: Class 11 contains 1407 members Mstep: Class 12 contains 1114 members Mstep: Class 13 contains 13032 members Mstep: Class 14 contains 697 members Mstep: Class 15 contains 5491 members Mstep: Class 16 contains 15184 members Mstep: Class 17 contains 3265 members Mstep: Class 18 contains 1389 members Mstep: Class 19 contains 971 members Entering Unmasked Estep ConsiderDeletion Score: -33059802.000000 Penalty: 37294.261719 Iteration 75Q: 19 clusters Score -3.30598e+07 nChanged 869 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 2 contains 97708 members Mstep: Class 3 contains 146764 members Mstep: Class 4 contains 3392 members Mstep: Class 5 contains 2404 members Mstep: Class 6 contains 8465 members Mstep: Class 7 contains 1746 members Mstep: Class 8 contains 1419 members Mstep: Class 9 contains 30321 members Mstep: Class 10 contains 10050 members Mstep: Class 11 contains 1351 members Mstep: Class 12 contains 1114 members Mstep: Class 13 contains 13032 members Mstep: Class 14 contains 697 members Mstep: Class 15 contains 5491 members Mstep: Class 16 contains 15001 members Mstep: Class 17 contains 3265 members Mstep: Class 18 contains 1389 members Mstep: Class 19 contains 972 members Entering Unmasked Estep ConsiderDeletion Score: -33060000.000000 Penalty: 37294.261719 Iteration 76Q: 19 clusters Score -3.306e+07 nChanged 840 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 2 contains 97743 members Mstep: Class 3 contains 146786 members Mstep: Class 4 contains 3396 members Mstep: Class 5 contains 2404 members Mstep: Class 6 contains 8463 members Mstep: Class 7 contains 1748 members Mstep: Class 8 contains 1419 members Mstep: Class 9 contains 30752 members Mstep: Class 10 contains 9773 members Mstep: Class 11 contains 1327 members Mstep: Class 12 contains 1114 members Mstep: Class 13 contains 13033 members Mstep: Class 14 contains 697 members Mstep: Class 15 contains 5487 members Mstep: Class 16 contains 14812 members Mstep: Class 17 contains 3266 members Mstep: Class 18 contains 1389 members Mstep: Class 19 contains 972 members Entering Unmasked Estep ConsiderDeletion Score: -33060110.000000 Penalty: 37294.261719 Iteration 77Q: 19 clusters Score -3.306011e+07 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 2 contains 97768 members Mstep: Class 3 contains 146826 members Mstep: Class 4 contains 3398 members Mstep: Class 5 contains 2404 members Mstep: Class 6 contains 8460 members Mstep: Class 7 contains 1748 members Mstep: Class 8 contains 1419 members Mstep: Class 9 contains 31101 members Mstep: Class 10 contains 9496 members Mstep: Class 11 contains 1314 members Mstep: Class 12 contains 1114 members Mstep: Class 13 contains 13033 members Mstep: Class 14 contains 697 members Mstep: Class 15 contains 5482 members Mstep: Class 16 contains 14694 members Mstep: Class 17 contains 3266 members Mstep: Class 18 contains 1389 members Mstep: Class 19 contains 972 members Entering Unmasked Estep ConsiderDeletion Score: -33060226.000000 Penalty: 37294.261719 Iteration 78Q: 19 clusters Score -3.306023e+07 nChanged 657 Entering ConstructFrom: Score: -33060226.000000 Penalty: 37294.261719 Entering ConstructFrom: Trying to split cluster 2 (97775 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97775 members Entering Unmasked Estep Score: -9722196.000000 Penalty: 1867.193970 Iteration 0F: 2 clusters Score -9722196 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48606 members Mstep: Class 2 contains 49169 members Entering Unmasked Estep Score: -9656845.000000 Penalty: 3734.387939 Iteration 0F: 3 clusters Score -9656845 nChanged 46645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42457 members Mstep: Class 2 contains 55318 members Entering Unmasked Estep Score: -9686219.000000 Penalty: 3734.387939 Iteration 1F: 3 clusters Score -9686219 nChanged 6508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38159 members Mstep: Class 2 contains 59616 members Entering Unmasked Estep Score: -9690695.000000 Penalty: 3734.387939 Iteration 2F: 3 clusters Score -9690695 nChanged 8633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32338 members Mstep: Class 2 contains 65437 members Entering Unmasked Estep Score: -9698334.000000 Penalty: 3734.387939 Iteration 3F: 3 clusters Score -9698334 nChanged 9474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26120 members Mstep: Class 2 contains 71655 members Entering Unmasked Estep Score: -9707295.000000 Penalty: 3734.387939 Iteration 4F: 3 clusters Score -9707295 nChanged 7824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21222 members Mstep: Class 2 contains 76553 members Entering Unmasked Estep Score: -9714171.000000 Penalty: 3734.387939 Iteration 5F: 3 clusters Score -9714171 nChanged 5206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18036 members Mstep: Class 2 contains 79739 members Entering Unmasked Estep Score: -9718412.000000 Penalty: 3734.387939 Iteration 6F: 3 clusters Score -9718412 nChanged 3128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16118 members Mstep: Class 2 contains 81657 members Entering Unmasked Estep Score: -9721205.000000 Penalty: 3734.387939 Iteration 7Q: 3 clusters Score -9721205 nChanged 1868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14896 members Mstep: Class 2 contains 82879 members Entering Unmasked Estep Score: -9722451.000000 Penalty: 3734.387939 Iteration 8Q: 3 clusters Score -9722451 nChanged 1199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13999 members Mstep: Class 2 contains 83776 members Entering Unmasked Estep Score: -9722979.000000 Penalty: 3734.387939 Iteration 9Q: 3 clusters Score -9722979 nChanged 832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13255 members Mstep: Class 2 contains 84520 members Entering Unmasked Estep Score: -9723272.000000 Penalty: 3734.387939 Iteration 10Q: 3 clusters Score -9723272 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12634 members Mstep: Class 2 contains 85141 members Entering Unmasked Estep Score: -9723474.000000 Penalty: 3734.387939 Iteration 11Q: 3 clusters Score -9723474 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12111 members Mstep: Class 2 contains 85664 members Entering Unmasked Estep Score: -9723612.000000 Penalty: 3734.387939 Iteration 12Q: 3 clusters Score -9723612 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11671 members Mstep: Class 2 contains 86104 members Entering Unmasked Estep Score: -9723727.000000 Penalty: 3734.387939 Iteration 13Q: 3 clusters Score -9723727 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11302 members Mstep: Class 2 contains 86473 members Entering Unmasked Estep Score: -9723806.000000 Penalty: 3734.387939 Iteration 14Q: 3 clusters Score -9723806 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10976 members Mstep: Class 2 contains 86799 members Entering Unmasked Estep Score: -9723908.000000 Penalty: 3734.387939 Iteration 15Q: 3 clusters Score -9723908 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10672 members Mstep: Class 2 contains 87103 members Entering Unmasked Estep Score: -9723925.000000 Penalty: 3734.387939 Iteration 16Q: 3 clusters Score -9723925 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10412 members Mstep: Class 2 contains 87363 members Entering Unmasked Estep Score: -9723995.000000 Penalty: 3734.387939 Iteration 17Q: 3 clusters Score -9723995 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10212 members Mstep: Class 2 contains 87563 members Entering Unmasked Estep Score: -9723980.000000 Penalty: 3734.387939 Iteration 18Q: 3 clusters Score -9723980 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10064 members Mstep: Class 2 contains 87711 members Entering Unmasked Estep Score: -9724017.000000 Penalty: 3734.387939 Iteration 19Q: 3 clusters Score -9724017 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9953 members Mstep: Class 2 contains 87822 members Entering Unmasked Estep Score: -9724041.000000 Penalty: 3734.387939 Iteration 20F: 3 clusters Score -9724041 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9865 members Mstep: Class 2 contains 87910 members Entering Unmasked Estep Score: -9724017.000000 Penalty: 3734.387939 Iteration 21Q: 3 clusters Score -9724017 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9810 members Mstep: Class 2 contains 87965 members Entering Unmasked Estep Score: -9724029.000000 Penalty: 3734.387939 Iteration 22Q: 3 clusters Score -9724029 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9765 members Mstep: Class 2 contains 88010 members Entering Unmasked Estep Score: -9724030.000000 Penalty: 3734.387939 Iteration 23Q: 3 clusters Score -9724030 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9718 members Mstep: Class 2 contains 88057 members Entering Unmasked Estep Score: -9724029.000000 Penalty: 3734.387939 Iteration 24Q: 3 clusters Score -9724029 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9674 members Mstep: Class 2 contains 88101 members Entering Unmasked Estep Score: -9724041.000000 Penalty: 3734.387939 Iteration 25Q: 3 clusters Score -9724041 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9644 members Mstep: Class 2 contains 88131 members Entering Unmasked Estep Score: -9724029.000000 Penalty: 3734.387939 Iteration 26Q: 3 clusters Score -9724029 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9609 members Mstep: Class 2 contains 88166 members Entering Unmasked Estep Score: -9724038.000000 Penalty: 3734.387939 Iteration 27Q: 3 clusters Score -9724038 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9580 members Mstep: Class 2 contains 88195 members Entering Unmasked Estep Score: -9724056.000000 Penalty: 3734.387939 Iteration 28Q: 3 clusters Score -9724056 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9547 members Mstep: Class 2 contains 88228 members Entering Unmasked Estep Score: -9724065.000000 Penalty: 3734.387939 Iteration 29Q: 3 clusters Score -9724065 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9516 members Mstep: Class 2 contains 88259 members Entering Unmasked Estep Score: -9724061.000000 Penalty: 3734.387939 Iteration 30Q: 3 clusters Score -9724061 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9489 members Mstep: Class 2 contains 88286 members Entering Unmasked Estep Score: -9724063.000000 Penalty: 3734.387939 Iteration 31Q: 3 clusters Score -9724063 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9462 members Mstep: Class 2 contains 88313 members Entering Unmasked Estep Score: -9724075.000000 Penalty: 3734.387939 Iteration 32Q: 3 clusters Score -9724075 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9441 members Mstep: Class 2 contains 88334 members Entering Unmasked Estep Score: -9724072.000000 Penalty: 3734.387939 Iteration 33Q: 3 clusters Score -9724072 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9427 members Mstep: Class 2 contains 88348 members Entering Unmasked Estep Score: -9724079.000000 Penalty: 3734.387939 Iteration 34Q: 3 clusters Score -9724079 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9411 members Mstep: Class 2 contains 88364 members Entering Unmasked Estep Score: -9724072.000000 Penalty: 3734.387939 Iteration 35Q: 3 clusters Score -9724072 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9390 members Mstep: Class 2 contains 88385 members Entering Unmasked Estep Score: -9724070.000000 Penalty: 3734.387939 Iteration 36Q: 3 clusters Score -9724070 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9365 members Mstep: Class 2 contains 88410 members Entering Unmasked Estep Score: -9724106.000000 Penalty: 3734.387939 Iteration 37Q: 3 clusters Score -9724106 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9345 members Mstep: Class 2 contains 88430 members Entering Unmasked Estep Score: -9724098.000000 Penalty: 3734.387939 Iteration 38Q: 3 clusters Score -9724098 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9334 members Mstep: Class 2 contains 88441 members Entering Unmasked Estep Score: -9724108.000000 Penalty: 3734.387939 Iteration 39Q: 3 clusters Score -9724108 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9325 members Mstep: Class 2 contains 88450 members Entering Unmasked Estep Score: -9724105.000000 Penalty: 3734.387939 Iteration 40F: 3 clusters Score -9724105 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9316 members Mstep: Class 2 contains 88459 members Entering Unmasked Estep Score: -9724106.000000 Penalty: 3734.387939 Iteration 41Q: 3 clusters Score -9724106 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9309 members Mstep: Class 2 contains 88466 members Entering Unmasked Estep Score: -9724119.000000 Penalty: 3734.387939 Iteration 42Q: 3 clusters Score -9724119 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9298 members Mstep: Class 2 contains 88477 members Entering Unmasked Estep Score: -9724117.000000 Penalty: 3734.387939 Iteration 43Q: 3 clusters Score -9724117 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9292 members Mstep: Class 2 contains 88483 members Entering Unmasked Estep Score: -9724106.000000 Penalty: 3734.387939 Iteration 44Q: 3 clusters Score -9724106 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9288 members Mstep: Class 2 contains 88487 members Entering Unmasked Estep Score: -9724107.000000 Penalty: 3734.387939 Iteration 45Q: 3 clusters Score -9724107 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9287 members Mstep: Class 2 contains 88488 members Entering Unmasked Estep Score: -9724116.000000 Penalty: 3734.387939 Iteration 46Q: 3 clusters Score -9724116 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9286 members Mstep: Class 2 contains 88489 members Entering Unmasked Estep Score: -9724115.000000 Penalty: 3734.387939 Iteration 47Q: 3 clusters Score -9724115 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9286 members Mstep: Class 2 contains 88489 members Entering Unmasked Estep Score: -9724111.000000 Penalty: 3734.387939 Iteration 48Q: 3 clusters Score -9724111 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9284 members Mstep: Class 2 contains 88491 members Entering Unmasked Estep Score: -9724104.000000 Penalty: 3734.387939 Iteration 49Q: 3 clusters Score -9724104 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9283 members Mstep: Class 2 contains 88492 members Entering Unmasked Estep Score: -9724107.000000 Penalty: 3734.387939 Iteration 50Q: 3 clusters Score -9724107 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9281 members Mstep: Class 2 contains 88494 members Entering Unmasked Estep Score: -9724111.000000 Penalty: 3734.387939 Iteration 51Q: 3 clusters Score -9724111 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9279 members Mstep: Class 2 contains 88496 members Entering Unmasked Estep Score: -9724114.000000 Penalty: 3734.387939 Iteration 52Q: 3 clusters Score -9724114 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9276 members Mstep: Class 2 contains 88499 members Entering Unmasked Estep Score: -9724120.000000 Penalty: 3734.387939 Iteration 53Q: 3 clusters Score -9724120 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9272 members Mstep: Class 2 contains 88503 members Entering Unmasked Estep Score: -9724115.000000 Penalty: 3734.387939 Iteration 54Q: 3 clusters Score -9724115 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9271 members Mstep: Class 2 contains 88504 members Entering Unmasked Estep Score: -9724116.000000 Penalty: 3734.387939 Iteration 55Q: 3 clusters Score -9724116 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9271 members Mstep: Class 2 contains 88504 members Entering Unmasked Estep Score: -9724116.000000 Penalty: 3734.387939 Iteration 56F: 3 clusters Score -9724116 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 88504 members Mstep: Class 2 contains 9271 members Mstep: Class 3 contains 146857 members Mstep: Class 4 contains 3405 members Mstep: Class 5 contains 2404 members Mstep: Class 6 contains 8461 members Mstep: Class 7 contains 1749 members Mstep: Class 8 contains 1419 members Mstep: Class 9 contains 31409 members Mstep: Class 10 contains 9238 members Mstep: Class 11 contains 1295 members Mstep: Class 12 contains 1114 members Mstep: Class 13 contains 13033 members Mstep: Class 14 contains 697 members Mstep: Class 15 contains 5481 members Mstep: Class 16 contains 14617 members Mstep: Class 17 contains 3266 members Mstep: Class 18 contains 1389 members Mstep: Class 19 contains 972 members Entering Unmasked Estep Score: -33062092.000000 Penalty: 39366.164062 Splitting cluster 2 changes total score from -33060226.000000 to -33062092.000000 So it's getting split into cluster 1. Entering ConstructFrom: Trying to split cluster 3 (146857 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146857 members Entering Unmasked Estep Score: -14607354.000000 Penalty: 1933.297363 Iteration 0F: 2 clusters Score -1.460735e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73257 members Mstep: Class 2 contains 73600 members Entering Unmasked Estep Score: -14508738.000000 Penalty: 3866.594727 Iteration 0F: 3 clusters Score -1.450874e+07 nChanged 71071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69082 members Mstep: Class 2 contains 77775 members Entering Unmasked Estep Score: -14550941.000000 Penalty: 3866.594727 Iteration 1F: 3 clusters Score -1.455094e+07 nChanged 4856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66254 members Mstep: Class 2 contains 80603 members Entering Unmasked Estep Score: -14552104.000000 Penalty: 3866.594727 Iteration 2Q: 3 clusters Score -1.45521e+07 nChanged 5858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61952 members Mstep: Class 2 contains 84905 members Entering Unmasked Estep Score: -14554261.000000 Penalty: 3866.594727 Iteration 3Q: 3 clusters Score -1.455426e+07 nChanged 7710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55412 members Mstep: Class 2 contains 91445 members Entering Unmasked Estep Score: -14557928.000000 Penalty: 3866.594727 Iteration 4F: 3 clusters Score -1.455793e+07 nChanged 9790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46384 members Mstep: Class 2 contains 100473 members Entering Unmasked Estep Score: -14563871.000000 Penalty: 3866.594727 Iteration 5F: 3 clusters Score -1.456387e+07 nChanged 11730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35034 members Mstep: Class 2 contains 111823 members Entering Unmasked Estep Score: -14572996.000000 Penalty: 3866.594727 Iteration 6F: 3 clusters Score -1.4573e+07 nChanged 12401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22783 members Mstep: Class 2 contains 124074 members Entering Unmasked Estep Score: -14584053.000000 Penalty: 3866.594727 Iteration 7F: 3 clusters Score -1.458405e+07 nChanged 10433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12380 members Mstep: Class 2 contains 134477 members Entering Unmasked Estep Score: -14594317.000000 Penalty: 3866.594727 Iteration 8F: 3 clusters Score -1.459432e+07 nChanged 6814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5582 members Mstep: Class 2 contains 141275 members Entering Unmasked Estep Score: -14600991.000000 Penalty: 3866.594727 Iteration 9Q: 3 clusters Score -1.460099e+07 nChanged 3320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 144591 members Entering Unmasked Estep Score: -14603912.000000 Penalty: 3866.594727 Iteration 10Q: 3 clusters Score -1.460391e+07 nChanged 1264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 145853 members Entering Unmasked Estep Score: -14604988.000000 Penalty: 3866.594727 Iteration 11Q: 3 clusters Score -1.460499e+07 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 146293 members Entering Unmasked Estep Score: -14605385.000000 Penalty: 3866.594727 Iteration 12Q: 3 clusters Score -1.460538e+07 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 146442 members Entering Unmasked Estep Score: -14605552.000000 Penalty: 3866.594727 Iteration 13Q: 3 clusters Score -1.460555e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 146498 members Entering Unmasked Estep Score: -14605621.000000 Penalty: 3866.594727 Iteration 14Q: 3 clusters Score -1.460562e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 146526 members Entering Unmasked Estep Score: -14605680.000000 Penalty: 3866.594727 Iteration 15Q: 3 clusters Score -1.460568e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 146547 members Entering Unmasked Estep Score: -14605716.000000 Penalty: 3866.594727 Iteration 16Q: 3 clusters Score -1.460572e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 146557 members Entering Unmasked Estep Score: -14605745.000000 Penalty: 3866.594727 Iteration 17Q: 3 clusters Score -1.460574e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 146568 members Entering Unmasked Estep Score: -14605752.000000 Penalty: 3866.594727 Iteration 18Q: 3 clusters Score -1.460575e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 146565 members Entering Unmasked Estep Score: -14605758.000000 Penalty: 3866.594727 Iteration 19Q: 3 clusters Score -1.460576e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 146565 members Entering Unmasked Estep Score: -14605761.000000 Penalty: 3866.594727 Iteration 20F: 3 clusters Score -1.460576e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 146565 members Entering Unmasked Estep Score: -14605765.000000 Penalty: 3866.594727 Iteration 21Q: 3 clusters Score -1.460576e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 146566 members Entering Unmasked Estep Score: -14605774.000000 Penalty: 3866.594727 Iteration 22Q: 3 clusters Score -1.460577e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 146567 members Entering Unmasked Estep Score: -14605769.000000 Penalty: 3866.594727 Iteration 23Q: 3 clusters Score -1.460577e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 146565 members Entering Unmasked Estep Score: -14605769.000000 Penalty: 3866.594727 Iteration 24Q: 3 clusters Score -1.460577e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 146565 members Entering Unmasked Estep Score: -14605769.000000 Penalty: 3866.594727 Iteration 25F: 3 clusters Score -1.460577e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (3405 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3405 members Entering Unmasked Estep Score: -292422.500000 Penalty: 1321.612549 Iteration 0F: 2 clusters Score -292422.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -289464.000000 Penalty: 2643.225098 Iteration 0F: 3 clusters Score -289464 nChanged 1346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -290404.437500 Penalty: 2643.225098 Iteration 1F: 3 clusters Score -290404.4 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -290781.468750 Penalty: 2643.225098 Iteration 2F: 3 clusters Score -290781.5 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -291040.687500 Penalty: 2643.225098 Iteration 3F: 3 clusters Score -291040.7 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -291263.843750 Penalty: 2643.225098 Iteration 4F: 3 clusters Score -291263.8 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -291405.843750 Penalty: 2643.225098 Iteration 5F: 3 clusters Score -291405.8 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -291514.000000 Penalty: 2643.225098 Iteration 6Q: 3 clusters Score -291514 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -291610.437500 Penalty: 2643.225098 Iteration 7Q: 3 clusters Score -291610.4 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -291667.593750 Penalty: 2643.225098 Iteration 8Q: 3 clusters Score -291667.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -291699.218750 Penalty: 2643.225098 Iteration 9Q: 3 clusters Score -291699.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -291734.468750 Penalty: 2643.225098 Iteration 10Q: 3 clusters Score -291734.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -291764.968750 Penalty: 2643.225098 Iteration 11Q: 3 clusters Score -291765 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -291785.500000 Penalty: 2643.225098 Iteration 12Q: 3 clusters Score -291785.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -291807.937500 Penalty: 2643.225098 Iteration 13Q: 3 clusters Score -291807.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -291840.062500 Penalty: 2643.225098 Iteration 14Q: 3 clusters Score -291840.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -291860.437500 Penalty: 2643.225098 Iteration 15Q: 3 clusters Score -291860.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -291872.312500 Penalty: 2643.225098 Iteration 16Q: 3 clusters Score -291872.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -291881.218750 Penalty: 2643.225098 Iteration 17Q: 3 clusters Score -291881.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -291894.781250 Penalty: 2643.225098 Iteration 18Q: 3 clusters Score -291894.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -291905.468750 Penalty: 2643.225098 Iteration 19Q: 3 clusters Score -291905.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -291918.187500 Penalty: 2643.225098 Iteration 20F: 3 clusters Score -291918.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -291931.468750 Penalty: 2643.225098 Iteration 21Q: 3 clusters Score -291931.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -291946.843750 Penalty: 2643.225098 Iteration 22Q: 3 clusters Score -291946.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -291961.218750 Penalty: 2643.225098 Iteration 23Q: 3 clusters Score -291961.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -291974.531250 Penalty: 2643.225098 Iteration 24Q: 3 clusters Score -291974.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -291990.593750 Penalty: 2643.225098 Iteration 25Q: 3 clusters Score -291990.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -292006.687500 Penalty: 2643.225098 Iteration 26Q: 3 clusters Score -292006.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -292033.968750 Penalty: 2643.225098 Iteration 27Q: 3 clusters Score -292034 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -292061.750000 Penalty: 2643.225098 Iteration 28Q: 3 clusters Score -292061.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2485 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -292085.937500 Penalty: 2643.225098 Iteration 29Q: 3 clusters Score -292085.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2518 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -292101.500000 Penalty: 2643.225098 Iteration 30Q: 3 clusters Score -292101.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2555 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -292122.812500 Penalty: 2643.225098 Iteration 31Q: 3 clusters Score -292122.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2596 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -292151.531250 Penalty: 2643.225098 Iteration 32Q: 3 clusters Score -292151.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2643 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -292178.906250 Penalty: 2643.225098 Iteration 33Q: 3 clusters Score -292178.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2682 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -292206.812500 Penalty: 2643.225098 Iteration 34Q: 3 clusters Score -292206.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2723 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -292238.718750 Penalty: 2643.225098 Iteration 35Q: 3 clusters Score -292238.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -292262.656250 Penalty: 2643.225098 Iteration 36Q: 3 clusters Score -292262.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2779 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -292276.937500 Penalty: 2643.225098 Iteration 37Q: 3 clusters Score -292276.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2797 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -292286.406250 Penalty: 2643.225098 Iteration 38Q: 3 clusters Score -292286.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2813 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -292294.875000 Penalty: 2643.225098 Iteration 39Q: 3 clusters Score -292294.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2827 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -292303.906250 Penalty: 2643.225098 Iteration 40F: 3 clusters Score -292303.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2840 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -292312.593750 Penalty: 2643.225098 Iteration 41Q: 3 clusters Score -292312.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2849 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -292315.906250 Penalty: 2643.225098 Iteration 42Q: 3 clusters Score -292315.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2855 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -292318.562500 Penalty: 2643.225098 Iteration 43Q: 3 clusters Score -292318.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2857 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -292318.906250 Penalty: 2643.225098 Iteration 44Q: 3 clusters Score -292318.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2860 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -292320.156250 Penalty: 2643.225098 Iteration 45Q: 3 clusters Score -292320.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2865 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -292322.187500 Penalty: 2643.225098 Iteration 46Q: 3 clusters Score -292322.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2867 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -292324.156250 Penalty: 2643.225098 Iteration 47Q: 3 clusters Score -292324.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2872 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -292328.656250 Penalty: 2643.225098 Iteration 48Q: 3 clusters Score -292328.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -292328.468750 Penalty: 2643.225098 Iteration 49Q: 3 clusters Score -292328.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -292329.656250 Penalty: 2643.225098 Iteration 50Q: 3 clusters Score -292329.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -292330.125000 Penalty: 2643.225098 Iteration 51Q: 3 clusters Score -292330.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2878 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -292331.500000 Penalty: 2643.225098 Iteration 52Q: 3 clusters Score -292331.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2883 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -292334.062500 Penalty: 2643.225098 Iteration 53Q: 3 clusters Score -292334.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2887 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -292336.562500 Penalty: 2643.225098 Iteration 54Q: 3 clusters Score -292336.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2892 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -292339.906250 Penalty: 2643.225098 Iteration 55Q: 3 clusters Score -292339.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2897 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -292344.125000 Penalty: 2643.225098 Iteration 56Q: 3 clusters Score -292344.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -292348.687500 Penalty: 2643.225098 Iteration 57Q: 3 clusters Score -292348.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2905 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -292351.750000 Penalty: 2643.225098 Iteration 58Q: 3 clusters Score -292351.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -292352.843750 Penalty: 2643.225098 Iteration 59Q: 3 clusters Score -292352.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2909 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -292353.593750 Penalty: 2643.225098 Iteration 60F: 3 clusters Score -292353.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (2404 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2404 members Entering Unmasked Estep Score: -238279.531250 Penalty: 1265.044556 Iteration 0F: 2 clusters Score -238279.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -235926.421875 Penalty: 2530.089111 Iteration 0F: 3 clusters Score -235926.4 nChanged 899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -236463.468750 Penalty: 2530.089111 Iteration 1F: 3 clusters Score -236463.5 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -236607.218750 Penalty: 2530.089111 Iteration 2F: 3 clusters Score -236607.2 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -236731.890625 Penalty: 2530.089111 Iteration 3F: 3 clusters Score -236731.9 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -236836.812500 Penalty: 2530.089111 Iteration 4F: 3 clusters Score -236836.8 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -236921.203125 Penalty: 2530.089111 Iteration 5Q: 3 clusters Score -236921.2 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -236999.203125 Penalty: 2530.089111 Iteration 6Q: 3 clusters Score -236999.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -237060.468750 Penalty: 2530.089111 Iteration 7Q: 3 clusters Score -237060.5 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -237114.906250 Penalty: 2530.089111 Iteration 8Q: 3 clusters Score -237114.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -237164.187500 Penalty: 2530.089111 Iteration 9Q: 3 clusters Score -237164.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -237201.828125 Penalty: 2530.089111 Iteration 10Q: 3 clusters Score -237201.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -237232.703125 Penalty: 2530.089111 Iteration 11Q: 3 clusters Score -237232.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -237255.328125 Penalty: 2530.089111 Iteration 12Q: 3 clusters Score -237255.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -237265.468750 Penalty: 2530.089111 Iteration 13Q: 3 clusters Score -237265.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -237268.750000 Penalty: 2530.089111 Iteration 14Q: 3 clusters Score -237268.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -237270.468750 Penalty: 2530.089111 Iteration 15Q: 3 clusters Score -237270.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -237272.109375 Penalty: 2530.089111 Iteration 16Q: 3 clusters Score -237272.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -237274.859375 Penalty: 2530.089111 Iteration 17Q: 3 clusters Score -237274.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -237278.562500 Penalty: 2530.089111 Iteration 18Q: 3 clusters Score -237278.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 1982 members Entering Unmasked Estep Score: -237279.812500 Penalty: 2530.089111 Iteration 19Q: 3 clusters Score -237279.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -237282.781250 Penalty: 2530.089111 Iteration 20F: 3 clusters Score -237282.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -237285.328125 Penalty: 2530.089111 Iteration 21Q: 3 clusters Score -237285.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -237287.156250 Penalty: 2530.089111 Iteration 22Q: 3 clusters Score -237287.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -237289.703125 Penalty: 2530.089111 Iteration 23Q: 3 clusters Score -237289.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -237290.718750 Penalty: 2530.089111 Iteration 24Q: 3 clusters Score -237290.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -237291.828125 Penalty: 2530.089111 Iteration 25Q: 3 clusters Score -237291.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -237293.093750 Penalty: 2530.089111 Iteration 26Q: 3 clusters Score -237293.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -237293.765625 Penalty: 2530.089111 Iteration 27Q: 3 clusters Score -237293.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -237293.765625 Penalty: 2530.089111 Iteration 28F: 3 clusters Score -237293.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (8461 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8461 members Entering Unmasked Estep Score: -762783.812500 Penalty: 1469.523682 Iteration 0F: 2 clusters Score -762783.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4193 members Mstep: Class 2 contains 4268 members Entering Unmasked Estep Score: -756659.625000 Penalty: 2939.047363 Iteration 0F: 3 clusters Score -756659.6 nChanged 3620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4165 members Mstep: Class 2 contains 4296 members Entering Unmasked Estep Score: -758539.125000 Penalty: 2939.047363 Iteration 1F: 3 clusters Score -758539.1 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4197 members Mstep: Class 2 contains 4264 members Entering Unmasked Estep Score: -758973.750000 Penalty: 2939.047363 Iteration 2F: 3 clusters Score -758973.8 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4316 members Mstep: Class 2 contains 4145 members Entering Unmasked Estep Score: -759519.937500 Penalty: 2939.047363 Iteration 3F: 3 clusters Score -759519.9 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4531 members Mstep: Class 2 contains 3930 members Entering Unmasked Estep Score: -760360.687500 Penalty: 2939.047363 Iteration 4F: 3 clusters Score -760360.7 nChanged 852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4777 members Mstep: Class 2 contains 3684 members Entering Unmasked Estep Score: -761690.000000 Penalty: 2939.047363 Iteration 5F: 3 clusters Score -761690 nChanged 916 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4887 members Mstep: Class 2 contains 3574 members Entering Unmasked Estep Score: -763803.625000 Penalty: 2939.047363 Iteration 6F: 3 clusters Score -763803.6 nChanged 793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4848 members Mstep: Class 2 contains 3613 members Entering Unmasked Estep Score: -767568.000000 Penalty: 2939.047363 Iteration 7F: 3 clusters Score -767568 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5016 members Mstep: Class 2 contains 3445 members Entering Unmasked Estep Score: -768200.312500 Penalty: 2939.047363 Iteration 8Q: 3 clusters Score -768200.3 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5067 members Mstep: Class 2 contains 3394 members Entering Unmasked Estep Score: -768278.812500 Penalty: 2939.047363 Iteration 9Q: 3 clusters Score -768278.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5073 members Mstep: Class 2 contains 3388 members Entering Unmasked Estep Score: -768289.562500 Penalty: 2939.047363 Iteration 10Q: 3 clusters Score -768289.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5072 members Mstep: Class 2 contains 3389 members Entering Unmasked Estep Score: -768293.875000 Penalty: 2939.047363 Iteration 11Q: 3 clusters Score -768293.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5070 members Mstep: Class 2 contains 3391 members Entering Unmasked Estep Score: -768292.625000 Penalty: 2939.047363 Iteration 12Q: 3 clusters Score -768292.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5069 members Mstep: Class 2 contains 3392 members Entering Unmasked Estep Score: -768291.625000 Penalty: 2939.047363 Iteration 13Q: 3 clusters Score -768291.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5069 members Mstep: Class 2 contains 3392 members Entering Unmasked Estep Score: -768291.625000 Penalty: 2939.047363 Iteration 14F: 3 clusters Score -768291.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 88504 members Mstep: Class 2 contains 9271 members Mstep: Class 3 contains 146857 members Mstep: Class 4 contains 3405 members Mstep: Class 5 contains 2404 members Mstep: Class 6 contains 5069 members Mstep: Class 7 contains 1749 members Mstep: Class 8 contains 1419 members Mstep: Class 9 contains 31409 members Mstep: Class 10 contains 9238 members Mstep: Class 11 contains 1295 members Mstep: Class 12 contains 1114 members Mstep: Class 13 contains 13033 members Mstep: Class 14 contains 697 members Mstep: Class 15 contains 5481 members Mstep: Class 16 contains 14617 members Mstep: Class 17 contains 3266 members Mstep: Class 18 contains 1389 members Mstep: Class 19 contains 972 members Mstep: Class 20 contains 3392 members Entering Unmasked Estep Score: -33067012.000000 Penalty: 41438.066406 Splitting cluster 6 changes total score from -33060226.000000 to -33067012.000000 So it's getting split into cluster 20. Entering ConstructFrom: Trying to split cluster 7 (1749 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Entering Unmasked Estep Score: -141622.343750 Penalty: 1213.354858 Iteration 0F: 2 clusters Score -141622.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -139850.671875 Penalty: 2426.709717 Iteration 0F: 3 clusters Score -139850.7 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -141092.640625 Penalty: 2426.709717 Iteration 1F: 3 clusters Score -141092.6 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -142514.875000 Penalty: 2426.709717 Iteration 2F: 3 clusters Score -142514.9 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -143670.578125 Penalty: 2426.709717 Iteration 3F: 3 clusters Score -143670.6 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -144026.281250 Penalty: 2426.709717 Iteration 4F: 3 clusters Score -144026.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -144119.625000 Penalty: 2426.709717 Iteration 5Q: 3 clusters Score -144119.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -144150.125000 Penalty: 2426.709717 Iteration 6Q: 3 clusters Score -144150.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -144163.765625 Penalty: 2426.709717 Iteration 7Q: 3 clusters Score -144163.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -144170.203125 Penalty: 2426.709717 Iteration 8Q: 3 clusters Score -144170.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -144171.375000 Penalty: 2426.709717 Iteration 9Q: 3 clusters Score -144171.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -144171.250000 Penalty: 2426.709717 Iteration 10Q: 3 clusters Score -144171.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -144171.750000 Penalty: 2426.709717 Iteration 11Q: 3 clusters Score -144171.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -144171.750000 Penalty: 2426.709717 Iteration 12F: 3 clusters Score -144171.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 88504 members Mstep: Class 2 contains 9271 members Mstep: Class 3 contains 146857 members Mstep: Class 4 contains 3405 members Mstep: Class 5 contains 2404 members Mstep: Class 6 contains 5069 members Mstep: Class 7 contains 873 members Mstep: Class 8 contains 1419 members Mstep: Class 9 contains 31409 members Mstep: Class 10 contains 9238 members Mstep: Class 11 contains 1295 members Mstep: Class 12 contains 1114 members Mstep: Class 13 contains 13033 members Mstep: Class 14 contains 697 members Mstep: Class 15 contains 5481 members Mstep: Class 16 contains 14617 members Mstep: Class 17 contains 3266 members Mstep: Class 18 contains 1389 members Mstep: Class 19 contains 972 members Mstep: Class 20 contains 3392 members Mstep: Class 21 contains 876 members Entering Unmasked Estep Score: -33068668.000000 Penalty: 43509.968750 Splitting cluster 7 changes total score from -33060226.000000 to -33068668.000000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 8 (1419 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Entering Unmasked Estep Score: -133957.796875 Penalty: 1179.377441 Iteration 0F: 2 clusters Score -133957.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -132244.562500 Penalty: 2358.754883 Iteration 0F: 3 clusters Score -132244.6 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -132668.218750 Penalty: 2358.754883 Iteration 1F: 3 clusters Score -132668.2 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -132858.265625 Penalty: 2358.754883 Iteration 2F: 3 clusters Score -132858.3 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -132974.593750 Penalty: 2358.754883 Iteration 3F: 3 clusters Score -132974.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -133075.093750 Penalty: 2358.754883 Iteration 4F: 3 clusters Score -133075.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -133162.578125 Penalty: 2358.754883 Iteration 5Q: 3 clusters Score -133162.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -133239.375000 Penalty: 2358.754883 Iteration 6Q: 3 clusters Score -133239.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -133299.437500 Penalty: 2358.754883 Iteration 7Q: 3 clusters Score -133299.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -133346.625000 Penalty: 2358.754883 Iteration 8Q: 3 clusters Score -133346.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -133386.953125 Penalty: 2358.754883 Iteration 9Q: 3 clusters Score -133387 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -133427.406250 Penalty: 2358.754883 Iteration 10Q: 3 clusters Score -133427.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -133458.078125 Penalty: 2358.754883 Iteration 11Q: 3 clusters Score -133458.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -133474.203125 Penalty: 2358.754883 Iteration 12Q: 3 clusters Score -133474.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -133482.734375 Penalty: 2358.754883 Iteration 13Q: 3 clusters Score -133482.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -133487.281250 Penalty: 2358.754883 Iteration 14Q: 3 clusters Score -133487.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -133490.515625 Penalty: 2358.754883 Iteration 15Q: 3 clusters Score -133490.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -133492.875000 Penalty: 2358.754883 Iteration 16Q: 3 clusters Score -133492.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -133492.875000 Penalty: 2358.754883 Iteration 17F: 3 clusters Score -133492.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (31409 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31409 members Entering Unmasked Estep Score: -2999605.750000 Penalty: 1682.663086 Iteration 0F: 2 clusters Score -2999606 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15634 members Mstep: Class 2 contains 15775 members Entering Unmasked Estep Score: -2978566.500000 Penalty: 3365.326172 Iteration 0F: 3 clusters Score -2978566 nChanged 14413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15201 members Mstep: Class 2 contains 16208 members Entering Unmasked Estep Score: -2986429.000000 Penalty: 3365.326172 Iteration 1F: 3 clusters Score -2986429 nChanged 1283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14900 members Mstep: Class 2 contains 16509 members Entering Unmasked Estep Score: -2986796.250000 Penalty: 3365.326172 Iteration 2Q: 3 clusters Score -2986796 nChanged 1272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14404 members Mstep: Class 2 contains 17005 members Entering Unmasked Estep Score: -2987228.750000 Penalty: 3365.326172 Iteration 3Q: 3 clusters Score -2987229 nChanged 1343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13643 members Mstep: Class 2 contains 17766 members Entering Unmasked Estep Score: -2987761.750000 Penalty: 3365.326172 Iteration 4Q: 3 clusters Score -2987762 nChanged 1445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12600 members Mstep: Class 2 contains 18809 members Entering Unmasked Estep Score: -2988440.500000 Penalty: 3365.326172 Iteration 5Q: 3 clusters Score -2988440 nChanged 1741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11189 members Mstep: Class 2 contains 20220 members Entering Unmasked Estep Score: -2989488.750000 Penalty: 3365.326172 Iteration 6F: 3 clusters Score -2989489 nChanged 2109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9394 members Mstep: Class 2 contains 22015 members Entering Unmasked Estep Score: -2991068.000000 Penalty: 3365.326172 Iteration 7F: 3 clusters Score -2991068 nChanged 2231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7431 members Mstep: Class 2 contains 23978 members Entering Unmasked Estep Score: -2992883.000000 Penalty: 3365.326172 Iteration 8F: 3 clusters Score -2992883 nChanged 2066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5549 members Mstep: Class 2 contains 25860 members Entering Unmasked Estep Score: -2994694.000000 Penalty: 3365.326172 Iteration 9F: 3 clusters Score -2994694 nChanged 1536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4165 members Mstep: Class 2 contains 27244 members Entering Unmasked Estep Score: -2995976.500000 Penalty: 3365.326172 Iteration 10Q: 3 clusters Score -2995976 nChanged 1008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3283 members Mstep: Class 2 contains 28126 members Entering Unmasked Estep Score: -2996785.500000 Penalty: 3365.326172 Iteration 11Q: 3 clusters Score -2996786 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 28668 members Entering Unmasked Estep Score: -2997207.500000 Penalty: 3365.326172 Iteration 12Q: 3 clusters Score -2997208 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2376 members Mstep: Class 2 contains 29033 members Entering Unmasked Estep Score: -2997477.500000 Penalty: 3365.326172 Iteration 13Q: 3 clusters Score -2997478 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 29315 members Entering Unmasked Estep Score: -2997643.000000 Penalty: 3365.326172 Iteration 14Q: 3 clusters Score -2997643 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 29539 members Entering Unmasked Estep Score: -2997740.750000 Penalty: 3365.326172 Iteration 15Q: 3 clusters Score -2997741 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 29710 members Entering Unmasked Estep Score: -2997834.750000 Penalty: 3365.326172 Iteration 16Q: 3 clusters Score -2997835 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 29871 members Entering Unmasked Estep Score: -2997913.250000 Penalty: 3365.326172 Iteration 17Q: 3 clusters Score -2997913 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 30032 members Entering Unmasked Estep Score: -2997999.250000 Penalty: 3365.326172 Iteration 18Q: 3 clusters Score -2997999 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 30147 members Entering Unmasked Estep Score: -2998063.500000 Penalty: 3365.326172 Iteration 19Q: 3 clusters Score -2998064 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 30235 members Entering Unmasked Estep Score: -2998102.750000 Penalty: 3365.326172 Iteration 20F: 3 clusters Score -2998103 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 30305 members Entering Unmasked Estep Score: -2998124.750000 Penalty: 3365.326172 Iteration 21Q: 3 clusters Score -2998125 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 30374 members Entering Unmasked Estep Score: -2998164.750000 Penalty: 3365.326172 Iteration 22Q: 3 clusters Score -2998165 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 30430 members Entering Unmasked Estep Score: -2998196.500000 Penalty: 3365.326172 Iteration 23Q: 3 clusters Score -2998196 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 30475 members Entering Unmasked Estep Score: -2998225.000000 Penalty: 3365.326172 Iteration 24Q: 3 clusters Score -2998225 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 30500 members Entering Unmasked Estep Score: -2998248.750000 Penalty: 3365.326172 Iteration 25Q: 3 clusters Score -2998249 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 30534 members Entering Unmasked Estep Score: -2998274.750000 Penalty: 3365.326172 Iteration 26Q: 3 clusters Score -2998275 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 30566 members Entering Unmasked Estep Score: -2998306.000000 Penalty: 3365.326172 Iteration 27Q: 3 clusters Score -2998306 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 30593 members Entering Unmasked Estep Score: -2998315.500000 Penalty: 3365.326172 Iteration 28Q: 3 clusters Score -2998316 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 30613 members Entering Unmasked Estep Score: -2998331.750000 Penalty: 3365.326172 Iteration 29Q: 3 clusters Score -2998332 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 30629 members Entering Unmasked Estep Score: -2998343.000000 Penalty: 3365.326172 Iteration 30Q: 3 clusters Score -2998343 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 30640 members Entering Unmasked Estep Score: -2998344.750000 Penalty: 3365.326172 Iteration 31Q: 3 clusters Score -2998345 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 30648 members Entering Unmasked Estep Score: -2998355.750000 Penalty: 3365.326172 Iteration 32Q: 3 clusters Score -2998356 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 30657 members Entering Unmasked Estep Score: -2998371.000000 Penalty: 3365.326172 Iteration 33Q: 3 clusters Score -2998371 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 30665 members Entering Unmasked Estep Score: -2998375.750000 Penalty: 3365.326172 Iteration 34Q: 3 clusters Score -2998376 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 30674 members Entering Unmasked Estep Score: -2998377.750000 Penalty: 3365.326172 Iteration 35Q: 3 clusters Score -2998378 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 30685 members Entering Unmasked Estep Score: -2998382.500000 Penalty: 3365.326172 Iteration 36Q: 3 clusters Score -2998382 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 30695 members Entering Unmasked Estep Score: -2998385.250000 Penalty: 3365.326172 Iteration 37Q: 3 clusters Score -2998385 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 30701 members Entering Unmasked Estep Score: -2998395.000000 Penalty: 3365.326172 Iteration 38Q: 3 clusters Score -2998395 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 30707 members Entering Unmasked Estep Score: -2998399.750000 Penalty: 3365.326172 Iteration 39Q: 3 clusters Score -2998400 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 30714 members Entering Unmasked Estep Score: -2998400.000000 Penalty: 3365.326172 Iteration 40F: 3 clusters Score -2998400 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 30721 members Entering Unmasked Estep Score: -2998410.750000 Penalty: 3365.326172 Iteration 41Q: 3 clusters Score -2998411 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 30721 members Entering Unmasked Estep Score: -2998412.250000 Penalty: 3365.326172 Iteration 42Q: 3 clusters Score -2998412 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 30723 members Entering Unmasked Estep Score: -2998418.750000 Penalty: 3365.326172 Iteration 43Q: 3 clusters Score -2998419 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 30723 members Entering Unmasked Estep Score: -2998417.500000 Penalty: 3365.326172 Iteration 44Q: 3 clusters Score -2998418 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 30722 members Entering Unmasked Estep Score: -2998422.750000 Penalty: 3365.326172 Iteration 45Q: 3 clusters Score -2998423 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 30726 members Entering Unmasked Estep Score: -2998422.500000 Penalty: 3365.326172 Iteration 46Q: 3 clusters Score -2998422 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 30733 members Entering Unmasked Estep Score: -2998425.500000 Penalty: 3365.326172 Iteration 47Q: 3 clusters Score -2998426 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 30739 members Entering Unmasked Estep Score: -2998431.000000 Penalty: 3365.326172 Iteration 48Q: 3 clusters Score -2998431 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 30742 members Entering Unmasked Estep Score: -2998433.250000 Penalty: 3365.326172 Iteration 49Q: 3 clusters Score -2998433 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 30743 members Entering Unmasked Estep Score: -2998434.250000 Penalty: 3365.326172 Iteration 50Q: 3 clusters Score -2998434 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 30747 members Entering Unmasked Estep Score: -2998437.250000 Penalty: 3365.326172 Iteration 51Q: 3 clusters Score -2998437 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 30752 members Entering Unmasked Estep Score: -2998442.250000 Penalty: 3365.326172 Iteration 52Q: 3 clusters Score -2998442 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 30753 members Entering Unmasked Estep Score: -2998444.000000 Penalty: 3365.326172 Iteration 53Q: 3 clusters Score -2998444 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 30753 members Entering Unmasked Estep Score: -2998444.000000 Penalty: 3365.326172 Iteration 54F: 3 clusters Score -2998444 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (9238 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9238 members Entering Unmasked Estep Score: -896487.875000 Penalty: 1483.800659 Iteration 0F: 2 clusters Score -896487.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4611 members Mstep: Class 2 contains 4627 members Entering Unmasked Estep Score: -889771.875000 Penalty: 2967.601318 Iteration 0F: 3 clusters Score -889771.9 nChanged 4019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4564 members Mstep: Class 2 contains 4674 members Entering Unmasked Estep Score: -891882.187500 Penalty: 2967.601318 Iteration 1F: 3 clusters Score -891882.2 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4504 members Mstep: Class 2 contains 4734 members Entering Unmasked Estep Score: -892078.937500 Penalty: 2967.601318 Iteration 2F: 3 clusters Score -892078.9 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4438 members Mstep: Class 2 contains 4800 members Entering Unmasked Estep Score: -892253.000000 Penalty: 2967.601318 Iteration 3Q: 3 clusters Score -892253 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4353 members Mstep: Class 2 contains 4885 members Entering Unmasked Estep Score: -892410.250000 Penalty: 2967.601318 Iteration 4Q: 3 clusters Score -892410.2 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4278 members Mstep: Class 2 contains 4960 members Entering Unmasked Estep Score: -892550.250000 Penalty: 2967.601318 Iteration 5Q: 3 clusters Score -892550.2 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4169 members Mstep: Class 2 contains 5069 members Entering Unmasked Estep Score: -892683.062500 Penalty: 2967.601318 Iteration 6Q: 3 clusters Score -892683.1 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4058 members Mstep: Class 2 contains 5180 members Entering Unmasked Estep Score: -892836.812500 Penalty: 2967.601318 Iteration 7Q: 3 clusters Score -892836.8 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3934 members Mstep: Class 2 contains 5304 members Entering Unmasked Estep Score: -893019.812500 Penalty: 2967.601318 Iteration 8Q: 3 clusters Score -893019.8 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3795 members Mstep: Class 2 contains 5443 members Entering Unmasked Estep Score: -893203.437500 Penalty: 2967.601318 Iteration 9Q: 3 clusters Score -893203.4 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3665 members Mstep: Class 2 contains 5573 members Entering Unmasked Estep Score: -893425.375000 Penalty: 2967.601318 Iteration 10Q: 3 clusters Score -893425.4 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3540 members Mstep: Class 2 contains 5698 members Entering Unmasked Estep Score: -893650.437500 Penalty: 2967.601318 Iteration 11Q: 3 clusters Score -893650.4 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3402 members Mstep: Class 2 contains 5836 members Entering Unmasked Estep Score: -893856.812500 Penalty: 2967.601318 Iteration 12Q: 3 clusters Score -893856.8 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3286 members Mstep: Class 2 contains 5952 members Entering Unmasked Estep Score: -894039.375000 Penalty: 2967.601318 Iteration 13Q: 3 clusters Score -894039.4 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3212 members Mstep: Class 2 contains 6026 members Entering Unmasked Estep Score: -894166.062500 Penalty: 2967.601318 Iteration 14Q: 3 clusters Score -894166.1 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3152 members Mstep: Class 2 contains 6086 members Entering Unmasked Estep Score: -894254.000000 Penalty: 2967.601318 Iteration 15Q: 3 clusters Score -894254 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3102 members Mstep: Class 2 contains 6136 members Entering Unmasked Estep Score: -894296.500000 Penalty: 2967.601318 Iteration 16Q: 3 clusters Score -894296.5 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3049 members Mstep: Class 2 contains 6189 members Entering Unmasked Estep Score: -894324.375000 Penalty: 2967.601318 Iteration 17Q: 3 clusters Score -894324.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3010 members Mstep: Class 2 contains 6228 members Entering Unmasked Estep Score: -894338.187500 Penalty: 2967.601318 Iteration 18Q: 3 clusters Score -894338.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2974 members Mstep: Class 2 contains 6264 members Entering Unmasked Estep Score: -894351.187500 Penalty: 2967.601318 Iteration 19Q: 3 clusters Score -894351.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2940 members Mstep: Class 2 contains 6298 members Entering Unmasked Estep Score: -894360.562500 Penalty: 2967.601318 Iteration 20F: 3 clusters Score -894360.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Mstep: Class 2 contains 6336 members Entering Unmasked Estep Score: -894374.562500 Penalty: 2967.601318 Iteration 21Q: 3 clusters Score -894374.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2858 members Mstep: Class 2 contains 6380 members Entering Unmasked Estep Score: -894388.625000 Penalty: 2967.601318 Iteration 22Q: 3 clusters Score -894388.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2810 members Mstep: Class 2 contains 6428 members Entering Unmasked Estep Score: -894401.562500 Penalty: 2967.601318 Iteration 23Q: 3 clusters Score -894401.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 6463 members Entering Unmasked Estep Score: -894409.125000 Penalty: 2967.601318 Iteration 24Q: 3 clusters Score -894409.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2738 members Mstep: Class 2 contains 6500 members Entering Unmasked Estep Score: -894420.375000 Penalty: 2967.601318 Iteration 25Q: 3 clusters Score -894420.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2705 members Mstep: Class 2 contains 6533 members Entering Unmasked Estep Score: -894430.312500 Penalty: 2967.601318 Iteration 26Q: 3 clusters Score -894430.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2675 members Mstep: Class 2 contains 6563 members Entering Unmasked Estep Score: -894436.375000 Penalty: 2967.601318 Iteration 27Q: 3 clusters Score -894436.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2642 members Mstep: Class 2 contains 6596 members Entering Unmasked Estep Score: -894446.750000 Penalty: 2967.601318 Iteration 28Q: 3 clusters Score -894446.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2605 members Mstep: Class 2 contains 6633 members Entering Unmasked Estep Score: -894455.312500 Penalty: 2967.601318 Iteration 29Q: 3 clusters Score -894455.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2563 members Mstep: Class 2 contains 6675 members Entering Unmasked Estep Score: -894465.687500 Penalty: 2967.601318 Iteration 30Q: 3 clusters Score -894465.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Mstep: Class 2 contains 6713 members Entering Unmasked Estep Score: -894473.875000 Penalty: 2967.601318 Iteration 31Q: 3 clusters Score -894473.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2492 members Mstep: Class 2 contains 6746 members Entering Unmasked Estep Score: -894480.125000 Penalty: 2967.601318 Iteration 32Q: 3 clusters Score -894480.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 6780 members Entering Unmasked Estep Score: -894489.562500 Penalty: 2967.601318 Iteration 33Q: 3 clusters Score -894489.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2417 members Mstep: Class 2 contains 6821 members Entering Unmasked Estep Score: -894500.187500 Penalty: 2967.601318 Iteration 34Q: 3 clusters Score -894500.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 6858 members Entering Unmasked Estep Score: -894504.500000 Penalty: 2967.601318 Iteration 35Q: 3 clusters Score -894504.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 6888 members Entering Unmasked Estep Score: -894513.125000 Penalty: 2967.601318 Iteration 36Q: 3 clusters Score -894513.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 6911 members Entering Unmasked Estep Score: -894515.937500 Penalty: 2967.601318 Iteration 37Q: 3 clusters Score -894515.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 6936 members Entering Unmasked Estep Score: -894521.062500 Penalty: 2967.601318 Iteration 38Q: 3 clusters Score -894521.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 6963 members Entering Unmasked Estep Score: -894523.125000 Penalty: 2967.601318 Iteration 39Q: 3 clusters Score -894523.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 6986 members Entering Unmasked Estep Score: -894527.875000 Penalty: 2967.601318 Iteration 40F: 3 clusters Score -894527.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 7004 members Entering Unmasked Estep Score: -894534.000000 Penalty: 2967.601318 Iteration 41Q: 3 clusters Score -894534 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2213 members Mstep: Class 2 contains 7025 members Entering Unmasked Estep Score: -894537.062500 Penalty: 2967.601318 Iteration 42Q: 3 clusters Score -894537.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 7049 members Entering Unmasked Estep Score: -894541.375000 Penalty: 2967.601318 Iteration 43Q: 3 clusters Score -894541.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 7083 members Entering Unmasked Estep Score: -894548.437500 Penalty: 2967.601318 Iteration 44Q: 3 clusters Score -894548.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 7117 members Entering Unmasked Estep Score: -894562.625000 Penalty: 2967.601318 Iteration 45Q: 3 clusters Score -894562.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 7153 members Entering Unmasked Estep Score: -894568.812500 Penalty: 2967.601318 Iteration 46Q: 3 clusters Score -894568.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 7184 members Entering Unmasked Estep Score: -894577.437500 Penalty: 2967.601318 Iteration 47Q: 3 clusters Score -894577.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 7212 members Entering Unmasked Estep Score: -894583.687500 Penalty: 2967.601318 Iteration 48Q: 3 clusters Score -894583.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 7240 members Entering Unmasked Estep Score: -894594.937500 Penalty: 2967.601318 Iteration 49Q: 3 clusters Score -894594.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 7275 members Entering Unmasked Estep Score: -894603.437500 Penalty: 2967.601318 Iteration 50Q: 3 clusters Score -894603.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 7310 members Entering Unmasked Estep Score: -894611.375000 Penalty: 2967.601318 Iteration 51Q: 3 clusters Score -894611.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 7342 members Entering Unmasked Estep Score: -894618.000000 Penalty: 2967.601318 Iteration 52Q: 3 clusters Score -894618 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 7378 members Entering Unmasked Estep Score: -894630.250000 Penalty: 2967.601318 Iteration 53Q: 3 clusters Score -894630.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 7410 members Entering Unmasked Estep Score: -894639.125000 Penalty: 2967.601318 Iteration 54Q: 3 clusters Score -894639.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 7444 members Entering Unmasked Estep Score: -894647.875000 Penalty: 2967.601318 Iteration 55Q: 3 clusters Score -894647.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 7486 members Entering Unmasked Estep Score: -894664.812500 Penalty: 2967.601318 Iteration 56Q: 3 clusters Score -894664.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 7536 members Entering Unmasked Estep Score: -894678.750000 Penalty: 2967.601318 Iteration 57Q: 3 clusters Score -894678.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 7588 members Entering Unmasked Estep Score: -894697.187500 Penalty: 2967.601318 Iteration 58Q: 3 clusters Score -894697.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 7640 members Entering Unmasked Estep Score: -894722.562500 Penalty: 2967.601318 Iteration 59Q: 3 clusters Score -894722.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 7690 members Entering Unmasked Estep Score: -894739.500000 Penalty: 2967.601318 Iteration 60F: 3 clusters Score -894739.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 7726 members Entering Unmasked Estep Score: -894756.125000 Penalty: 2967.601318 Iteration 61Q: 3 clusters Score -894756.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 7766 members Entering Unmasked Estep Score: -894776.000000 Penalty: 2967.601318 Iteration 62Q: 3 clusters Score -894776 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 7812 members Entering Unmasked Estep Score: -894794.250000 Penalty: 2967.601318 Iteration 63Q: 3 clusters Score -894794.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 7841 members Entering Unmasked Estep Score: -894804.437500 Penalty: 2967.601318 Iteration 64Q: 3 clusters Score -894804.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 7874 members Entering Unmasked Estep Score: -894817.937500 Penalty: 2967.601318 Iteration 65Q: 3 clusters Score -894817.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 7907 members Entering Unmasked Estep Score: -894836.750000 Penalty: 2967.601318 Iteration 66Q: 3 clusters Score -894836.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 7935 members Entering Unmasked Estep Score: -894856.875000 Penalty: 2967.601318 Iteration 67Q: 3 clusters Score -894856.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 7989 members Entering Unmasked Estep Score: -894890.875000 Penalty: 2967.601318 Iteration 68Q: 3 clusters Score -894890.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 8025 members Entering Unmasked Estep Score: -894916.625000 Penalty: 2967.601318 Iteration 69Q: 3 clusters Score -894916.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 8067 members Entering Unmasked Estep Score: -894941.562500 Penalty: 2967.601318 Iteration 70Q: 3 clusters Score -894941.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 8116 members Entering Unmasked Estep Score: -894970.125000 Penalty: 2967.601318 Iteration 71Q: 3 clusters Score -894970.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 8157 members Entering Unmasked Estep Score: -894998.687500 Penalty: 2967.601318 Iteration 72Q: 3 clusters Score -894998.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 8196 members Entering Unmasked Estep Score: -895029.000000 Penalty: 2967.601318 Iteration 73Q: 3 clusters Score -895029 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 8231 members Entering Unmasked Estep Score: -895054.812500 Penalty: 2967.601318 Iteration 74Q: 3 clusters Score -895054.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 8262 members Entering Unmasked Estep Score: -895074.687500 Penalty: 2967.601318 Iteration 75Q: 3 clusters Score -895074.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 8284 members Entering Unmasked Estep Score: -895089.125000 Penalty: 2967.601318 Iteration 76Q: 3 clusters Score -895089.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 8302 members Entering Unmasked Estep Score: -895097.250000 Penalty: 2967.601318 Iteration 77Q: 3 clusters Score -895097.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 8320 members Entering Unmasked Estep Score: -895109.375000 Penalty: 2967.601318 Iteration 78Q: 3 clusters Score -895109.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 8337 members Entering Unmasked Estep Score: -895118.750000 Penalty: 2967.601318 Iteration 79Q: 3 clusters Score -895118.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 8351 members Entering Unmasked Estep Score: -895125.250000 Penalty: 2967.601318 Iteration 80F: 3 clusters Score -895125.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 8360 members Entering Unmasked Estep Score: -895127.125000 Penalty: 2967.601318 Iteration 81Q: 3 clusters Score -895127.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 8368 members Entering Unmasked Estep Score: -895129.937500 Penalty: 2967.601318 Iteration 82Q: 3 clusters Score -895129.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 8372 members Entering Unmasked Estep Score: -895132.312500 Penalty: 2967.601318 Iteration 83Q: 3 clusters Score -895132.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 8373 members Entering Unmasked Estep Score: -895134.437500 Penalty: 2967.601318 Iteration 84Q: 3 clusters Score -895134.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 8377 members Entering Unmasked Estep Score: -895135.625000 Penalty: 2967.601318 Iteration 85Q: 3 clusters Score -895135.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 8382 members Entering Unmasked Estep Score: -895137.750000 Penalty: 2967.601318 Iteration 86Q: 3 clusters Score -895137.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 8387 members Entering Unmasked Estep Score: -895141.500000 Penalty: 2967.601318 Iteration 87Q: 3 clusters Score -895141.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 8394 members Entering Unmasked Estep Score: -895143.375000 Penalty: 2967.601318 Iteration 88Q: 3 clusters Score -895143.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 8398 members Entering Unmasked Estep Score: -895144.812500 Penalty: 2967.601318 Iteration 89Q: 3 clusters Score -895144.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 8401 members Entering Unmasked Estep Score: -895145.125000 Penalty: 2967.601318 Iteration 90Q: 3 clusters Score -895145.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 8405 members Entering Unmasked Estep Score: -895145.750000 Penalty: 2967.601318 Iteration 91Q: 3 clusters Score -895145.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 8410 members Entering Unmasked Estep Score: -895147.250000 Penalty: 2967.601318 Iteration 92Q: 3 clusters Score -895147.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 8413 members Entering Unmasked Estep Score: -895148.875000 Penalty: 2967.601318 Iteration 93Q: 3 clusters Score -895148.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 8418 members Entering Unmasked Estep Score: -895150.125000 Penalty: 2967.601318 Iteration 94Q: 3 clusters Score -895150.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 8420 members Entering Unmasked Estep Score: -895150.062500 Penalty: 2967.601318 Iteration 95Q: 3 clusters Score -895150.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 8421 members Entering Unmasked Estep Score: -895151.562500 Penalty: 2967.601318 Iteration 96Q: 3 clusters Score -895151.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 8421 members Entering Unmasked Estep Score: -895151.562500 Penalty: 2967.601318 Iteration 97F: 3 clusters Score -895151.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1295 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Entering Unmasked Estep Score: -107885.851562 Penalty: 1164.518188 Iteration 0F: 2 clusters Score -107885.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -106244.976562 Penalty: 2329.036377 Iteration 0F: 3 clusters Score -106245 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -106589.171875 Penalty: 2329.036377 Iteration 1F: 3 clusters Score -106589.2 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -106704.656250 Penalty: 2329.036377 Iteration 2F: 3 clusters Score -106704.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -106776.187500 Penalty: 2329.036377 Iteration 3F: 3 clusters Score -106776.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -106848.523438 Penalty: 2329.036377 Iteration 4F: 3 clusters Score -106848.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -106910.054688 Penalty: 2329.036377 Iteration 5Q: 3 clusters Score -106910.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -106952.578125 Penalty: 2329.036377 Iteration 6Q: 3 clusters Score -106952.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -107000.570312 Penalty: 2329.036377 Iteration 7Q: 3 clusters Score -107000.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -107043.023438 Penalty: 2329.036377 Iteration 8Q: 3 clusters Score -107043 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -107079.968750 Penalty: 2329.036377 Iteration 9Q: 3 clusters Score -107080 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -107115.171875 Penalty: 2329.036377 Iteration 10Q: 3 clusters Score -107115.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -107145.820312 Penalty: 2329.036377 Iteration 11Q: 3 clusters Score -107145.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -107165.062500 Penalty: 2329.036377 Iteration 12Q: 3 clusters Score -107165.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -107173.093750 Penalty: 2329.036377 Iteration 13Q: 3 clusters Score -107173.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -107173.093750 Penalty: 2329.036377 Iteration 14F: 3 clusters Score -107173.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1114 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Entering Unmasked Estep Score: -101031.343750 Penalty: 1140.053223 Iteration 0F: 2 clusters Score -101031.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -99593.507812 Penalty: 2280.106445 Iteration 0F: 3 clusters Score -99593.51 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -99903.820312 Penalty: 2280.106445 Iteration 1F: 3 clusters Score -99903.82 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -100009.796875 Penalty: 2280.106445 Iteration 2F: 3 clusters Score -100009.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -100079.507812 Penalty: 2280.106445 Iteration 3F: 3 clusters Score -100079.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -100109.765625 Penalty: 2280.106445 Iteration 4Q: 3 clusters Score -100109.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -100135.148438 Penalty: 2280.106445 Iteration 5Q: 3 clusters Score -100135.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -100167.195312 Penalty: 2280.106445 Iteration 6Q: 3 clusters Score -100167.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -100205.867188 Penalty: 2280.106445 Iteration 7Q: 3 clusters Score -100205.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -100268.195312 Penalty: 2280.106445 Iteration 8Q: 3 clusters Score -100268.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -100352.164062 Penalty: 2280.106445 Iteration 9F: 3 clusters Score -100352.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -100443.210938 Penalty: 2280.106445 Iteration 10Q: 3 clusters Score -100443.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -100516.117188 Penalty: 2280.106445 Iteration 11Q: 3 clusters Score -100516.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -100615.656250 Penalty: 2280.106445 Iteration 12Q: 3 clusters Score -100615.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -100687.906250 Penalty: 2280.106445 Iteration 13Q: 3 clusters Score -100687.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -100724.781250 Penalty: 2280.106445 Iteration 14Q: 3 clusters Score -100724.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -100740.296875 Penalty: 2280.106445 Iteration 15Q: 3 clusters Score -100740.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -100754.960938 Penalty: 2280.106445 Iteration 16Q: 3 clusters Score -100755 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -100767.890625 Penalty: 2280.106445 Iteration 17Q: 3 clusters Score -100767.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -100771.625000 Penalty: 2280.106445 Iteration 18Q: 3 clusters Score -100771.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -100772.984375 Penalty: 2280.106445 Iteration 19Q: 3 clusters Score -100773 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -100776.859375 Penalty: 2280.106445 Iteration 20F: 3 clusters Score -100776.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -100800.765625 Penalty: 2280.106445 Iteration 21Q: 3 clusters Score -100800.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -100818.765625 Penalty: 2280.106445 Iteration 22Q: 3 clusters Score -100818.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -100843.398438 Penalty: 2280.106445 Iteration 23Q: 3 clusters Score -100843.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -100858.101562 Penalty: 2280.106445 Iteration 24Q: 3 clusters Score -100858.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -100881.507812 Penalty: 2280.106445 Iteration 25Q: 3 clusters Score -100881.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -100901.468750 Penalty: 2280.106445 Iteration 26Q: 3 clusters Score -100901.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -100914.273438 Penalty: 2280.106445 Iteration 27Q: 3 clusters Score -100914.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -100924.062500 Penalty: 2280.106445 Iteration 28Q: 3 clusters Score -100924.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -100950.257812 Penalty: 2280.106445 Iteration 29Q: 3 clusters Score -100950.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -100968.484375 Penalty: 2280.106445 Iteration 30Q: 3 clusters Score -100968.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -100980.296875 Penalty: 2280.106445 Iteration 31Q: 3 clusters Score -100980.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -100986.992188 Penalty: 2280.106445 Iteration 32Q: 3 clusters Score -100987 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -100994.281250 Penalty: 2280.106445 Iteration 33Q: 3 clusters Score -100994.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -100999.117188 Penalty: 2280.106445 Iteration 34Q: 3 clusters Score -100999.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -101002.117188 Penalty: 2280.106445 Iteration 35Q: 3 clusters Score -101002.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -101005.710938 Penalty: 2280.106445 Iteration 36F: 3 clusters Score -101005.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -101008.882812 Penalty: 2280.106445 Iteration 37Q: 3 clusters Score -101008.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -101010.351562 Penalty: 2280.106445 Iteration 38Q: 3 clusters Score -101010.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -101011.484375 Penalty: 2280.106445 Iteration 39Q: 3 clusters Score -101011.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -101012.835938 Penalty: 2280.106445 Iteration 40F: 3 clusters Score -101012.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (13033 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13033 members Entering Unmasked Estep Score: -1221913.625000 Penalty: 1539.726440 Iteration 0F: 2 clusters Score -1221914 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6464 members Mstep: Class 2 contains 6569 members Entering Unmasked Estep Score: -1212703.875000 Penalty: 3079.452881 Iteration 0F: 3 clusters Score -1212704 nChanged 5770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6070 members Mstep: Class 2 contains 6963 members Entering Unmasked Estep Score: -1216133.750000 Penalty: 3079.452881 Iteration 1F: 3 clusters Score -1216134 nChanged 891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5835 members Mstep: Class 2 contains 7198 members Entering Unmasked Estep Score: -1216628.750000 Penalty: 3079.452881 Iteration 2F: 3 clusters Score -1216629 nChanged 822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5571 members Mstep: Class 2 contains 7462 members Entering Unmasked Estep Score: -1217109.625000 Penalty: 3079.452881 Iteration 3F: 3 clusters Score -1217110 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5232 members Mstep: Class 2 contains 7801 members Entering Unmasked Estep Score: -1217539.250000 Penalty: 3079.452881 Iteration 4F: 3 clusters Score -1217539 nChanged 701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4913 members Mstep: Class 2 contains 8120 members Entering Unmasked Estep Score: -1217933.625000 Penalty: 3079.452881 Iteration 5F: 3 clusters Score -1217934 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4627 members Mstep: Class 2 contains 8406 members Entering Unmasked Estep Score: -1218311.875000 Penalty: 3079.452881 Iteration 6F: 3 clusters Score -1218312 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4381 members Mstep: Class 2 contains 8652 members Entering Unmasked Estep Score: -1218669.625000 Penalty: 3079.452881 Iteration 7Q: 3 clusters Score -1218670 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4170 members Mstep: Class 2 contains 8863 members Entering Unmasked Estep Score: -1218994.500000 Penalty: 3079.452881 Iteration 8Q: 3 clusters Score -1218994 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4005 members Mstep: Class 2 contains 9028 members Entering Unmasked Estep Score: -1219231.375000 Penalty: 3079.452881 Iteration 9Q: 3 clusters Score -1219231 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 9174 members Entering Unmasked Estep Score: -1219400.750000 Penalty: 3079.452881 Iteration 10Q: 3 clusters Score -1219401 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3742 members Mstep: Class 2 contains 9291 members Entering Unmasked Estep Score: -1219522.250000 Penalty: 3079.452881 Iteration 11Q: 3 clusters Score -1219522 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3635 members Mstep: Class 2 contains 9398 members Entering Unmasked Estep Score: -1219611.375000 Penalty: 3079.452881 Iteration 12Q: 3 clusters Score -1219611 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3551 members Mstep: Class 2 contains 9482 members Entering Unmasked Estep Score: -1219665.250000 Penalty: 3079.452881 Iteration 13Q: 3 clusters Score -1219665 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3476 members Mstep: Class 2 contains 9557 members Entering Unmasked Estep Score: -1219700.875000 Penalty: 3079.452881 Iteration 14Q: 3 clusters Score -1219701 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3403 members Mstep: Class 2 contains 9630 members Entering Unmasked Estep Score: -1219733.500000 Penalty: 3079.452881 Iteration 15Q: 3 clusters Score -1219734 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3316 members Mstep: Class 2 contains 9717 members Entering Unmasked Estep Score: -1219776.250000 Penalty: 3079.452881 Iteration 16Q: 3 clusters Score -1219776 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3248 members Mstep: Class 2 contains 9785 members Entering Unmasked Estep Score: -1219806.250000 Penalty: 3079.452881 Iteration 17Q: 3 clusters Score -1219806 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3195 members Mstep: Class 2 contains 9838 members Entering Unmasked Estep Score: -1219834.000000 Penalty: 3079.452881 Iteration 18Q: 3 clusters Score -1219834 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3140 members Mstep: Class 2 contains 9893 members Entering Unmasked Estep Score: -1219851.000000 Penalty: 3079.452881 Iteration 19Q: 3 clusters Score -1219851 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3087 members Mstep: Class 2 contains 9946 members Entering Unmasked Estep Score: -1219870.500000 Penalty: 3079.452881 Iteration 20F: 3 clusters Score -1219870 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3038 members Mstep: Class 2 contains 9995 members Entering Unmasked Estep Score: -1219892.500000 Penalty: 3079.452881 Iteration 21Q: 3 clusters Score -1219892 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2973 members Mstep: Class 2 contains 10060 members Entering Unmasked Estep Score: -1219922.375000 Penalty: 3079.452881 Iteration 22Q: 3 clusters Score -1219922 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2897 members Mstep: Class 2 contains 10136 members Entering Unmasked Estep Score: -1219961.000000 Penalty: 3079.452881 Iteration 23Q: 3 clusters Score -1219961 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2797 members Mstep: Class 2 contains 10236 members Entering Unmasked Estep Score: -1220012.375000 Penalty: 3079.452881 Iteration 24Q: 3 clusters Score -1220012 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2723 members Mstep: Class 2 contains 10310 members Entering Unmasked Estep Score: -1220061.500000 Penalty: 3079.452881 Iteration 25Q: 3 clusters Score -1220062 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2645 members Mstep: Class 2 contains 10388 members Entering Unmasked Estep Score: -1220114.875000 Penalty: 3079.452881 Iteration 26Q: 3 clusters Score -1220115 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 10473 members Entering Unmasked Estep Score: -1220168.625000 Penalty: 3079.452881 Iteration 27Q: 3 clusters Score -1220169 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 10556 members Entering Unmasked Estep Score: -1220217.750000 Penalty: 3079.452881 Iteration 28Q: 3 clusters Score -1220218 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2429 members Mstep: Class 2 contains 10604 members Entering Unmasked Estep Score: -1220243.750000 Penalty: 3079.452881 Iteration 29Q: 3 clusters Score -1220244 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2382 members Mstep: Class 2 contains 10651 members Entering Unmasked Estep Score: -1220273.750000 Penalty: 3079.452881 Iteration 30Q: 3 clusters Score -1220274 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 10705 members Entering Unmasked Estep Score: -1220305.500000 Penalty: 3079.452881 Iteration 31Q: 3 clusters Score -1220306 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Mstep: Class 2 contains 10748 members Entering Unmasked Estep Score: -1220331.750000 Penalty: 3079.452881 Iteration 32Q: 3 clusters Score -1220332 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 10805 members Entering Unmasked Estep Score: -1220359.500000 Penalty: 3079.452881 Iteration 33Q: 3 clusters Score -1220360 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2164 members Mstep: Class 2 contains 10869 members Entering Unmasked Estep Score: -1220388.000000 Penalty: 3079.452881 Iteration 34Q: 3 clusters Score -1220388 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 10921 members Entering Unmasked Estep Score: -1220417.125000 Penalty: 3079.452881 Iteration 35Q: 3 clusters Score -1220417 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2065 members Mstep: Class 2 contains 10968 members Entering Unmasked Estep Score: -1220443.125000 Penalty: 3079.452881 Iteration 36Q: 3 clusters Score -1220443 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 11013 members Entering Unmasked Estep Score: -1220469.500000 Penalty: 3079.452881 Iteration 37Q: 3 clusters Score -1220470 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 11053 members Entering Unmasked Estep Score: -1220490.500000 Penalty: 3079.452881 Iteration 38Q: 3 clusters Score -1220490 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 11093 members Entering Unmasked Estep Score: -1220509.250000 Penalty: 3079.452881 Iteration 39Q: 3 clusters Score -1220509 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 11125 members Entering Unmasked Estep Score: -1220522.125000 Penalty: 3079.452881 Iteration 40F: 3 clusters Score -1220522 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 11147 members Entering Unmasked Estep Score: -1220530.875000 Penalty: 3079.452881 Iteration 41Q: 3 clusters Score -1220531 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 11174 members Entering Unmasked Estep Score: -1220539.750000 Penalty: 3079.452881 Iteration 42Q: 3 clusters Score -1220540 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 11198 members Entering Unmasked Estep Score: -1220541.500000 Penalty: 3079.452881 Iteration 43Q: 3 clusters Score -1220542 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 11221 members Entering Unmasked Estep Score: -1220546.625000 Penalty: 3079.452881 Iteration 44Q: 3 clusters Score -1220547 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 11236 members Entering Unmasked Estep Score: -1220551.000000 Penalty: 3079.452881 Iteration 45Q: 3 clusters Score -1220551 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 11245 members Entering Unmasked Estep Score: -1220552.875000 Penalty: 3079.452881 Iteration 46Q: 3 clusters Score -1220553 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 11252 members Entering Unmasked Estep Score: -1220551.500000 Penalty: 3079.452881 Iteration 47Q: 3 clusters Score -1220552 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 11256 members Entering Unmasked Estep Score: -1220554.875000 Penalty: 3079.452881 Iteration 48Q: 3 clusters Score -1220555 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 11264 members Entering Unmasked Estep Score: -1220555.875000 Penalty: 3079.452881 Iteration 49Q: 3 clusters Score -1220556 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 11277 members Entering Unmasked Estep Score: -1220559.125000 Penalty: 3079.452881 Iteration 50Q: 3 clusters Score -1220559 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 11289 members Entering Unmasked Estep Score: -1220561.125000 Penalty: 3079.452881 Iteration 51Q: 3 clusters Score -1220561 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 11298 members Entering Unmasked Estep Score: -1220561.250000 Penalty: 3079.452881 Iteration 52Q: 3 clusters Score -1220561 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 11305 members Entering Unmasked Estep Score: -1220565.250000 Penalty: 3079.452881 Iteration 53Q: 3 clusters Score -1220565 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 11309 members Entering Unmasked Estep Score: -1220566.125000 Penalty: 3079.452881 Iteration 54Q: 3 clusters Score -1220566 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 11313 members Entering Unmasked Estep Score: -1220567.000000 Penalty: 3079.452881 Iteration 55Q: 3 clusters Score -1220567 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 11320 members Entering Unmasked Estep Score: -1220567.375000 Penalty: 3079.452881 Iteration 56Q: 3 clusters Score -1220567 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 11325 members Entering Unmasked Estep Score: -1220566.375000 Penalty: 3079.452881 Iteration 57Q: 3 clusters Score -1220566 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 11329 members Entering Unmasked Estep Score: -1220567.000000 Penalty: 3079.452881 Iteration 58Q: 3 clusters Score -1220567 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 11333 members Entering Unmasked Estep Score: -1220564.750000 Penalty: 3079.452881 Iteration 59Q: 3 clusters Score -1220565 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 11332 members Entering Unmasked Estep Score: -1220563.875000 Penalty: 3079.452881 Iteration 60F: 3 clusters Score -1220564 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (697 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Entering Unmasked Estep Score: -58775.191406 Penalty: 1063.852661 Iteration 0F: 2 clusters Score -58775.19 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -57727.277344 Penalty: 2127.705322 Iteration 0F: 3 clusters Score -57727.28 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -58206.050781 Penalty: 2127.705322 Iteration 1F: 3 clusters Score -58206.05 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -58817.746094 Penalty: 2127.705322 Iteration 2F: 3 clusters Score -58817.75 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -59115.082031 Penalty: 2127.705322 Iteration 3F: 3 clusters Score -59115.08 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -59285.156250 Penalty: 2127.705322 Iteration 4F: 3 clusters Score -59285.16 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -59528.750000 Penalty: 2127.705322 Iteration 5Q: 3 clusters Score -59528.75 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -59596.808594 Penalty: 2127.705322 Iteration 6Q: 3 clusters Score -59596.81 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -59613.855469 Penalty: 2127.705322 Iteration 7Q: 3 clusters Score -59613.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -59614.410156 Penalty: 2127.705322 Iteration 8Q: 3 clusters Score -59614.41 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -59614.410156 Penalty: 2127.705322 Iteration 9F: 3 clusters Score -59614.41 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 88504 members Mstep: Class 2 contains 9271 members Mstep: Class 3 contains 146857 members Mstep: Class 4 contains 3405 members Mstep: Class 5 contains 2404 members Mstep: Class 6 contains 5069 members Mstep: Class 7 contains 873 members Mstep: Class 8 contains 1419 members Mstep: Class 9 contains 31409 members Mstep: Class 10 contains 9238 members Mstep: Class 11 contains 1295 members Mstep: Class 12 contains 1114 members Mstep: Class 13 contains 13033 members Mstep: Class 14 contains 274 members Mstep: Class 15 contains 5481 members Mstep: Class 16 contains 14617 members Mstep: Class 17 contains 3266 members Mstep: Class 18 contains 1389 members Mstep: Class 19 contains 972 members Mstep: Class 20 contains 3392 members Mstep: Class 21 contains 876 members Mstep: Class 22 contains 423 members Entering Unmasked Estep Score: -33068498.000000 Penalty: 45581.875000 Splitting cluster 14 changes total score from -33060226.000000 to -33068498.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 15 (5481 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5481 members Entering Unmasked Estep Score: -504746.812500 Penalty: 1398.969482 Iteration 0F: 2 clusters Score -504746.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2676 members Mstep: Class 2 contains 2805 members Entering Unmasked Estep Score: -500454.125000 Penalty: 2797.938965 Iteration 0F: 3 clusters Score -500454.1 nChanged 2282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2528 members Mstep: Class 2 contains 2953 members Entering Unmasked Estep Score: -502112.250000 Penalty: 2797.938965 Iteration 1F: 3 clusters Score -502112.2 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 2970 members Entering Unmasked Estep Score: -502978.281250 Penalty: 2797.938965 Iteration 2F: 3 clusters Score -502978.3 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2593 members Mstep: Class 2 contains 2888 members Entering Unmasked Estep Score: -504176.843750 Penalty: 2797.938965 Iteration 3F: 3 clusters Score -504176.8 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2693 members Mstep: Class 2 contains 2788 members Entering Unmasked Estep Score: -505125.281250 Penalty: 2797.938965 Iteration 4F: 3 clusters Score -505125.3 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2789 members Mstep: Class 2 contains 2692 members Entering Unmasked Estep Score: -505538.281250 Penalty: 2797.938965 Iteration 5F: 3 clusters Score -505538.3 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2844 members Mstep: Class 2 contains 2637 members Entering Unmasked Estep Score: -505675.875000 Penalty: 2797.938965 Iteration 6Q: 3 clusters Score -505675.9 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2867 members Mstep: Class 2 contains 2614 members Entering Unmasked Estep Score: -505723.125000 Penalty: 2797.938965 Iteration 7Q: 3 clusters Score -505723.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2893 members Mstep: Class 2 contains 2588 members Entering Unmasked Estep Score: -505749.687500 Penalty: 2797.938965 Iteration 8Q: 3 clusters Score -505749.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2897 members Mstep: Class 2 contains 2584 members Entering Unmasked Estep Score: -505763.250000 Penalty: 2797.938965 Iteration 9Q: 3 clusters Score -505763.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 2574 members Entering Unmasked Estep Score: -505772.593750 Penalty: 2797.938965 Iteration 10Q: 3 clusters Score -505772.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2913 members Mstep: Class 2 contains 2568 members Entering Unmasked Estep Score: -505780.281250 Penalty: 2797.938965 Iteration 11Q: 3 clusters Score -505780.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2925 members Mstep: Class 2 contains 2556 members Entering Unmasked Estep Score: -505792.875000 Penalty: 2797.938965 Iteration 12Q: 3 clusters Score -505792.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2933 members Mstep: Class 2 contains 2548 members Entering Unmasked Estep Score: -505798.187500 Penalty: 2797.938965 Iteration 13Q: 3 clusters Score -505798.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2938 members Mstep: Class 2 contains 2543 members Entering Unmasked Estep Score: -505803.687500 Penalty: 2797.938965 Iteration 14Q: 3 clusters Score -505803.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2940 members Mstep: Class 2 contains 2541 members Entering Unmasked Estep Score: -505809.062500 Penalty: 2797.938965 Iteration 15Q: 3 clusters Score -505809.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2941 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -505814.843750 Penalty: 2797.938965 Iteration 16Q: 3 clusters Score -505814.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2937 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -505817.843750 Penalty: 2797.938965 Iteration 17Q: 3 clusters Score -505817.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2931 members Mstep: Class 2 contains 2550 members Entering Unmasked Estep Score: -505819.687500 Penalty: 2797.938965 Iteration 18Q: 3 clusters Score -505819.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2928 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -505820.343750 Penalty: 2797.938965 Iteration 19Q: 3 clusters Score -505820.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2927 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -505820.031250 Penalty: 2797.938965 Iteration 20F: 3 clusters Score -505820 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 88504 members Mstep: Class 2 contains 9271 members Mstep: Class 3 contains 146857 members Mstep: Class 4 contains 3405 members Mstep: Class 5 contains 2404 members Mstep: Class 6 contains 5069 members Mstep: Class 7 contains 873 members Mstep: Class 8 contains 1419 members Mstep: Class 9 contains 31409 members Mstep: Class 10 contains 9238 members Mstep: Class 11 contains 1295 members Mstep: Class 12 contains 1114 members Mstep: Class 13 contains 13033 members Mstep: Class 14 contains 274 members Mstep: Class 15 contains 2927 members Mstep: Class 16 contains 14617 members Mstep: Class 17 contains 3266 members Mstep: Class 18 contains 1389 members Mstep: Class 19 contains 972 members Mstep: Class 20 contains 3392 members Mstep: Class 21 contains 876 members Mstep: Class 22 contains 423 members Mstep: Class 23 contains 2554 members Entering Unmasked Estep Score: -33068896.000000 Penalty: 47653.777344 Splitting cluster 15 changes total score from -33060226.000000 to -33068896.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 16 (14617 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14617 members Entering Unmasked Estep Score: -1335028.125000 Penalty: 1558.365234 Iteration 0F: 2 clusters Score -1335028 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7324 members Mstep: Class 2 contains 7293 members Entering Unmasked Estep Score: -1324876.000000 Penalty: 3116.730469 Iteration 0F: 3 clusters Score -1324876 nChanged 6483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7425 members Mstep: Class 2 contains 7192 members Entering Unmasked Estep Score: -1328302.750000 Penalty: 3116.730469 Iteration 1F: 3 clusters Score -1328303 nChanged 748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7585 members Mstep: Class 2 contains 7032 members Entering Unmasked Estep Score: -1328564.375000 Penalty: 3116.730469 Iteration 2F: 3 clusters Score -1328564 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7766 members Mstep: Class 2 contains 6851 members Entering Unmasked Estep Score: -1328760.500000 Penalty: 3116.730469 Iteration 3Q: 3 clusters Score -1328760 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7998 members Mstep: Class 2 contains 6619 members Entering Unmasked Estep Score: -1328925.125000 Penalty: 3116.730469 Iteration 4Q: 3 clusters Score -1328925 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8296 members Mstep: Class 2 contains 6321 members Entering Unmasked Estep Score: -1329105.250000 Penalty: 3116.730469 Iteration 5Q: 3 clusters Score -1329105 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8692 members Mstep: Class 2 contains 5925 members Entering Unmasked Estep Score: -1329313.875000 Penalty: 3116.730469 Iteration 6Q: 3 clusters Score -1329314 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9182 members Mstep: Class 2 contains 5435 members Entering Unmasked Estep Score: -1329589.250000 Penalty: 3116.730469 Iteration 7Q: 3 clusters Score -1329589 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9793 members Mstep: Class 2 contains 4824 members Entering Unmasked Estep Score: -1329938.125000 Penalty: 3116.730469 Iteration 8Q: 3 clusters Score -1329938 nChanged 750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10491 members Mstep: Class 2 contains 4126 members Entering Unmasked Estep Score: -1330390.625000 Penalty: 3116.730469 Iteration 9F: 3 clusters Score -1330391 nChanged 813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11266 members Mstep: Class 2 contains 3351 members Entering Unmasked Estep Score: -1331017.000000 Penalty: 3116.730469 Iteration 10F: 3 clusters Score -1331017 nChanged 859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12105 members Mstep: Class 2 contains 2512 members Entering Unmasked Estep Score: -1331755.000000 Penalty: 3116.730469 Iteration 11F: 3 clusters Score -1331755 nChanged 708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12789 members Mstep: Class 2 contains 1828 members Entering Unmasked Estep Score: -1332427.375000 Penalty: 3116.730469 Iteration 12Q: 3 clusters Score -1332427 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13270 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -1332988.125000 Penalty: 3116.730469 Iteration 13Q: 3 clusters Score -1332988 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13534 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -1333278.000000 Penalty: 3116.730469 Iteration 14Q: 3 clusters Score -1333278 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13683 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -1333394.875000 Penalty: 3116.730469 Iteration 15Q: 3 clusters Score -1333395 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13772 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -1333467.000000 Penalty: 3116.730469 Iteration 16Q: 3 clusters Score -1333467 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13831 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -1333519.500000 Penalty: 3116.730469 Iteration 17Q: 3 clusters Score -1333520 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13885 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -1333558.875000 Penalty: 3116.730469 Iteration 18Q: 3 clusters Score -1333559 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13926 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -1333602.375000 Penalty: 3116.730469 Iteration 19Q: 3 clusters Score -1333602 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13958 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -1333628.000000 Penalty: 3116.730469 Iteration 20F: 3 clusters Score -1333628 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13983 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -1333652.875000 Penalty: 3116.730469 Iteration 21Q: 3 clusters Score -1333653 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14000 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -1333671.875000 Penalty: 3116.730469 Iteration 22Q: 3 clusters Score -1333672 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14013 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -1333689.375000 Penalty: 3116.730469 Iteration 23Q: 3 clusters Score -1333689 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14021 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -1333700.250000 Penalty: 3116.730469 Iteration 24Q: 3 clusters Score -1333700 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14024 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -1333718.250000 Penalty: 3116.730469 Iteration 25Q: 3 clusters Score -1333718 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14031 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -1333738.375000 Penalty: 3116.730469 Iteration 26Q: 3 clusters Score -1333738 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14040 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -1333751.750000 Penalty: 3116.730469 Iteration 27Q: 3 clusters Score -1333752 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14043 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -1333765.375000 Penalty: 3116.730469 Iteration 28Q: 3 clusters Score -1333765 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14044 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -1333770.625000 Penalty: 3116.730469 Iteration 29Q: 3 clusters Score -1333771 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14045 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -1333778.000000 Penalty: 3116.730469 Iteration 30Q: 3 clusters Score -1333778 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14051 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -1333787.750000 Penalty: 3116.730469 Iteration 31Q: 3 clusters Score -1333788 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14058 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -1333789.500000 Penalty: 3116.730469 Iteration 32Q: 3 clusters Score -1333790 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14062 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -1333794.750000 Penalty: 3116.730469 Iteration 33Q: 3 clusters Score -1333795 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14065 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -1333796.750000 Penalty: 3116.730469 Iteration 34Q: 3 clusters Score -1333797 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14063 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -1333805.000000 Penalty: 3116.730469 Iteration 35Q: 3 clusters Score -1333805 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14066 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -1333808.625000 Penalty: 3116.730469 Iteration 36Q: 3 clusters Score -1333809 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14068 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -1333808.250000 Penalty: 3116.730469 Iteration 37Q: 3 clusters Score -1333808 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14069 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -1333811.500000 Penalty: 3116.730469 Iteration 38Q: 3 clusters Score -1333812 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14071 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -1333811.875000 Penalty: 3116.730469 Iteration 39Q: 3 clusters Score -1333812 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14069 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -1333816.125000 Penalty: 3116.730469 Iteration 40F: 3 clusters Score -1333816 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14071 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -1333823.000000 Penalty: 3116.730469 Iteration 41Q: 3 clusters Score -1333823 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14072 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -1333825.625000 Penalty: 3116.730469 Iteration 42Q: 3 clusters Score -1333826 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14073 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -1333827.125000 Penalty: 3116.730469 Iteration 43Q: 3 clusters Score -1333827 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14075 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -1333826.750000 Penalty: 3116.730469 Iteration 44Q: 3 clusters Score -1333827 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14078 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -1333828.750000 Penalty: 3116.730469 Iteration 45Q: 3 clusters Score -1333829 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14078 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -1333828.750000 Penalty: 3116.730469 Iteration 46F: 3 clusters Score -1333829 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (3266 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3266 members Entering Unmasked Estep Score: -321645.375000 Penalty: 1314.839722 Iteration 0F: 2 clusters Score -321645.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -318727.062500 Penalty: 2629.679443 Iteration 0F: 3 clusters Score -318727.1 nChanged 1250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -319416.062500 Penalty: 2629.679443 Iteration 1F: 3 clusters Score -319416.1 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -319581.875000 Penalty: 2629.679443 Iteration 2F: 3 clusters Score -319581.9 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -319673.312500 Penalty: 2629.679443 Iteration 3F: 3 clusters Score -319673.3 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -319731.375000 Penalty: 2629.679443 Iteration 4Q: 3 clusters Score -319731.4 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -319772.656250 Penalty: 2629.679443 Iteration 5Q: 3 clusters Score -319772.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -319801.906250 Penalty: 2629.679443 Iteration 6Q: 3 clusters Score -319801.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -319821.625000 Penalty: 2629.679443 Iteration 7Q: 3 clusters Score -319821.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -319834.187500 Penalty: 2629.679443 Iteration 8Q: 3 clusters Score -319834.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -319854.750000 Penalty: 2629.679443 Iteration 9Q: 3 clusters Score -319854.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -319878.656250 Penalty: 2629.679443 Iteration 10Q: 3 clusters Score -319878.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -319896.281250 Penalty: 2629.679443 Iteration 11Q: 3 clusters Score -319896.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -319917.687500 Penalty: 2629.679443 Iteration 12Q: 3 clusters Score -319917.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -319934.343750 Penalty: 2629.679443 Iteration 13Q: 3 clusters Score -319934.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -319953.062500 Penalty: 2629.679443 Iteration 14Q: 3 clusters Score -319953.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -319971.718750 Penalty: 2629.679443 Iteration 15Q: 3 clusters Score -319971.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -319985.343750 Penalty: 2629.679443 Iteration 16Q: 3 clusters Score -319985.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -319999.750000 Penalty: 2629.679443 Iteration 17Q: 3 clusters Score -319999.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -320012.312500 Penalty: 2629.679443 Iteration 18Q: 3 clusters Score -320012.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -320023.687500 Penalty: 2629.679443 Iteration 19Q: 3 clusters Score -320023.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -320033.531250 Penalty: 2629.679443 Iteration 20F: 3 clusters Score -320033.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 2030 members Entering Unmasked Estep Score: -320041.343750 Penalty: 2629.679443 Iteration 21Q: 3 clusters Score -320041.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -320051.781250 Penalty: 2629.679443 Iteration 22Q: 3 clusters Score -320051.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -320058.968750 Penalty: 2629.679443 Iteration 23Q: 3 clusters Score -320059 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -320066.625000 Penalty: 2629.679443 Iteration 24Q: 3 clusters Score -320066.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -320078.625000 Penalty: 2629.679443 Iteration 25Q: 3 clusters Score -320078.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -320088.625000 Penalty: 2629.679443 Iteration 26Q: 3 clusters Score -320088.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -320102.531250 Penalty: 2629.679443 Iteration 27Q: 3 clusters Score -320102.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 2117 members Entering Unmasked Estep Score: -320115.781250 Penalty: 2629.679443 Iteration 28Q: 3 clusters Score -320115.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -320130.406250 Penalty: 2629.679443 Iteration 29Q: 3 clusters Score -320130.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -320141.250000 Penalty: 2629.679443 Iteration 30Q: 3 clusters Score -320141.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -320148.093750 Penalty: 2629.679443 Iteration 31Q: 3 clusters Score -320148.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -320152.468750 Penalty: 2629.679443 Iteration 32Q: 3 clusters Score -320152.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -320157.250000 Penalty: 2629.679443 Iteration 33Q: 3 clusters Score -320157.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -320160.125000 Penalty: 2629.679443 Iteration 34Q: 3 clusters Score -320160.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -320163.468750 Penalty: 2629.679443 Iteration 35Q: 3 clusters Score -320163.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 2200 members Entering Unmasked Estep Score: -320166.656250 Penalty: 2629.679443 Iteration 36Q: 3 clusters Score -320166.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 2208 members Entering Unmasked Estep Score: -320171.218750 Penalty: 2629.679443 Iteration 37Q: 3 clusters Score -320171.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -320175.531250 Penalty: 2629.679443 Iteration 38Q: 3 clusters Score -320175.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -320178.406250 Penalty: 2629.679443 Iteration 39Q: 3 clusters Score -320178.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -320181.031250 Penalty: 2629.679443 Iteration 40F: 3 clusters Score -320181 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -320185.906250 Penalty: 2629.679443 Iteration 41Q: 3 clusters Score -320185.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 2247 members Entering Unmasked Estep Score: -320189.625000 Penalty: 2629.679443 Iteration 42Q: 3 clusters Score -320189.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -320191.625000 Penalty: 2629.679443 Iteration 43Q: 3 clusters Score -320191.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -320193.906250 Penalty: 2629.679443 Iteration 44Q: 3 clusters Score -320193.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 2261 members Entering Unmasked Estep Score: -320197.750000 Penalty: 2629.679443 Iteration 45Q: 3 clusters Score -320197.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -320202.906250 Penalty: 2629.679443 Iteration 46Q: 3 clusters Score -320202.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -320206.125000 Penalty: 2629.679443 Iteration 47Q: 3 clusters Score -320206.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 2280 members Entering Unmasked Estep Score: -320210.750000 Penalty: 2629.679443 Iteration 48Q: 3 clusters Score -320210.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -320212.125000 Penalty: 2629.679443 Iteration 49Q: 3 clusters Score -320212.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -320214.375000 Penalty: 2629.679443 Iteration 50Q: 3 clusters Score -320214.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -320215.812500 Penalty: 2629.679443 Iteration 51Q: 3 clusters Score -320215.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -320216.687500 Penalty: 2629.679443 Iteration 52Q: 3 clusters Score -320216.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 2292 members Entering Unmasked Estep Score: -320217.937500 Penalty: 2629.679443 Iteration 53Q: 3 clusters Score -320217.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 2294 members Entering Unmasked Estep Score: -320218.593750 Penalty: 2629.679443 Iteration 54Q: 3 clusters Score -320218.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -320220.562500 Penalty: 2629.679443 Iteration 55Q: 3 clusters Score -320220.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 2297 members Entering Unmasked Estep Score: -320221.843750 Penalty: 2629.679443 Iteration 56Q: 3 clusters Score -320221.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -320223.375000 Penalty: 2629.679443 Iteration 57Q: 3 clusters Score -320223.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -320224.812500 Penalty: 2629.679443 Iteration 58Q: 3 clusters Score -320224.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -320225.500000 Penalty: 2629.679443 Iteration 59Q: 3 clusters Score -320225.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -320227.000000 Penalty: 2629.679443 Iteration 60F: 3 clusters Score -320227 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 2310 members Entering Unmasked Estep Score: -320226.750000 Penalty: 2629.679443 Iteration 61Q: 3 clusters Score -320226.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 2310 members Entering Unmasked Estep Score: -320227.281250 Penalty: 2629.679443 Iteration 62Q: 3 clusters Score -320227.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 2310 members Entering Unmasked Estep Score: -320227.281250 Penalty: 2629.679443 Iteration 63F: 3 clusters Score -320227.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1389 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Entering Unmasked Estep Score: -129919.968750 Penalty: 1175.905151 Iteration 0F: 2 clusters Score -129920 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -128242.210938 Penalty: 2351.810303 Iteration 0F: 3 clusters Score -128242.2 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -128663.523438 Penalty: 2351.810303 Iteration 1F: 3 clusters Score -128663.5 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -128791.132812 Penalty: 2351.810303 Iteration 2F: 3 clusters Score -128791.1 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -128906.570312 Penalty: 2351.810303 Iteration 3F: 3 clusters Score -128906.6 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -129142.281250 Penalty: 2351.810303 Iteration 4F: 3 clusters Score -129142.3 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -129386.054688 Penalty: 2351.810303 Iteration 5F: 3 clusters Score -129386.1 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -129555.132812 Penalty: 2351.810303 Iteration 6F: 3 clusters Score -129555.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -129652.312500 Penalty: 2351.810303 Iteration 7Q: 3 clusters Score -129652.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -129689.679688 Penalty: 2351.810303 Iteration 8Q: 3 clusters Score -129689.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -129702.859375 Penalty: 2351.810303 Iteration 9Q: 3 clusters Score -129702.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -129709.921875 Penalty: 2351.810303 Iteration 10Q: 3 clusters Score -129709.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -129714.906250 Penalty: 2351.810303 Iteration 11Q: 3 clusters Score -129714.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -129723.804688 Penalty: 2351.810303 Iteration 12Q: 3 clusters Score -129723.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -129730.882812 Penalty: 2351.810303 Iteration 13Q: 3 clusters Score -129730.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -129735.796875 Penalty: 2351.810303 Iteration 14Q: 3 clusters Score -129735.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -129743.460938 Penalty: 2351.810303 Iteration 15Q: 3 clusters Score -129743.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -129754.445312 Penalty: 2351.810303 Iteration 16Q: 3 clusters Score -129754.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -129762.687500 Penalty: 2351.810303 Iteration 17Q: 3 clusters Score -129762.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -129785.710938 Penalty: 2351.810303 Iteration 18Q: 3 clusters Score -129785.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -129801.429688 Penalty: 2351.810303 Iteration 19Q: 3 clusters Score -129801.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -129806.148438 Penalty: 2351.810303 Iteration 20F: 3 clusters Score -129806.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -129812.000000 Penalty: 2351.810303 Iteration 21Q: 3 clusters Score -129812 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -129814.328125 Penalty: 2351.810303 Iteration 22Q: 3 clusters Score -129814.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -129814.328125 Penalty: 2351.810303 Iteration 23F: 3 clusters Score -129814.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (972 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Entering Unmasked Estep Score: -88720.804688 Penalty: 1117.895386 Iteration 0F: 2 clusters Score -88720.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -87333.476562 Penalty: 2235.790771 Iteration 0F: 3 clusters Score -87333.48 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -87572.843750 Penalty: 2235.790771 Iteration 1F: 3 clusters Score -87572.84 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -87638.593750 Penalty: 2235.790771 Iteration 2F: 3 clusters Score -87638.59 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -87675.218750 Penalty: 2235.790771 Iteration 3Q: 3 clusters Score -87675.22 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -87690.125000 Penalty: 2235.790771 Iteration 4Q: 3 clusters Score -87690.12 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -87697.875000 Penalty: 2235.790771 Iteration 5Q: 3 clusters Score -87697.88 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -87701.515625 Penalty: 2235.790771 Iteration 6Q: 3 clusters Score -87701.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -87702.203125 Penalty: 2235.790771 Iteration 7Q: 3 clusters Score -87702.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -87702.203125 Penalty: 2235.790771 Iteration 8F: 3 clusters Score -87702.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 2 contains 9271 members Mstep: Class 3 contains 146857 members Mstep: Class 4 contains 3405 members Mstep: Class 5 contains 2404 members Mstep: Class 6 contains 5069 members Mstep: Class 7 contains 873 members Mstep: Class 8 contains 1419 members Mstep: Class 9 contains 31409 members Mstep: Class 10 contains 9238 members Mstep: Class 11 contains 1295 members Mstep: Class 12 contains 1114 members Mstep: Class 13 contains 13033 members Mstep: Class 14 contains 274 members Mstep: Class 15 contains 2927 members Mstep: Class 16 contains 14617 members Mstep: Class 17 contains 3266 members Mstep: Class 18 contains 1389 members Mstep: Class 19 contains 972 members Entering Unmasked Estep ConsiderDeletion Score: -33071924.000000 Penalty: 47653.777344 Iteration 79Q: 24 clusters Score -3.307192e+07 nChanged 3210 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 88373 members Mstep: Class 2 contains 10976 members Mstep: Class 3 contains 146864 members Mstep: Class 4 contains 3378 members Mstep: Class 5 contains 2397 members Mstep: Class 6 contains 5065 members Mstep: Class 7 contains 889 members Mstep: Class 8 contains 1421 members Mstep: Class 9 contains 31693 members Mstep: Class 10 contains 9000 members Mstep: Class 11 contains 1285 members Mstep: Class 12 contains 1116 members Mstep: Class 13 contains 13302 members Mstep: Class 14 contains 294 members Mstep: Class 15 contains 3039 members Mstep: Class 16 contains 13018 members Mstep: Class 17 contains 3266 members Mstep: Class 18 contains 1387 members Mstep: Class 19 contains 973 members Mstep: Class 20 contains 3073 members Mstep: Class 21 contains 862 members Mstep: Class 22 contains 425 members Mstep: Class 23 contains 2488 members Entering Unmasked Estep ConsiderDeletion Score: -33074672.000000 Penalty: 47653.777344 Iteration 80F: 24 clusters Score -3.307467e+07 nChanged 2625 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 88499 members Mstep: Class 2 contains 11814 members Mstep: Class 3 contains 146844 members Mstep: Class 4 contains 3337 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5069 members Mstep: Class 7 contains 871 members Mstep: Class 8 contains 1421 members Mstep: Class 9 contains 32136 members Mstep: Class 10 contains 8768 members Mstep: Class 11 contains 1115 members Mstep: Class 12 contains 1116 members Mstep: Class 13 contains 13483 members Mstep: Class 14 contains 294 members Mstep: Class 15 contains 3006 members Mstep: Class 16 contains 11960 members Mstep: Class 17 contains 3267 members Mstep: Class 18 contains 1385 members Mstep: Class 19 contains 963 members Mstep: Class 20 contains 2961 members Mstep: Class 21 contains 916 members Mstep: Class 22 contains 431 members Mstep: Class 23 contains 2538 members Entering Unmasked Estep ConsiderDeletion Score: -33076320.000000 Penalty: 47653.777344 Iteration 81Q: 24 clusters Score -3.307632e+07 nChanged 2063 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 88636 members Mstep: Class 2 contains 12391 members Mstep: Class 3 contains 146841 members Mstep: Class 4 contains 3315 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5071 members Mstep: Class 7 contains 858 members Mstep: Class 8 contains 1423 members Mstep: Class 9 contains 32505 members Mstep: Class 10 contains 8579 members Mstep: Class 11 contains 977 members Mstep: Class 12 contains 1120 members Mstep: Class 13 contains 13630 members Mstep: Class 14 contains 294 members Mstep: Class 15 contains 2994 members Mstep: Class 16 contains 11194 members Mstep: Class 17 contains 3266 members Mstep: Class 18 contains 1385 members Mstep: Class 19 contains 964 members Mstep: Class 20 contains 2836 members Mstep: Class 21 contains 935 members Mstep: Class 22 contains 433 members Mstep: Class 23 contains 2548 members Entering Unmasked Estep ConsiderDeletion Score: -33077464.000000 Penalty: 47653.777344 Iteration 82Q: 24 clusters Score -3.307746e+07 nChanged 1805 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 88790 members Mstep: Class 2 contains 12791 members Mstep: Class 3 contains 146825 members Mstep: Class 4 contains 3293 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5072 members Mstep: Class 7 contains 848 members Mstep: Class 8 contains 1423 members Mstep: Class 9 contains 32892 members Mstep: Class 10 contains 8390 members Mstep: Class 11 contains 835 members Mstep: Class 12 contains 1121 members Mstep: Class 13 contains 13737 members Mstep: Class 14 contains 294 members Mstep: Class 15 contains 2987 members Mstep: Class 16 contains 10605 members Mstep: Class 17 contains 3265 members Mstep: Class 18 contains 1385 members Mstep: Class 19 contains 956 members Mstep: Class 20 contains 2744 members Mstep: Class 21 contains 940 members Mstep: Class 22 contains 435 members Mstep: Class 23 contains 2567 members Entering Unmasked Estep ConsiderDeletion Score: -33078374.000000 Penalty: 47653.777344 Iteration 83Q: 24 clusters Score -3.307837e+07 nChanged 1561 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 88945 members Mstep: Class 2 contains 13068 members Mstep: Class 3 contains 146813 members Mstep: Class 4 contains 3272 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5070 members Mstep: Class 7 contains 836 members Mstep: Class 8 contains 1423 members Mstep: Class 9 contains 33224 members Mstep: Class 10 contains 8251 members Mstep: Class 11 contains 735 members Mstep: Class 12 contains 1120 members Mstep: Class 13 contains 13830 members Mstep: Class 14 contains 292 members Mstep: Class 15 contains 2970 members Mstep: Class 16 contains 10105 members Mstep: Class 17 contains 3264 members Mstep: Class 18 contains 1384 members Mstep: Class 19 contains 950 members Mstep: Class 20 contains 2668 members Mstep: Class 21 contains 943 members Mstep: Class 22 contains 437 members Mstep: Class 23 contains 2596 members Entering Unmasked Estep ConsiderDeletion Score: -33079004.000000 Penalty: 47653.777344 Iteration 84Q: 24 clusters Score -3.3079e+07 nChanged 1266 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 89097 members Mstep: Class 2 contains 13150 members Mstep: Class 3 contains 146793 members Mstep: Class 4 contains 3254 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5068 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 1423 members Mstep: Class 9 contains 33536 members Mstep: Class 10 contains 8124 members Mstep: Class 11 contains 654 members Mstep: Class 12 contains 1120 members Mstep: Class 13 contains 13916 members Mstep: Class 14 contains 292 members Mstep: Class 15 contains 2948 members Mstep: Class 16 contains 9802 members Mstep: Class 17 contains 3263 members Mstep: Class 18 contains 1383 members Mstep: Class 19 contains 946 members Mstep: Class 20 contains 2594 members Mstep: Class 21 contains 941 members Mstep: Class 22 contains 437 members Mstep: Class 23 contains 2626 members Entering Unmasked Estep ConsiderDeletion Score: -33079478.000000 Penalty: 47653.777344 Iteration 85Q: 24 clusters Score -3.307948e+07 nChanged 1022 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 89226 members Mstep: Class 2 contains 13111 members Mstep: Class 3 contains 146771 members Mstep: Class 4 contains 3239 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5067 members Mstep: Class 7 contains 825 members Mstep: Class 8 contains 1423 members Mstep: Class 9 contains 33837 members Mstep: Class 10 contains 7982 members Mstep: Class 11 contains 597 members Mstep: Class 12 contains 1122 members Mstep: Class 13 contains 13972 members Mstep: Class 14 contains 292 members Mstep: Class 15 contains 2918 members Mstep: Class 16 contains 9643 members Mstep: Class 17 contains 3263 members Mstep: Class 18 contains 1383 members Mstep: Class 19 contains 946 members Mstep: Class 20 contains 2552 members Mstep: Class 21 contains 940 members Mstep: Class 22 contains 437 members Mstep: Class 23 contains 2650 members Entering Unmasked Estep ConsiderDeletion Score: -33079802.000000 Penalty: 47653.777344 Iteration 86Q: 24 clusters Score -3.30798e+07 nChanged 875 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 89332 members Mstep: Class 2 contains 13046 members Mstep: Class 3 contains 146768 members Mstep: Class 4 contains 3239 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5061 members Mstep: Class 7 contains 820 members Mstep: Class 8 contains 1423 members Mstep: Class 9 contains 34100 members Mstep: Class 10 contains 7810 members Mstep: Class 11 contains 550 members Mstep: Class 12 contains 1122 members Mstep: Class 13 contains 14017 members Mstep: Class 14 contains 292 members Mstep: Class 15 contains 2888 members Mstep: Class 16 contains 9549 members Mstep: Class 17 contains 3263 members Mstep: Class 18 contains 1383 members Mstep: Class 19 contains 949 members Mstep: Class 20 contains 2530 members Mstep: Class 21 contains 940 members Mstep: Class 22 contains 437 members Mstep: Class 23 contains 2677 members Entering Unmasked Estep ConsiderDeletion Score: -33080088.000000 Penalty: 47653.777344 Iteration 87Q: 24 clusters Score -3.308009e+07 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 89423 members Mstep: Class 2 contains 12979 members Mstep: Class 3 contains 146744 members Mstep: Class 4 contains 3241 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5058 members Mstep: Class 7 contains 817 members Mstep: Class 8 contains 1423 members Mstep: Class 9 contains 34363 members Mstep: Class 10 contains 7646 members Mstep: Class 11 contains 509 members Mstep: Class 12 contains 1122 members Mstep: Class 13 contains 14063 members Mstep: Class 14 contains 292 members Mstep: Class 15 contains 2858 members Mstep: Class 16 contains 9493 members Mstep: Class 17 contains 3263 members Mstep: Class 18 contains 1383 members Mstep: Class 19 contains 947 members Mstep: Class 20 contains 2495 members Mstep: Class 21 contains 940 members Mstep: Class 22 contains 437 members Mstep: Class 23 contains 2700 members Entering Unmasked Estep ConsiderDeletion Score: -33080336.000000 Penalty: 47653.777344 Iteration 88Q: 24 clusters Score -3.308034e+07 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 89497 members Mstep: Class 2 contains 12922 members Mstep: Class 3 contains 146730 members Mstep: Class 4 contains 3240 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5053 members Mstep: Class 7 contains 816 members Mstep: Class 8 contains 1422 members Mstep: Class 9 contains 34622 members Mstep: Class 10 contains 7463 members Mstep: Class 11 contains 478 members Mstep: Class 12 contains 1122 members Mstep: Class 13 contains 14096 members Mstep: Class 14 contains 292 members Mstep: Class 15 contains 2822 members Mstep: Class 16 contains 9453 members Mstep: Class 17 contains 3263 members Mstep: Class 18 contains 1383 members Mstep: Class 19 contains 945 members Mstep: Class 20 contains 2476 members Mstep: Class 21 contains 940 members Mstep: Class 22 contains 437 members Mstep: Class 23 contains 2724 members Entering Unmasked Estep ConsiderDeletion Score: -33080382.000000 Penalty: 47653.777344 Iteration 89Q: 24 clusters Score -3.308038e+07 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 89564 members Mstep: Class 2 contains 12866 members Mstep: Class 3 contains 146699 members Mstep: Class 4 contains 3234 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5052 members Mstep: Class 7 contains 814 members Mstep: Class 8 contains 1422 members Mstep: Class 9 contains 34842 members Mstep: Class 10 contains 7311 members Mstep: Class 11 contains 457 members Mstep: Class 12 contains 1122 members Mstep: Class 13 contains 14122 members Mstep: Class 14 contains 292 members Mstep: Class 15 contains 2800 members Mstep: Class 16 contains 9439 members Mstep: Class 17 contains 3263 members Mstep: Class 18 contains 1381 members Mstep: Class 19 contains 944 members Mstep: Class 20 contains 2456 members Mstep: Class 21 contains 940 members Mstep: Class 22 contains 437 members Mstep: Class 23 contains 2739 members Entering Unmasked Estep ConsiderDeletion Score: -33080482.000000 Penalty: 47653.777344 Iteration 90Q: 24 clusters Score -3.308048e+07 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 89615 members Mstep: Class 2 contains 12822 members Mstep: Class 3 contains 146654 members Mstep: Class 4 contains 3227 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5052 members Mstep: Class 7 contains 812 members Mstep: Class 8 contains 1422 members Mstep: Class 9 contains 35039 members Mstep: Class 10 contains 7197 members Mstep: Class 11 contains 437 members Mstep: Class 12 contains 1122 members Mstep: Class 13 contains 14148 members Mstep: Class 14 contains 292 members Mstep: Class 15 contains 2779 members Mstep: Class 16 contains 9425 members Mstep: Class 17 contains 3263 members Mstep: Class 18 contains 1380 members Mstep: Class 19 contains 944 members Mstep: Class 20 contains 2435 members Mstep: Class 21 contains 940 members Mstep: Class 22 contains 437 members Mstep: Class 23 contains 2754 members Entering Unmasked Estep ConsiderDeletion Score: -33080634.000000 Penalty: 47653.777344 Iteration 91Q: 24 clusters Score -3.308063e+07 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 89658 members Mstep: Class 2 contains 12782 members Mstep: Class 3 contains 146588 members Mstep: Class 4 contains 3217 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5052 members Mstep: Class 7 contains 810 members Mstep: Class 8 contains 1422 members Mstep: Class 9 contains 35252 members Mstep: Class 10 contains 7094 members Mstep: Class 11 contains 427 members Mstep: Class 12 contains 1122 members Mstep: Class 13 contains 14174 members Mstep: Class 14 contains 292 members Mstep: Class 15 contains 2755 members Mstep: Class 16 contains 9409 members Mstep: Class 17 contains 3261 members Mstep: Class 18 contains 1379 members Mstep: Class 19 contains 943 members Mstep: Class 20 contains 2413 members Mstep: Class 21 contains 938 members Mstep: Class 22 contains 437 members Mstep: Class 23 contains 2771 members Entering Unmasked Estep ConsiderDeletion Score: -33080802.000000 Penalty: 47653.777344 Iteration 92Q: 24 clusters Score -3.30808e+07 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 89690 members Mstep: Class 2 contains 12750 members Mstep: Class 3 contains 146534 members Mstep: Class 4 contains 3211 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5052 members Mstep: Class 7 contains 810 members Mstep: Class 8 contains 1422 members Mstep: Class 9 contains 35443 members Mstep: Class 10 contains 7000 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 1122 members Mstep: Class 13 contains 14188 members Mstep: Class 14 contains 292 members Mstep: Class 15 contains 2732 members Mstep: Class 16 contains 9389 members Mstep: Class 17 contains 3260 members Mstep: Class 18 contains 1378 members Mstep: Class 19 contains 940 members Mstep: Class 20 contains 2402 members Mstep: Class 21 contains 937 members Mstep: Class 22 contains 437 members Mstep: Class 23 contains 2787 members Entering Unmasked Estep ConsiderDeletion Score: -33080864.000000 Penalty: 47653.777344 Iteration 93Q: 24 clusters Score -3.308086e+07 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 89715 members Mstep: Class 2 contains 12726 members Mstep: Class 3 contains 146502 members Mstep: Class 4 contains 3195 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5052 members Mstep: Class 7 contains 809 members Mstep: Class 8 contains 1422 members Mstep: Class 9 contains 35605 members Mstep: Class 10 contains 6925 members Mstep: Class 11 contains 413 members Mstep: Class 12 contains 1122 members Mstep: Class 13 contains 14204 members Mstep: Class 14 contains 292 members Mstep: Class 15 contains 2711 members Mstep: Class 16 contains 9374 members Mstep: Class 17 contains 3260 members Mstep: Class 18 contains 1378 members Mstep: Class 19 contains 935 members Mstep: Class 20 contains 2387 members Mstep: Class 21 contains 936 members Mstep: Class 22 contains 437 members Mstep: Class 23 contains 2796 members Entering Unmasked Estep ConsiderDeletion Score: -33081000.000000 Penalty: 47653.777344 Iteration 94Q: 24 clusters Score -3.3081e+07 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 89732 members Mstep: Class 2 contains 12709 members Mstep: Class 3 contains 146480 members Mstep: Class 4 contains 3186 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5050 members Mstep: Class 7 contains 804 members Mstep: Class 8 contains 1422 members Mstep: Class 9 contains 35710 members Mstep: Class 10 contains 6877 members Mstep: Class 11 contains 407 members Mstep: Class 12 contains 1122 members Mstep: Class 13 contains 14215 members Mstep: Class 14 contains 292 members Mstep: Class 15 contains 2688 members Mstep: Class 16 contains 9362 members Mstep: Class 17 contains 3260 members Mstep: Class 18 contains 1378 members Mstep: Class 19 contains 933 members Mstep: Class 20 contains 2380 members Mstep: Class 21 contains 933 members Mstep: Class 22 contains 437 members Mstep: Class 23 contains 2819 members Entering Unmasked Estep ConsiderDeletion Score: -33081050.000000 Penalty: 47653.777344 Iteration 95Q: 24 clusters Score -3.308105e+07 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 89748 members Mstep: Class 2 contains 12693 members Mstep: Class 3 contains 146452 members Mstep: Class 4 contains 3175 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5049 members Mstep: Class 7 contains 797 members Mstep: Class 8 contains 1422 members Mstep: Class 9 contains 35807 members Mstep: Class 10 contains 6837 members Mstep: Class 11 contains 396 members Mstep: Class 12 contains 1122 members Mstep: Class 13 contains 14223 members Mstep: Class 14 contains 292 members Mstep: Class 15 contains 2661 members Mstep: Class 16 contains 9365 members Mstep: Class 17 contains 3259 members Mstep: Class 18 contains 1378 members Mstep: Class 19 contains 932 members Mstep: Class 20 contains 2375 members Mstep: Class 21 contains 928 members Mstep: Class 22 contains 437 members Mstep: Class 23 contains 2848 members Entering Unmasked Estep ConsiderDeletion Score: -33081128.000000 Penalty: 47653.777344 Iteration 96Q: 24 clusters Score -3.308113e+07 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 89761 members Mstep: Class 2 contains 12680 members Mstep: Class 3 contains 146445 members Mstep: Class 4 contains 3162 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5049 members Mstep: Class 7 contains 787 members Mstep: Class 8 contains 1422 members Mstep: Class 9 contains 35911 members Mstep: Class 10 contains 6771 members Mstep: Class 11 contains 388 members Mstep: Class 12 contains 1122 members Mstep: Class 13 contains 14228 members Mstep: Class 14 contains 292 members Mstep: Class 15 contains 2648 members Mstep: Class 16 contains 9362 members Mstep: Class 17 contains 3258 members Mstep: Class 18 contains 1378 members Mstep: Class 19 contains 933 members Mstep: Class 20 contains 2371 members Mstep: Class 21 contains 922 members Mstep: Class 22 contains 437 members Mstep: Class 23 contains 2869 members Entering Unmasked Estep ConsiderDeletion Score: -33081320.000000 Penalty: 47653.777344 Iteration 97Q: 24 clusters Score -3.308132e+07 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 89768 members Mstep: Class 2 contains 12673 members Mstep: Class 3 contains 146441 members Mstep: Class 4 contains 3158 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5049 members Mstep: Class 7 contains 774 members Mstep: Class 8 contains 1422 members Mstep: Class 9 contains 35990 members Mstep: Class 10 contains 6714 members Mstep: Class 11 contains 387 members Mstep: Class 12 contains 1121 members Mstep: Class 13 contains 14229 members Mstep: Class 14 contains 292 members Mstep: Class 15 contains 2631 members Mstep: Class 16 contains 9358 members Mstep: Class 17 contains 3257 members Mstep: Class 18 contains 1378 members Mstep: Class 19 contains 933 members Mstep: Class 20 contains 2370 members Mstep: Class 21 contains 916 members Mstep: Class 22 contains 437 members Mstep: Class 23 contains 2898 members Entering Unmasked Estep ConsiderDeletion Score: -33081338.000000 Penalty: 47653.777344 Iteration 98Q: 24 clusters Score -3.308134e+07 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 89775 members Mstep: Class 2 contains 12667 members Mstep: Class 3 contains 146420 members Mstep: Class 4 contains 3151 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5049 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 1422 members Mstep: Class 9 contains 36079 members Mstep: Class 10 contains 6664 members Mstep: Class 11 contains 387 members Mstep: Class 12 contains 1121 members Mstep: Class 13 contains 14230 members Mstep: Class 14 contains 292 members Mstep: Class 15 contains 2614 members Mstep: Class 16 contains 9352 members Mstep: Class 17 contains 3258 members Mstep: Class 18 contains 1378 members Mstep: Class 19 contains 933 members Mstep: Class 20 contains 2369 members Mstep: Class 21 contains 908 members Mstep: Class 22 contains 437 members Mstep: Class 23 contains 2925 members Entering Unmasked Estep ConsiderDeletion Score: -33081392.000000 Penalty: 47653.777344 Iteration 99Q: 24 clusters Score -3.308139e+07 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 89784 members Mstep: Class 2 contains 12658 members Mstep: Class 3 contains 146383 members Mstep: Class 4 contains 3149 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5049 members Mstep: Class 7 contains 755 members Mstep: Class 8 contains 1422 members Mstep: Class 9 contains 36168 members Mstep: Class 10 contains 6627 members Mstep: Class 11 contains 387 members Mstep: Class 12 contains 1121 members Mstep: Class 13 contains 14234 members Mstep: Class 14 contains 292 members Mstep: Class 15 contains 2589 members Mstep: Class 16 contains 9348 members Mstep: Class 17 contains 3259 members Mstep: Class 18 contains 1378 members Mstep: Class 19 contains 933 members Mstep: Class 20 contains 2365 members Mstep: Class 21 contains 900 members Mstep: Class 22 contains 437 members Mstep: Class 23 contains 2958 members Entering Unmasked Estep ConsiderDeletion Score: -33081774.000000 Penalty: 47653.777344 Iteration 100F: 24 clusters Score -3.308177e+07 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 89789 members Mstep: Class 2 contains 12972 members Mstep: Class 3 contains 146360 members Mstep: Class 4 contains 3129 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5049 members Mstep: Class 7 contains 746 members Mstep: Class 8 contains 1420 members Mstep: Class 9 contains 36240 members Mstep: Class 10 contains 6602 members Mstep: Class 11 contains 398 members Mstep: Class 12 contains 1121 members Mstep: Class 13 contains 14235 members Mstep: Class 14 contains 292 members Mstep: Class 15 contains 2565 members Mstep: Class 16 contains 9032 members Mstep: Class 17 contains 3258 members Mstep: Class 18 contains 1377 members Mstep: Class 19 contains 928 members Mstep: Class 20 contains 2362 members Mstep: Class 21 contains 894 members Mstep: Class 22 contains 437 members Mstep: Class 23 contains 2991 members Entering Unmasked Estep ConsiderDeletion Score: -33082324.000000 Penalty: 47653.777344 Iteration 101Q: 24 clusters Score -3.308232e+07 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 89862 members Mstep: Class 2 contains 13131 members Mstep: Class 3 contains 146337 members Mstep: Class 4 contains 3115 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5046 members Mstep: Class 7 contains 743 members Mstep: Class 8 contains 1420 members Mstep: Class 9 contains 36325 members Mstep: Class 10 contains 6584 members Mstep: Class 11 contains 381 members Mstep: Class 12 contains 1121 members Mstep: Class 13 contains 14237 members Mstep: Class 14 contains 292 members Mstep: Class 15 contains 2544 members Mstep: Class 16 contains 8807 members Mstep: Class 17 contains 3261 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 921 members Mstep: Class 20 contains 2361 members Mstep: Class 21 contains 881 members Mstep: Class 22 contains 437 members Mstep: Class 23 contains 3016 members Entering Unmasked Estep ConsiderDeletion Score: -33082592.000000 Penalty: 47653.777344 Iteration 102Q: 24 clusters Score -3.308259e+07 nChanged 661 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 89955 members Mstep: Class 2 contains 13207 members Mstep: Class 3 contains 146327 members Mstep: Class 4 contains 3100 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5048 members Mstep: Class 7 contains 742 members Mstep: Class 8 contains 1420 members Mstep: Class 9 contains 36405 members Mstep: Class 10 contains 6568 members Mstep: Class 11 contains 355 members Mstep: Class 12 contains 1121 members Mstep: Class 13 contains 14244 members Mstep: Class 14 contains 292 members Mstep: Class 15 contains 2520 members Mstep: Class 16 contains 8636 members Mstep: Class 17 contains 3257 members Mstep: Class 18 contains 1375 members Mstep: Class 19 contains 919 members Mstep: Class 20 contains 2358 members Mstep: Class 21 contains 867 members Mstep: Class 22 contains 437 members Mstep: Class 23 contains 3045 members Entering Unmasked Estep ConsiderDeletion Score: -33082718.000000 Penalty: 47653.777344 Iteration 103Q: 24 clusters Score -3.308272e+07 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 90073 members Mstep: Class 2 contains 13217 members Mstep: Class 3 contains 146304 members Mstep: Class 4 contains 3090 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5047 members Mstep: Class 7 contains 745 members Mstep: Class 8 contains 1419 members Mstep: Class 9 contains 36468 members Mstep: Class 10 contains 6560 members Mstep: Class 11 contains 339 members Mstep: Class 12 contains 1121 members Mstep: Class 13 contains 14246 members Mstep: Class 14 contains 291 members Mstep: Class 15 contains 2492 members Mstep: Class 16 contains 8497 members Mstep: Class 17 contains 3254 members Mstep: Class 18 contains 1375 members Mstep: Class 19 contains 921 members Mstep: Class 20 contains 2365 members Mstep: Class 21 contains 853 members Mstep: Class 22 contains 437 members Mstep: Class 23 contains 3084 members Entering Unmasked Estep ConsiderDeletion Score: -33082904.000000 Penalty: 47653.777344 Iteration 104Q: 24 clusters Score -3.30829e+07 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 90177 members Mstep: Class 2 contains 13204 members Mstep: Class 3 contains 146285 members Mstep: Class 4 contains 3083 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5048 members Mstep: Class 7 contains 745 members Mstep: Class 8 contains 1418 members Mstep: Class 9 contains 36515 members Mstep: Class 10 contains 6558 members Mstep: Class 11 contains 322 members Mstep: Class 12 contains 1121 members Mstep: Class 13 contains 14254 members Mstep: Class 14 contains 290 members Mstep: Class 15 contains 2462 members Mstep: Class 16 contains 8403 members Mstep: Class 17 contains 3254 members Mstep: Class 18 contains 1375 members Mstep: Class 19 contains 927 members Mstep: Class 20 contains 2358 members Mstep: Class 21 contains 844 members Mstep: Class 22 contains 437 members Mstep: Class 23 contains 3118 members Entering Unmasked Estep ConsiderDeletion Score: -33083046.000000 Penalty: 47653.777344 Iteration 105Q: 24 clusters Score -3.308305e+07 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 90264 members Mstep: Class 2 contains 13166 members Mstep: Class 3 contains 146285 members Mstep: Class 4 contains 3076 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5048 members Mstep: Class 7 contains 745 members Mstep: Class 8 contains 1418 members Mstep: Class 9 contains 36556 members Mstep: Class 10 contains 6555 members Mstep: Class 11 contains 318 members Mstep: Class 12 contains 1121 members Mstep: Class 13 contains 14255 members Mstep: Class 14 contains 290 members Mstep: Class 15 contains 2433 members Mstep: Class 16 contains 8334 members Mstep: Class 17 contains 3252 members Mstep: Class 18 contains 1375 members Mstep: Class 19 contains 929 members Mstep: Class 20 contains 2357 members Mstep: Class 21 contains 834 members Mstep: Class 22 contains 437 members Mstep: Class 23 contains 3150 members Entering Unmasked Estep ConsiderDeletion Score: -33083130.000000 Penalty: 47653.777344 Iteration 106Q: 24 clusters Score -3.308313e+07 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 90333 members Mstep: Class 2 contains 13143 members Mstep: Class 3 contains 146279 members Mstep: Class 4 contains 3069 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5048 members Mstep: Class 7 contains 744 members Mstep: Class 8 contains 1418 members Mstep: Class 9 contains 36578 members Mstep: Class 10 contains 6559 members Mstep: Class 11 contains 317 members Mstep: Class 12 contains 1121 members Mstep: Class 13 contains 14256 members Mstep: Class 14 contains 290 members Mstep: Class 15 contains 2410 members Mstep: Class 16 contains 8270 members Mstep: Class 17 contains 3251 members Mstep: Class 18 contains 1375 members Mstep: Class 19 contains 934 members Mstep: Class 20 contains 2358 members Mstep: Class 21 contains 829 members Mstep: Class 22 contains 437 members Mstep: Class 23 contains 3179 members Entering Unmasked Estep ConsiderDeletion Score: -33083160.000000 Penalty: 47653.777344 Iteration 107Q: 24 clusters Score -3.308316e+07 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 90390 members Mstep: Class 2 contains 13131 members Mstep: Class 3 contains 146277 members Mstep: Class 4 contains 3064 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5047 members Mstep: Class 7 contains 741 members Mstep: Class 8 contains 1418 members Mstep: Class 9 contains 36585 members Mstep: Class 10 contains 6574 members Mstep: Class 11 contains 319 members Mstep: Class 12 contains 1121 members Mstep: Class 13 contains 14256 members Mstep: Class 14 contains 290 members Mstep: Class 15 contains 2392 members Mstep: Class 16 contains 8212 members Mstep: Class 17 contains 3250 members Mstep: Class 18 contains 1375 members Mstep: Class 19 contains 935 members Mstep: Class 20 contains 2358 members Mstep: Class 21 contains 818 members Mstep: Class 22 contains 437 members Mstep: Class 23 contains 3208 members Entering Unmasked Estep ConsiderDeletion Score: -33083288.000000 Penalty: 47653.777344 Iteration 108Q: 24 clusters Score -3.308329e+07 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 90448 members Mstep: Class 2 contains 13117 members Mstep: Class 3 contains 146276 members Mstep: Class 4 contains 3065 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5046 members Mstep: Class 7 contains 743 members Mstep: Class 8 contains 1418 members Mstep: Class 9 contains 36591 members Mstep: Class 10 contains 6588 members Mstep: Class 11 contains 315 members Mstep: Class 12 contains 1121 members Mstep: Class 13 contains 14257 members Mstep: Class 14 contains 290 members Mstep: Class 15 contains 2372 members Mstep: Class 16 contains 8157 members Mstep: Class 17 contains 3249 members Mstep: Class 18 contains 1375 members Mstep: Class 19 contains 933 members Mstep: Class 20 contains 2358 members Mstep: Class 21 contains 800 members Mstep: Class 22 contains 437 members Mstep: Class 23 contains 3242 members Entering Unmasked Estep ConsiderDeletion Score: -33083312.000000 Penalty: 47653.777344 Iteration 109Q: 24 clusters Score -3.308331e+07 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 90511 members Mstep: Class 2 contains 13083 members Mstep: Class 3 contains 146267 members Mstep: Class 4 contains 3064 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5046 members Mstep: Class 7 contains 738 members Mstep: Class 8 contains 1418 members Mstep: Class 9 contains 36603 members Mstep: Class 10 contains 6595 members Mstep: Class 11 contains 312 members Mstep: Class 12 contains 1121 members Mstep: Class 13 contains 14261 members Mstep: Class 14 contains 290 members Mstep: Class 15 contains 2364 members Mstep: Class 16 contains 8120 members Mstep: Class 17 contains 3247 members Mstep: Class 18 contains 1375 members Mstep: Class 19 contains 935 members Mstep: Class 20 contains 2355 members Mstep: Class 21 contains 791 members Mstep: Class 22 contains 437 members Mstep: Class 23 contains 3265 members Entering Unmasked Estep ConsiderDeletion Score: -33083384.000000 Penalty: 47653.777344 Iteration 110Q: 24 clusters Score -3.308338e+07 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 90559 members Mstep: Class 2 contains 13052 members Mstep: Class 3 contains 146272 members Mstep: Class 4 contains 3062 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5046 members Mstep: Class 7 contains 742 members Mstep: Class 8 contains 1418 members Mstep: Class 9 contains 36630 members Mstep: Class 10 contains 6591 members Mstep: Class 11 contains 308 members Mstep: Class 12 contains 1122 members Mstep: Class 13 contains 14264 members Mstep: Class 14 contains 290 members Mstep: Class 15 contains 2355 members Mstep: Class 16 contains 8083 members Mstep: Class 17 contains 3247 members Mstep: Class 18 contains 1375 members Mstep: Class 19 contains 936 members Mstep: Class 20 contains 2353 members Mstep: Class 21 contains 770 members Mstep: Class 22 contains 437 members Mstep: Class 23 contains 3286 members Entering Unmasked Estep ConsiderDeletion Score: -33083384.000000 Penalty: 47653.777344 Iteration 111Q: 24 clusters Score -3.308338e+07 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 90597 members Mstep: Class 2 contains 13019 members Mstep: Class 3 contains 146274 members Mstep: Class 4 contains 3063 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5046 members Mstep: Class 7 contains 743 members Mstep: Class 8 contains 1418 members Mstep: Class 9 contains 36653 members Mstep: Class 10 contains 6588 members Mstep: Class 11 contains 306 members Mstep: Class 12 contains 1122 members Mstep: Class 13 contains 14265 members Mstep: Class 14 contains 290 members Mstep: Class 15 contains 2351 members Mstep: Class 16 contains 8061 members Mstep: Class 17 contains 3247 members Mstep: Class 18 contains 1375 members Mstep: Class 19 contains 936 members Mstep: Class 20 contains 2352 members Mstep: Class 21 contains 756 members Mstep: Class 22 contains 437 members Mstep: Class 23 contains 3299 members Entering Unmasked Estep ConsiderDeletion Score: -33083420.000000 Penalty: 47653.777344 Iteration 112Q: 24 clusters Score -3.308342e+07 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 90628 members Mstep: Class 2 contains 12991 members Mstep: Class 3 contains 146276 members Mstep: Class 4 contains 3061 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5045 members Mstep: Class 7 contains 748 members Mstep: Class 8 contains 1418 members Mstep: Class 9 contains 36667 members Mstep: Class 10 contains 6590 members Mstep: Class 11 contains 302 members Mstep: Class 12 contains 1122 members Mstep: Class 13 contains 14265 members Mstep: Class 14 contains 289 members Mstep: Class 15 contains 2341 members Mstep: Class 16 contains 8047 members Mstep: Class 17 contains 3247 members Mstep: Class 18 contains 1375 members Mstep: Class 19 contains 936 members Mstep: Class 20 contains 2354 members Mstep: Class 21 contains 748 members Mstep: Class 22 contains 437 members Mstep: Class 23 contains 3311 members Entering Unmasked Estep ConsiderDeletion Score: -33083516.000000 Penalty: 47653.777344 Iteration 113Q: 24 clusters Score -3.308352e+07 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 90650 members Mstep: Class 2 contains 12972 members Mstep: Class 3 contains 146284 members Mstep: Class 4 contains 3056 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5045 members Mstep: Class 7 contains 751 members Mstep: Class 8 contains 1418 members Mstep: Class 9 contains 36680 members Mstep: Class 10 contains 6597 members Mstep: Class 11 contains 298 members Mstep: Class 12 contains 1122 members Mstep: Class 13 contains 14265 members Mstep: Class 14 contains 285 members Mstep: Class 15 contains 2330 members Mstep: Class 16 contains 8034 members Mstep: Class 17 contains 3246 members Mstep: Class 18 contains 1375 members Mstep: Class 19 contains 936 members Mstep: Class 20 contains 2355 members Mstep: Class 21 contains 737 members Mstep: Class 22 contains 437 members Mstep: Class 23 contains 3325 members Entering Unmasked Estep ConsiderDeletion Score: -33083504.000000 Penalty: 47653.777344 Iteration 114Q: 24 clusters Score -3.30835e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 90667 members Mstep: Class 2 contains 12958 members Mstep: Class 3 contains 146289 members Mstep: Class 4 contains 3053 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5045 members Mstep: Class 7 contains 746 members Mstep: Class 8 contains 1418 members Mstep: Class 9 contains 36685 members Mstep: Class 10 contains 6600 members Mstep: Class 11 contains 296 members Mstep: Class 12 contains 1122 members Mstep: Class 13 contains 14264 members Mstep: Class 14 contains 280 members Mstep: Class 15 contains 2328 members Mstep: Class 16 contains 8023 members Mstep: Class 17 contains 3247 members Mstep: Class 18 contains 1375 members Mstep: Class 19 contains 936 members Mstep: Class 20 contains 2357 members Mstep: Class 21 contains 734 members Mstep: Class 22 contains 437 members Mstep: Class 23 contains 3338 members Entering Unmasked Estep ConsiderDeletion Score: -33083540.000000 Penalty: 47653.777344 Iteration 115Q: 24 clusters Score -3.308354e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 90674 members Mstep: Class 2 contains 12952 members Mstep: Class 3 contains 146291 members Mstep: Class 4 contains 3048 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5045 members Mstep: Class 7 contains 745 members Mstep: Class 8 contains 1418 members Mstep: Class 9 contains 36689 members Mstep: Class 10 contains 6603 members Mstep: Class 11 contains 293 members Mstep: Class 12 contains 1122 members Mstep: Class 13 contains 14263 members Mstep: Class 14 contains 275 members Mstep: Class 15 contains 2317 members Mstep: Class 16 contains 8022 members Mstep: Class 17 contains 3247 members Mstep: Class 18 contains 1375 members Mstep: Class 19 contains 937 members Mstep: Class 20 contains 2358 members Mstep: Class 21 contains 737 members Mstep: Class 22 contains 437 members Mstep: Class 23 contains 3350 members Entering Unmasked Estep ConsiderDeletion Score: -33083566.000000 Penalty: 47653.777344 Iteration 116Q: 24 clusters Score -3.308357e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 90678 members Mstep: Class 2 contains 12949 members Mstep: Class 3 contains 146295 members Mstep: Class 4 contains 3046 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5045 members Mstep: Class 7 contains 739 members Mstep: Class 8 contains 1418 members Mstep: Class 9 contains 36686 members Mstep: Class 10 contains 6607 members Mstep: Class 11 contains 292 members Mstep: Class 12 contains 1122 members Mstep: Class 13 contains 14263 members Mstep: Class 14 contains 272 members Mstep: Class 15 contains 2310 members Mstep: Class 16 contains 8019 members Mstep: Class 17 contains 3247 members Mstep: Class 18 contains 1375 members Mstep: Class 19 contains 938 members Mstep: Class 20 contains 2359 members Mstep: Class 21 contains 736 members Mstep: Class 22 contains 437 members Mstep: Class 23 contains 3365 members Entering Unmasked Estep ConsiderDeletion Score: -33083634.000000 Penalty: 47653.777344 Iteration 117Q: 24 clusters Score -3.308363e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 90683 members Mstep: Class 2 contains 12944 members Mstep: Class 3 contains 146298 members Mstep: Class 4 contains 3047 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5045 members Mstep: Class 7 contains 737 members Mstep: Class 8 contains 1418 members Mstep: Class 9 contains 36683 members Mstep: Class 10 contains 6612 members Mstep: Class 11 contains 292 members Mstep: Class 12 contains 1122 members Mstep: Class 13 contains 14263 members Mstep: Class 14 contains 270 members Mstep: Class 15 contains 2300 members Mstep: Class 16 contains 8017 members Mstep: Class 17 contains 3247 members Mstep: Class 18 contains 1375 members Mstep: Class 19 contains 938 members Mstep: Class 20 contains 2359 members Mstep: Class 21 contains 735 members Mstep: Class 22 contains 437 members Mstep: Class 23 contains 3376 members Entering Unmasked Estep ConsiderDeletion Score: -33083630.000000 Penalty: 47653.777344 Iteration 118Q: 24 clusters Score -3.308363e+07 nChanged 47 Entering ConstructFrom: Score: -33083630.000000 Penalty: 47653.777344 Entering ConstructFrom: Trying to split cluster 1 (90690 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90690 members Entering Unmasked Estep Score: -9056337.000000 Penalty: 1854.970337 Iteration 0F: 2 clusters Score -9056337 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45336 members Mstep: Class 2 contains 45354 members Entering Unmasked Estep Score: -8995893.000000 Penalty: 3709.940674 Iteration 0F: 3 clusters Score -8995893 nChanged 43102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45180 members Mstep: Class 2 contains 45510 members Entering Unmasked Estep Score: -9020216.000000 Penalty: 3709.940674 Iteration 1F: 3 clusters Score -9020216 nChanged 2832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45314 members Mstep: Class 2 contains 45376 members Entering Unmasked Estep Score: -9020870.000000 Penalty: 3709.940674 Iteration 2Q: 3 clusters Score -9020870 nChanged 2892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45544 members Mstep: Class 2 contains 45146 members Entering Unmasked Estep Score: -9021493.000000 Penalty: 3709.940674 Iteration 3Q: 3 clusters Score -9021493 nChanged 2823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45843 members Mstep: Class 2 contains 44847 members Entering Unmasked Estep Score: -9022153.000000 Penalty: 3709.940674 Iteration 4Q: 3 clusters Score -9022153 nChanged 2772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46293 members Mstep: Class 2 contains 44397 members Entering Unmasked Estep Score: -9022782.000000 Penalty: 3709.940674 Iteration 5Q: 3 clusters Score -9022782 nChanged 2803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46964 members Mstep: Class 2 contains 43726 members Entering Unmasked Estep Score: -9023452.000000 Penalty: 3709.940674 Iteration 6Q: 3 clusters Score -9023452 nChanged 2911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47911 members Mstep: Class 2 contains 42779 members Entering Unmasked Estep Score: -9024229.000000 Penalty: 3709.940674 Iteration 7Q: 3 clusters Score -9024229 nChanged 3033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49236 members Mstep: Class 2 contains 41454 members Entering Unmasked Estep Score: -9025093.000000 Penalty: 3709.940674 Iteration 8Q: 3 clusters Score -9025093 nChanged 3330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51134 members Mstep: Class 2 contains 39556 members Entering Unmasked Estep Score: -9026293.000000 Penalty: 3709.940674 Iteration 9Q: 3 clusters Score -9026293 nChanged 3686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53710 members Mstep: Class 2 contains 36980 members Entering Unmasked Estep Score: -9027830.000000 Penalty: 3709.940674 Iteration 10Q: 3 clusters Score -9027830 nChanged 4127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56909 members Mstep: Class 2 contains 33781 members Entering Unmasked Estep Score: -9029990.000000 Penalty: 3709.940674 Iteration 11Q: 3 clusters Score -9029990 nChanged 4523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60606 members Mstep: Class 2 contains 30084 members Entering Unmasked Estep Score: -9032780.000000 Penalty: 3709.940674 Iteration 12Q: 3 clusters Score -9032780 nChanged 4704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64522 members Mstep: Class 2 contains 26168 members Entering Unmasked Estep Score: -9035917.000000 Penalty: 3709.940674 Iteration 13F: 3 clusters Score -9035917 nChanged 4346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68136 members Mstep: Class 2 contains 22554 members Entering Unmasked Estep Score: -9039117.000000 Penalty: 3709.940674 Iteration 14Q: 3 clusters Score -9039117 nChanged 3807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71279 members Mstep: Class 2 contains 19411 members Entering Unmasked Estep Score: -9041618.000000 Penalty: 3709.940674 Iteration 15Q: 3 clusters Score -9041618 nChanged 3139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73988 members Mstep: Class 2 contains 16702 members Entering Unmasked Estep Score: -9043414.000000 Penalty: 3709.940674 Iteration 16Q: 3 clusters Score -9043414 nChanged 2559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76375 members Mstep: Class 2 contains 14315 members Entering Unmasked Estep Score: -9044822.000000 Penalty: 3709.940674 Iteration 17Q: 3 clusters Score -9044822 nChanged 2349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78668 members Mstep: Class 2 contains 12022 members Entering Unmasked Estep Score: -9046143.000000 Penalty: 3709.940674 Iteration 18Q: 3 clusters Score -9046143 nChanged 2179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80833 members Mstep: Class 2 contains 9857 members Entering Unmasked Estep Score: -9047507.000000 Penalty: 3709.940674 Iteration 19Q: 3 clusters Score -9047507 nChanged 1970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82799 members Mstep: Class 2 contains 7891 members Entering Unmasked Estep Score: -9048771.000000 Penalty: 3709.940674 Iteration 20F: 3 clusters Score -9048771 nChanged 1854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84653 members Mstep: Class 2 contains 6037 members Entering Unmasked Estep Score: -9050021.000000 Penalty: 3709.940674 Iteration 21Q: 3 clusters Score -9050021 nChanged 1638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86291 members Mstep: Class 2 contains 4399 members Entering Unmasked Estep Score: -9051183.000000 Penalty: 3709.940674 Iteration 22Q: 3 clusters Score -9051183 nChanged 1422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87713 members Mstep: Class 2 contains 2977 members Entering Unmasked Estep Score: -9052332.000000 Penalty: 3709.940674 Iteration 23Q: 3 clusters Score -9052332 nChanged 1131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88844 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -9053216.000000 Penalty: 3709.940674 Iteration 24Q: 3 clusters Score -9053216 nChanged 790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89634 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -9053866.000000 Penalty: 3709.940674 Iteration 25Q: 3 clusters Score -9053866 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90112 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -9054256.000000 Penalty: 3709.940674 Iteration 26Q: 3 clusters Score -9054256 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90344 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -9054476.000000 Penalty: 3709.940674 Iteration 27Q: 3 clusters Score -9054476 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90437 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -9054565.000000 Penalty: 3709.940674 Iteration 28Q: 3 clusters Score -9054565 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90481 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -9054621.000000 Penalty: 3709.940674 Iteration 29Q: 3 clusters Score -9054621 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90496 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -9054644.000000 Penalty: 3709.940674 Iteration 30Q: 3 clusters Score -9054644 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90505 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -9054648.000000 Penalty: 3709.940674 Iteration 31Q: 3 clusters Score -9054648 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90508 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -9054650.000000 Penalty: 3709.940674 Iteration 32Q: 3 clusters Score -9054650 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90509 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -9054663.000000 Penalty: 3709.940674 Iteration 33Q: 3 clusters Score -9054663 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90514 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -9054669.000000 Penalty: 3709.940674 Iteration 34Q: 3 clusters Score -9054669 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90520 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -9054665.000000 Penalty: 3709.940674 Iteration 35Q: 3 clusters Score -9054665 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90521 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -9054680.000000 Penalty: 3709.940674 Iteration 36Q: 3 clusters Score -9054680 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90524 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -9054684.000000 Penalty: 3709.940674 Iteration 37Q: 3 clusters Score -9054684 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90529 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -9054682.000000 Penalty: 3709.940674 Iteration 38Q: 3 clusters Score -9054682 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90532 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -9054688.000000 Penalty: 3709.940674 Iteration 39Q: 3 clusters Score -9054688 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90531 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -9054688.000000 Penalty: 3709.940674 Iteration 40F: 3 clusters Score -9054688 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90530 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -9054688.000000 Penalty: 3709.940674 Iteration 41Q: 3 clusters Score -9054688 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90531 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -9054688.000000 Penalty: 3709.940674 Iteration 42Q: 3 clusters Score -9054688 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90531 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -9054688.000000 Penalty: 3709.940674 Iteration 43F: 3 clusters Score -9054688 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (12937 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12937 members Entering Unmasked Estep Score: -1242360.625000 Penalty: 1538.525146 Iteration 0F: 2 clusters Score -1242361 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6388 members Mstep: Class 2 contains 6549 members Entering Unmasked Estep Score: -1233308.750000 Penalty: 3077.050293 Iteration 0F: 3 clusters Score -1233309 nChanged 5713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5973 members Mstep: Class 2 contains 6964 members Entering Unmasked Estep Score: -1236400.375000 Penalty: 3077.050293 Iteration 1F: 3 clusters Score -1236400 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5733 members Mstep: Class 2 contains 7204 members Entering Unmasked Estep Score: -1236749.750000 Penalty: 3077.050293 Iteration 2F: 3 clusters Score -1236750 nChanged 686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5425 members Mstep: Class 2 contains 7512 members Entering Unmasked Estep Score: -1237057.250000 Penalty: 3077.050293 Iteration 3F: 3 clusters Score -1237057 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5011 members Mstep: Class 2 contains 7926 members Entering Unmasked Estep Score: -1237400.000000 Penalty: 3077.050293 Iteration 4F: 3 clusters Score -1237400 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4491 members Mstep: Class 2 contains 8446 members Entering Unmasked Estep Score: -1237820.375000 Penalty: 3077.050293 Iteration 5F: 3 clusters Score -1237820 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3883 members Mstep: Class 2 contains 9054 members Entering Unmasked Estep Score: -1238313.500000 Penalty: 3077.050293 Iteration 6F: 3 clusters Score -1238314 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3299 members Mstep: Class 2 contains 9638 members Entering Unmasked Estep Score: -1238783.375000 Penalty: 3077.050293 Iteration 7F: 3 clusters Score -1238783 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 10208 members Entering Unmasked Estep Score: -1239225.250000 Penalty: 3077.050293 Iteration 8Q: 3 clusters Score -1239225 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2231 members Mstep: Class 2 contains 10706 members Entering Unmasked Estep Score: -1239623.125000 Penalty: 3077.050293 Iteration 9Q: 3 clusters Score -1239623 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 11162 members Entering Unmasked Estep Score: -1239978.625000 Penalty: 3077.050293 Iteration 10Q: 3 clusters Score -1239979 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 11556 members Entering Unmasked Estep Score: -1240297.375000 Penalty: 3077.050293 Iteration 11Q: 3 clusters Score -1240297 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 11848 members Entering Unmasked Estep Score: -1240510.125000 Penalty: 3077.050293 Iteration 12Q: 3 clusters Score -1240510 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 12059 members Entering Unmasked Estep Score: -1240656.625000 Penalty: 3077.050293 Iteration 13Q: 3 clusters Score -1240657 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 12204 members Entering Unmasked Estep Score: -1240754.250000 Penalty: 3077.050293 Iteration 14Q: 3 clusters Score -1240754 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 12316 members Entering Unmasked Estep Score: -1240831.875000 Penalty: 3077.050293 Iteration 15Q: 3 clusters Score -1240832 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 12399 members Entering Unmasked Estep Score: -1240890.500000 Penalty: 3077.050293 Iteration 16Q: 3 clusters Score -1240890 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 12460 members Entering Unmasked Estep Score: -1240933.125000 Penalty: 3077.050293 Iteration 17Q: 3 clusters Score -1240933 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 12499 members Entering Unmasked Estep Score: -1240953.500000 Penalty: 3077.050293 Iteration 18Q: 3 clusters Score -1240954 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 12524 members Entering Unmasked Estep Score: -1240972.125000 Penalty: 3077.050293 Iteration 19Q: 3 clusters Score -1240972 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 12543 members Entering Unmasked Estep Score: -1240986.250000 Penalty: 3077.050293 Iteration 20F: 3 clusters Score -1240986 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 12554 members Entering Unmasked Estep Score: -1240992.500000 Penalty: 3077.050293 Iteration 21Q: 3 clusters Score -1240992 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 12561 members Entering Unmasked Estep Score: -1240994.875000 Penalty: 3077.050293 Iteration 22Q: 3 clusters Score -1240995 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 12566 members Entering Unmasked Estep Score: -1240999.625000 Penalty: 3077.050293 Iteration 23Q: 3 clusters Score -1241000 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 12571 members Entering Unmasked Estep Score: -1241001.375000 Penalty: 3077.050293 Iteration 24Q: 3 clusters Score -1241001 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 12576 members Entering Unmasked Estep Score: -1241007.750000 Penalty: 3077.050293 Iteration 25Q: 3 clusters Score -1241008 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 12583 members Entering Unmasked Estep Score: -1241013.500000 Penalty: 3077.050293 Iteration 26Q: 3 clusters Score -1241014 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 12590 members Entering Unmasked Estep Score: -1241018.125000 Penalty: 3077.050293 Iteration 27Q: 3 clusters Score -1241018 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 12595 members Entering Unmasked Estep Score: -1241020.625000 Penalty: 3077.050293 Iteration 28Q: 3 clusters Score -1241021 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 12598 members Entering Unmasked Estep Score: -1241022.250000 Penalty: 3077.050293 Iteration 29Q: 3 clusters Score -1241022 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 12599 members Entering Unmasked Estep Score: -1241022.500000 Penalty: 3077.050293 Iteration 30Q: 3 clusters Score -1241022 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 12599 members Entering Unmasked Estep Score: -1241022.500000 Penalty: 3077.050293 Iteration 31F: 3 clusters Score -1241022 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (146304 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146304 members Entering Unmasked Estep Score: -14556757.000000 Penalty: 1932.684326 Iteration 0F: 2 clusters Score -1.455676e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73232 members Mstep: Class 2 contains 73072 members Entering Unmasked Estep Score: -14458957.000000 Penalty: 3865.368652 Iteration 0F: 3 clusters Score -1.445896e+07 nChanged 70363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75735 members Mstep: Class 2 contains 70569 members Entering Unmasked Estep Score: -14500372.000000 Penalty: 3865.368652 Iteration 1F: 3 clusters Score -1.450037e+07 nChanged 4416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77467 members Mstep: Class 2 contains 68837 members Entering Unmasked Estep Score: -14501434.000000 Penalty: 3865.368652 Iteration 2Q: 3 clusters Score -1.450143e+07 nChanged 4834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80093 members Mstep: Class 2 contains 66211 members Entering Unmasked Estep Score: -14502796.000000 Penalty: 3865.368652 Iteration 3Q: 3 clusters Score -1.45028e+07 nChanged 5755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84092 members Mstep: Class 2 contains 62212 members Entering Unmasked Estep Score: -14504761.000000 Penalty: 3865.368652 Iteration 4Q: 3 clusters Score -1.450476e+07 nChanged 7163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90031 members Mstep: Class 2 contains 56273 members Entering Unmasked Estep Score: -14508001.000000 Penalty: 3865.368652 Iteration 5Q: 3 clusters Score -1.4508e+07 nChanged 8948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98315 members Mstep: Class 2 contains 47989 members Entering Unmasked Estep Score: -14513379.000000 Penalty: 3865.368652 Iteration 6F: 3 clusters Score -1.451338e+07 nChanged 10869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108918 members Mstep: Class 2 contains 37386 members Entering Unmasked Estep Score: -14521295.000000 Penalty: 3865.368652 Iteration 7F: 3 clusters Score -1.45213e+07 nChanged 11853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120693 members Mstep: Class 2 contains 25611 members Entering Unmasked Estep Score: -14531288.000000 Penalty: 3865.368652 Iteration 8F: 3 clusters Score -1.453129e+07 nChanged 10789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131468 members Mstep: Class 2 contains 14836 members Entering Unmasked Estep Score: -14541319.000000 Penalty: 3865.368652 Iteration 9F: 3 clusters Score -1.454132e+07 nChanged 7584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139048 members Mstep: Class 2 contains 7256 members Entering Unmasked Estep Score: -14548554.000000 Penalty: 3865.368652 Iteration 10F: 3 clusters Score -1.454855e+07 nChanged 4103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143151 members Mstep: Class 2 contains 3153 members Entering Unmasked Estep Score: -14552387.000000 Penalty: 3865.368652 Iteration 11Q: 3 clusters Score -1.455239e+07 nChanged 1797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144948 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -14554071.000000 Penalty: 3865.368652 Iteration 12Q: 3 clusters Score -1.455407e+07 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145617 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -14554595.000000 Penalty: 3865.368652 Iteration 13Q: 3 clusters Score -1.45546e+07 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145860 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -14554813.000000 Penalty: 3865.368652 Iteration 14Q: 3 clusters Score -1.455481e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145932 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -14554892.000000 Penalty: 3865.368652 Iteration 15Q: 3 clusters Score -1.455489e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145966 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -14554959.000000 Penalty: 3865.368652 Iteration 16Q: 3 clusters Score -1.455496e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145995 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -14554988.000000 Penalty: 3865.368652 Iteration 17Q: 3 clusters Score -1.455499e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146019 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -14555022.000000 Penalty: 3865.368652 Iteration 18Q: 3 clusters Score -1.455502e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146031 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -14555033.000000 Penalty: 3865.368652 Iteration 19Q: 3 clusters Score -1.455503e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146043 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -14555057.000000 Penalty: 3865.368652 Iteration 20F: 3 clusters Score -1.455506e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146051 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -14555071.000000 Penalty: 3865.368652 Iteration 21Q: 3 clusters Score -1.455507e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146054 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -14555084.000000 Penalty: 3865.368652 Iteration 22Q: 3 clusters Score -1.455508e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146058 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -14555087.000000 Penalty: 3865.368652 Iteration 23Q: 3 clusters Score -1.455509e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146062 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -14555117.000000 Penalty: 3865.368652 Iteration 24Q: 3 clusters Score -1.455512e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146063 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -14555116.000000 Penalty: 3865.368652 Iteration 25Q: 3 clusters Score -1.455512e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146061 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -14555114.000000 Penalty: 3865.368652 Iteration 26Q: 3 clusters Score -1.455511e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146060 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -14555115.000000 Penalty: 3865.368652 Iteration 27Q: 3 clusters Score -1.455512e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146061 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -14555116.000000 Penalty: 3865.368652 Iteration 28Q: 3 clusters Score -1.455512e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146063 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -14555127.000000 Penalty: 3865.368652 Iteration 29Q: 3 clusters Score -1.455513e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146061 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -14555126.000000 Penalty: 3865.368652 Iteration 30Q: 3 clusters Score -1.455513e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146060 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -14555129.000000 Penalty: 3865.368652 Iteration 31Q: 3 clusters Score -1.455513e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146060 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -14555129.000000 Penalty: 3865.368652 Iteration 32F: 3 clusters Score -1.455513e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (3046 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3046 members Entering Unmasked Estep Score: -260846.625000 Penalty: 1303.507446 Iteration 0F: 2 clusters Score -260846.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -258172.234375 Penalty: 2607.014893 Iteration 0F: 3 clusters Score -258172.2 nChanged 1123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -258828.953125 Penalty: 2607.014893 Iteration 1F: 3 clusters Score -258829 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -259019.281250 Penalty: 2607.014893 Iteration 2F: 3 clusters Score -259019.3 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -259133.218750 Penalty: 2607.014893 Iteration 3F: 3 clusters Score -259133.2 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -259213.156250 Penalty: 2607.014893 Iteration 4Q: 3 clusters Score -259213.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -259275.843750 Penalty: 2607.014893 Iteration 5Q: 3 clusters Score -259275.8 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -259356.531250 Penalty: 2607.014893 Iteration 6Q: 3 clusters Score -259356.5 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -259428.187500 Penalty: 2607.014893 Iteration 7Q: 3 clusters Score -259428.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -259489.687500 Penalty: 2607.014893 Iteration 8Q: 3 clusters Score -259489.7 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -259534.500000 Penalty: 2607.014893 Iteration 9Q: 3 clusters Score -259534.5 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -259570.796875 Penalty: 2607.014893 Iteration 10Q: 3 clusters Score -259570.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -259606.609375 Penalty: 2607.014893 Iteration 11Q: 3 clusters Score -259606.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -259634.968750 Penalty: 2607.014893 Iteration 12Q: 3 clusters Score -259635 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -259656.406250 Penalty: 2607.014893 Iteration 13Q: 3 clusters Score -259656.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -259679.156250 Penalty: 2607.014893 Iteration 14Q: 3 clusters Score -259679.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -259695.843750 Penalty: 2607.014893 Iteration 15Q: 3 clusters Score -259695.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -259707.046875 Penalty: 2607.014893 Iteration 16Q: 3 clusters Score -259707 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -259722.328125 Penalty: 2607.014893 Iteration 17Q: 3 clusters Score -259722.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -259746.546875 Penalty: 2607.014893 Iteration 18Q: 3 clusters Score -259746.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -259771.015625 Penalty: 2607.014893 Iteration 19Q: 3 clusters Score -259771 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -259791.203125 Penalty: 2607.014893 Iteration 20F: 3 clusters Score -259791.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -259811.187500 Penalty: 2607.014893 Iteration 21Q: 3 clusters Score -259811.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -259838.593750 Penalty: 2607.014893 Iteration 22Q: 3 clusters Score -259838.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -259866.359375 Penalty: 2607.014893 Iteration 23Q: 3 clusters Score -259866.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -259904.750000 Penalty: 2607.014893 Iteration 24Q: 3 clusters Score -259904.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -259951.781250 Penalty: 2607.014893 Iteration 25Q: 3 clusters Score -259951.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 2096 members Entering Unmasked Estep Score: -260015.828125 Penalty: 2607.014893 Iteration 26Q: 3 clusters Score -260015.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -260086.828125 Penalty: 2607.014893 Iteration 27Q: 3 clusters Score -260086.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 2228 members Entering Unmasked Estep Score: -260139.234375 Penalty: 2607.014893 Iteration 28Q: 3 clusters Score -260139.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -260184.484375 Penalty: 2607.014893 Iteration 29Q: 3 clusters Score -260184.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -260238.578125 Penalty: 2607.014893 Iteration 30Q: 3 clusters Score -260238.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -260305.796875 Penalty: 2607.014893 Iteration 31Q: 3 clusters Score -260305.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 2425 members Entering Unmasked Estep Score: -260378.718750 Penalty: 2607.014893 Iteration 32Q: 3 clusters Score -260378.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 2473 members Entering Unmasked Estep Score: -260464.421875 Penalty: 2607.014893 Iteration 33Q: 3 clusters Score -260464.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -260526.375000 Penalty: 2607.014893 Iteration 34Q: 3 clusters Score -260526.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 2551 members Entering Unmasked Estep Score: -260576.140625 Penalty: 2607.014893 Iteration 35Q: 3 clusters Score -260576.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 2572 members Entering Unmasked Estep Score: -260602.015625 Penalty: 2607.014893 Iteration 36Q: 3 clusters Score -260602 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 2595 members Entering Unmasked Estep Score: -260628.828125 Penalty: 2607.014893 Iteration 37Q: 3 clusters Score -260628.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 2607 members Entering Unmasked Estep Score: -260644.984375 Penalty: 2607.014893 Iteration 38Q: 3 clusters Score -260645 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 2618 members Entering Unmasked Estep Score: -260657.578125 Penalty: 2607.014893 Iteration 39Q: 3 clusters Score -260657.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 2626 members Entering Unmasked Estep Score: -260672.625000 Penalty: 2607.014893 Iteration 40F: 3 clusters Score -260672.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 2636 members Entering Unmasked Estep Score: -260694.078125 Penalty: 2607.014893 Iteration 41Q: 3 clusters Score -260694.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 2646 members Entering Unmasked Estep Score: -260719.671875 Penalty: 2607.014893 Iteration 42Q: 3 clusters Score -260719.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -260747.343750 Penalty: 2607.014893 Iteration 43Q: 3 clusters Score -260747.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 2662 members Entering Unmasked Estep Score: -260759.500000 Penalty: 2607.014893 Iteration 44Q: 3 clusters Score -260759.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 2668 members Entering Unmasked Estep Score: -260768.062500 Penalty: 2607.014893 Iteration 45Q: 3 clusters Score -260768.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -260770.796875 Penalty: 2607.014893 Iteration 46Q: 3 clusters Score -260770.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 2674 members Entering Unmasked Estep Score: -260776.593750 Penalty: 2607.014893 Iteration 47Q: 3 clusters Score -260776.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 2674 members Entering Unmasked Estep Score: -260779.734375 Penalty: 2607.014893 Iteration 48Q: 3 clusters Score -260779.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 2676 members Entering Unmasked Estep Score: -260780.984375 Penalty: 2607.014893 Iteration 49Q: 3 clusters Score -260781 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 2676 members Entering Unmasked Estep Score: -260780.984375 Penalty: 2607.014893 Iteration 50F: 3 clusters Score -260781 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (2393 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Entering Unmasked Estep Score: -237282.328125 Penalty: 1264.299194 Iteration 0F: 2 clusters Score -237282.3 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 1200 members Entering Unmasked Estep Score: -234897.468750 Penalty: 2528.598389 Iteration 0F: 3 clusters Score -234897.5 nChanged 888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -235451.109375 Penalty: 2528.598389 Iteration 1F: 3 clusters Score -235451.1 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -235576.109375 Penalty: 2528.598389 Iteration 2F: 3 clusters Score -235576.1 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -235638.843750 Penalty: 2528.598389 Iteration 3Q: 3 clusters Score -235638.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -235673.953125 Penalty: 2528.598389 Iteration 4Q: 3 clusters Score -235674 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -235697.562500 Penalty: 2528.598389 Iteration 5Q: 3 clusters Score -235697.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -235718.187500 Penalty: 2528.598389 Iteration 6Q: 3 clusters Score -235718.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -235734.921875 Penalty: 2528.598389 Iteration 7Q: 3 clusters Score -235734.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -235760.000000 Penalty: 2528.598389 Iteration 8Q: 3 clusters Score -235760 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -235786.984375 Penalty: 2528.598389 Iteration 9Q: 3 clusters Score -235787 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -235809.671875 Penalty: 2528.598389 Iteration 10Q: 3 clusters Score -235809.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -235832.937500 Penalty: 2528.598389 Iteration 11Q: 3 clusters Score -235832.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -235860.218750 Penalty: 2528.598389 Iteration 12Q: 3 clusters Score -235860.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -235888.953125 Penalty: 2528.598389 Iteration 13Q: 3 clusters Score -235889 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -235921.484375 Penalty: 2528.598389 Iteration 14Q: 3 clusters Score -235921.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -235954.328125 Penalty: 2528.598389 Iteration 15Q: 3 clusters Score -235954.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -235985.453125 Penalty: 2528.598389 Iteration 16Q: 3 clusters Score -235985.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -236009.359375 Penalty: 2528.598389 Iteration 17Q: 3 clusters Score -236009.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -236034.078125 Penalty: 2528.598389 Iteration 18Q: 3 clusters Score -236034.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -236066.437500 Penalty: 2528.598389 Iteration 19Q: 3 clusters Score -236066.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -236102.531250 Penalty: 2528.598389 Iteration 20F: 3 clusters Score -236102.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -236123.359375 Penalty: 2528.598389 Iteration 21Q: 3 clusters Score -236123.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -236135.828125 Penalty: 2528.598389 Iteration 22Q: 3 clusters Score -236135.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -236153.125000 Penalty: 2528.598389 Iteration 23Q: 3 clusters Score -236153.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -236173.062500 Penalty: 2528.598389 Iteration 24Q: 3 clusters Score -236173.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -236190.062500 Penalty: 2528.598389 Iteration 25Q: 3 clusters Score -236190.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -236202.859375 Penalty: 2528.598389 Iteration 26Q: 3 clusters Score -236202.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -236211.625000 Penalty: 2528.598389 Iteration 27Q: 3 clusters Score -236211.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -236218.875000 Penalty: 2528.598389 Iteration 28Q: 3 clusters Score -236218.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -236222.890625 Penalty: 2528.598389 Iteration 29Q: 3 clusters Score -236222.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 2008 members Entering Unmasked Estep Score: -236230.406250 Penalty: 2528.598389 Iteration 30Q: 3 clusters Score -236230.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -236235.750000 Penalty: 2528.598389 Iteration 31Q: 3 clusters Score -236235.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -236241.921875 Penalty: 2528.598389 Iteration 32Q: 3 clusters Score -236241.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -236251.000000 Penalty: 2528.598389 Iteration 33Q: 3 clusters Score -236251 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -236253.531250 Penalty: 2528.598389 Iteration 34Q: 3 clusters Score -236253.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -236253.781250 Penalty: 2528.598389 Iteration 35Q: 3 clusters Score -236253.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -236253.781250 Penalty: 2528.598389 Iteration 36F: 3 clusters Score -236253.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (5045 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5045 members Entering Unmasked Estep Score: -471915.437500 Penalty: 1385.499756 Iteration 0F: 2 clusters Score -471915.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 2536 members Entering Unmasked Estep Score: -467931.281250 Penalty: 2770.999512 Iteration 0F: 3 clusters Score -467931.3 nChanged 2072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -469171.437500 Penalty: 2770.999512 Iteration 1F: 3 clusters Score -469171.4 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 2709 members Entering Unmasked Estep Score: -469398.281250 Penalty: 2770.999512 Iteration 2F: 3 clusters Score -469398.3 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2255 members Mstep: Class 2 contains 2790 members Entering Unmasked Estep Score: -469587.718750 Penalty: 2770.999512 Iteration 3F: 3 clusters Score -469587.7 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -469738.687500 Penalty: 2770.999512 Iteration 4Q: 3 clusters Score -469738.7 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2117 members Mstep: Class 2 contains 2928 members Entering Unmasked Estep Score: -469880.562500 Penalty: 2770.999512 Iteration 5Q: 3 clusters Score -469880.6 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 3005 members Entering Unmasked Estep Score: -469992.718750 Penalty: 2770.999512 Iteration 6Q: 3 clusters Score -469992.7 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 3073 members Entering Unmasked Estep Score: -470095.500000 Penalty: 2770.999512 Iteration 7Q: 3 clusters Score -470095.5 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 3130 members Entering Unmasked Estep Score: -470192.156250 Penalty: 2770.999512 Iteration 8Q: 3 clusters Score -470192.2 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 3189 members Entering Unmasked Estep Score: -470287.562500 Penalty: 2770.999512 Iteration 9Q: 3 clusters Score -470287.6 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 3242 members Entering Unmasked Estep Score: -470379.375000 Penalty: 2770.999512 Iteration 10Q: 3 clusters Score -470379.4 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 3300 members Entering Unmasked Estep Score: -470467.812500 Penalty: 2770.999512 Iteration 11Q: 3 clusters Score -470467.8 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 3367 members Entering Unmasked Estep Score: -470544.531250 Penalty: 2770.999512 Iteration 12Q: 3 clusters Score -470544.5 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 3423 members Entering Unmasked Estep Score: -470597.781250 Penalty: 2770.999512 Iteration 13Q: 3 clusters Score -470597.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 3466 members Entering Unmasked Estep Score: -470631.562500 Penalty: 2770.999512 Iteration 14Q: 3 clusters Score -470631.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 3494 members Entering Unmasked Estep Score: -470658.406250 Penalty: 2770.999512 Iteration 15Q: 3 clusters Score -470658.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 3523 members Entering Unmasked Estep Score: -470689.687500 Penalty: 2770.999512 Iteration 16Q: 3 clusters Score -470689.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 3555 members Entering Unmasked Estep Score: -470720.125000 Penalty: 2770.999512 Iteration 17Q: 3 clusters Score -470720.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 3590 members Entering Unmasked Estep Score: -470746.343750 Penalty: 2770.999512 Iteration 18Q: 3 clusters Score -470746.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 3615 members Entering Unmasked Estep Score: -470763.625000 Penalty: 2770.999512 Iteration 19Q: 3 clusters Score -470763.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 3637 members Entering Unmasked Estep Score: -470777.906250 Penalty: 2770.999512 Iteration 20F: 3 clusters Score -470777.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 3655 members Entering Unmasked Estep Score: -470791.812500 Penalty: 2770.999512 Iteration 21Q: 3 clusters Score -470791.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 3669 members Entering Unmasked Estep Score: -470799.531250 Penalty: 2770.999512 Iteration 22Q: 3 clusters Score -470799.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 3681 members Entering Unmasked Estep Score: -470803.937500 Penalty: 2770.999512 Iteration 23Q: 3 clusters Score -470803.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 3689 members Entering Unmasked Estep Score: -470808.875000 Penalty: 2770.999512 Iteration 24Q: 3 clusters Score -470808.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 3697 members Entering Unmasked Estep Score: -470812.875000 Penalty: 2770.999512 Iteration 25Q: 3 clusters Score -470812.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 3704 members Entering Unmasked Estep Score: -470813.375000 Penalty: 2770.999512 Iteration 26Q: 3 clusters Score -470813.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 3706 members Entering Unmasked Estep Score: -470813.843750 Penalty: 2770.999512 Iteration 27Q: 3 clusters Score -470813.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 3710 members Entering Unmasked Estep Score: -470815.906250 Penalty: 2770.999512 Iteration 28Q: 3 clusters Score -470815.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 3712 members Entering Unmasked Estep Score: -470816.406250 Penalty: 2770.999512 Iteration 29Q: 3 clusters Score -470816.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 3714 members Entering Unmasked Estep Score: -470816.500000 Penalty: 2770.999512 Iteration 30Q: 3 clusters Score -470816.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 3718 members Entering Unmasked Estep Score: -470816.937500 Penalty: 2770.999512 Iteration 31Q: 3 clusters Score -470816.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 3719 members Entering Unmasked Estep Score: -470817.562500 Penalty: 2770.999512 Iteration 32Q: 3 clusters Score -470817.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 3723 members Entering Unmasked Estep Score: -470819.468750 Penalty: 2770.999512 Iteration 33Q: 3 clusters Score -470819.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 3726 members Entering Unmasked Estep Score: -470820.062500 Penalty: 2770.999512 Iteration 34Q: 3 clusters Score -470820.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 3727 members Entering Unmasked Estep Score: -470821.562500 Penalty: 2770.999512 Iteration 35Q: 3 clusters Score -470821.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 3728 members Entering Unmasked Estep Score: -470821.843750 Penalty: 2770.999512 Iteration 36Q: 3 clusters Score -470821.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 3725 members Entering Unmasked Estep Score: -470822.718750 Penalty: 2770.999512 Iteration 37Q: 3 clusters Score -470822.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 3726 members Entering Unmasked Estep Score: -470824.343750 Penalty: 2770.999512 Iteration 38Q: 3 clusters Score -470824.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 3725 members Entering Unmasked Estep Score: -470824.812500 Penalty: 2770.999512 Iteration 39Q: 3 clusters Score -470824.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 3726 members Entering Unmasked Estep Score: -470825.000000 Penalty: 2770.999512 Iteration 40F: 3 clusters Score -470825 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 3727 members Entering Unmasked Estep Score: -470824.781250 Penalty: 2770.999512 Iteration 41Q: 3 clusters Score -470824.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 3727 members Entering Unmasked Estep Score: -470825.781250 Penalty: 2770.999512 Iteration 42Q: 3 clusters Score -470825.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 3727 members Entering Unmasked Estep Score: -470826.406250 Penalty: 2770.999512 Iteration 43Q: 3 clusters Score -470826.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 3726 members Entering Unmasked Estep Score: -470826.625000 Penalty: 2770.999512 Iteration 44Q: 3 clusters Score -470826.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 3725 members Entering Unmasked Estep Score: -470826.906250 Penalty: 2770.999512 Iteration 45Q: 3 clusters Score -470826.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 3725 members Entering Unmasked Estep Score: -470826.906250 Penalty: 2770.999512 Iteration 46F: 3 clusters Score -470826.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (735 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Entering Unmasked Estep Score: -58971.554688 Penalty: 1072.479004 Iteration 0F: 2 clusters Score -58971.55 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -57803.046875 Penalty: 2144.958008 Iteration 0F: 3 clusters Score -57803.05 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -58121.035156 Penalty: 2144.958008 Iteration 1F: 3 clusters Score -58121.04 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -58274.378906 Penalty: 2144.958008 Iteration 2F: 3 clusters Score -58274.38 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -58447.718750 Penalty: 2144.958008 Iteration 3F: 3 clusters Score -58447.72 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -58557.605469 Penalty: 2144.958008 Iteration 4F: 3 clusters Score -58557.61 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -58641.535156 Penalty: 2144.958008 Iteration 5Q: 3 clusters Score -58641.54 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -58696.941406 Penalty: 2144.958008 Iteration 6Q: 3 clusters Score -58696.94 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -58721.996094 Penalty: 2144.958008 Iteration 7Q: 3 clusters Score -58722 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -58732.343750 Penalty: 2144.958008 Iteration 8Q: 3 clusters Score -58732.34 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -58741.480469 Penalty: 2144.958008 Iteration 9Q: 3 clusters Score -58741.48 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -58755.199219 Penalty: 2144.958008 Iteration 10Q: 3 clusters Score -58755.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -58781.464844 Penalty: 2144.958008 Iteration 11Q: 3 clusters Score -58781.46 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -58786.867188 Penalty: 2144.958008 Iteration 12Q: 3 clusters Score -58786.87 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -58791.640625 Penalty: 2144.958008 Iteration 13Q: 3 clusters Score -58791.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -58794.214844 Penalty: 2144.958008 Iteration 14Q: 3 clusters Score -58794.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -58796.687500 Penalty: 2144.958008 Iteration 15Q: 3 clusters Score -58796.69 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -58800.828125 Penalty: 2144.958008 Iteration 16Q: 3 clusters Score -58800.83 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -58805.289062 Penalty: 2144.958008 Iteration 17Q: 3 clusters Score -58805.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -58805.289062 Penalty: 2144.958008 Iteration 18F: 3 clusters Score -58805.29 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1418 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Entering Unmasked Estep Score: -133946.859375 Penalty: 1179.262939 Iteration 0F: 2 clusters Score -133946.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -132236.359375 Penalty: 2358.525879 Iteration 0F: 3 clusters Score -132236.4 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -132561.046875 Penalty: 2358.525879 Iteration 1F: 3 clusters Score -132561 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -132722.937500 Penalty: 2358.525879 Iteration 2F: 3 clusters Score -132722.9 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -132911.046875 Penalty: 2358.525879 Iteration 3F: 3 clusters Score -132911 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -133035.812500 Penalty: 2358.525879 Iteration 4F: 3 clusters Score -133035.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -133122.734375 Penalty: 2358.525879 Iteration 5F: 3 clusters Score -133122.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -133166.281250 Penalty: 2358.525879 Iteration 6Q: 3 clusters Score -133166.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -133196.750000 Penalty: 2358.525879 Iteration 7Q: 3 clusters Score -133196.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -133231.625000 Penalty: 2358.525879 Iteration 8Q: 3 clusters Score -133231.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -133260.140625 Penalty: 2358.525879 Iteration 9Q: 3 clusters Score -133260.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -133284.640625 Penalty: 2358.525879 Iteration 10Q: 3 clusters Score -133284.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -133313.812500 Penalty: 2358.525879 Iteration 11Q: 3 clusters Score -133313.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -133342.609375 Penalty: 2358.525879 Iteration 12Q: 3 clusters Score -133342.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -133358.000000 Penalty: 2358.525879 Iteration 13Q: 3 clusters Score -133358 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -133365.625000 Penalty: 2358.525879 Iteration 14Q: 3 clusters Score -133365.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -133370.250000 Penalty: 2358.525879 Iteration 15Q: 3 clusters Score -133370.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -133375.140625 Penalty: 2358.525879 Iteration 16Q: 3 clusters Score -133375.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -133379.421875 Penalty: 2358.525879 Iteration 17Q: 3 clusters Score -133379.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -133382.906250 Penalty: 2358.525879 Iteration 18Q: 3 clusters Score -133382.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -133384.078125 Penalty: 2358.525879 Iteration 19Q: 3 clusters Score -133384.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -133384.078125 Penalty: 2358.525879 Iteration 20F: 3 clusters Score -133384.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (36682 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36682 members Entering Unmasked Estep Score: -3492839.000000 Penalty: 1707.881714 Iteration 0F: 2 clusters Score -3492839 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18457 members Mstep: Class 2 contains 18225 members Entering Unmasked Estep Score: -3468317.500000 Penalty: 3415.763428 Iteration 0F: 3 clusters Score -3468318 nChanged 17053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19284 members Mstep: Class 2 contains 17398 members Entering Unmasked Estep Score: -3477750.500000 Penalty: 3415.763428 Iteration 1F: 3 clusters Score -3477750 nChanged 1421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19871 members Mstep: Class 2 contains 16811 members Entering Unmasked Estep Score: -3478144.000000 Penalty: 3415.763428 Iteration 2Q: 3 clusters Score -3478144 nChanged 1385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20730 members Mstep: Class 2 contains 15952 members Entering Unmasked Estep Score: -3478601.000000 Penalty: 3415.763428 Iteration 3Q: 3 clusters Score -3478601 nChanged 1563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21977 members Mstep: Class 2 contains 14705 members Entering Unmasked Estep Score: -3479213.500000 Penalty: 3415.763428 Iteration 4Q: 3 clusters Score -3479214 nChanged 1876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23707 members Mstep: Class 2 contains 12975 members Entering Unmasked Estep Score: -3480183.750000 Penalty: 3415.763428 Iteration 5F: 3 clusters Score -3480184 nChanged 2392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25999 members Mstep: Class 2 contains 10683 members Entering Unmasked Estep Score: -3481754.750000 Penalty: 3415.763428 Iteration 6F: 3 clusters Score -3481755 nChanged 2849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28818 members Mstep: Class 2 contains 7864 members Entering Unmasked Estep Score: -3484123.750000 Penalty: 3415.763428 Iteration 7F: 3 clusters Score -3484124 nChanged 2940 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31724 members Mstep: Class 2 contains 4958 members Entering Unmasked Estep Score: -3486891.250000 Penalty: 3415.763428 Iteration 8F: 3 clusters Score -3486891 nChanged 2220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33922 members Mstep: Class 2 contains 2760 members Entering Unmasked Estep Score: -3489113.750000 Penalty: 3415.763428 Iteration 9F: 3 clusters Score -3489114 nChanged 1270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35160 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -3490290.250000 Penalty: 3415.763428 Iteration 10Q: 3 clusters Score -3490290 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35776 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -3490866.750000 Penalty: 3415.763428 Iteration 11Q: 3 clusters Score -3490867 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36063 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -3491141.500000 Penalty: 3415.763428 Iteration 12Q: 3 clusters Score -3491142 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36200 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -3491269.000000 Penalty: 3415.763428 Iteration 13Q: 3 clusters Score -3491269 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36261 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -3491334.500000 Penalty: 3415.763428 Iteration 14Q: 3 clusters Score -3491334 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36296 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -3491366.750000 Penalty: 3415.763428 Iteration 15Q: 3 clusters Score -3491367 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36316 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -3491384.250000 Penalty: 3415.763428 Iteration 16Q: 3 clusters Score -3491384 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36332 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -3491401.000000 Penalty: 3415.763428 Iteration 17Q: 3 clusters Score -3491401 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36340 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -3491405.250000 Penalty: 3415.763428 Iteration 18Q: 3 clusters Score -3491405 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36343 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -3491412.250000 Penalty: 3415.763428 Iteration 19Q: 3 clusters Score -3491412 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36355 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -3491424.000000 Penalty: 3415.763428 Iteration 20F: 3 clusters Score -3491424 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36361 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -3491428.750000 Penalty: 3415.763428 Iteration 21Q: 3 clusters Score -3491429 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36364 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -3491427.250000 Penalty: 3415.763428 Iteration 22Q: 3 clusters Score -3491427 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36367 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -3491434.500000 Penalty: 3415.763428 Iteration 23Q: 3 clusters Score -3491434 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36366 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -3491438.750000 Penalty: 3415.763428 Iteration 24Q: 3 clusters Score -3491439 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36367 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -3491437.000000 Penalty: 3415.763428 Iteration 25Q: 3 clusters Score -3491437 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36371 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -3491440.000000 Penalty: 3415.763428 Iteration 26Q: 3 clusters Score -3491440 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36372 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -3491441.250000 Penalty: 3415.763428 Iteration 27Q: 3 clusters Score -3491441 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36374 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -3491444.250000 Penalty: 3415.763428 Iteration 28Q: 3 clusters Score -3491444 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36376 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -3491442.500000 Penalty: 3415.763428 Iteration 29Q: 3 clusters Score -3491442 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36375 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -3491438.250000 Penalty: 3415.763428 Iteration 30Q: 3 clusters Score -3491438 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36375 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -3491444.250000 Penalty: 3415.763428 Iteration 31Q: 3 clusters Score -3491444 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36376 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -3491449.000000 Penalty: 3415.763428 Iteration 32Q: 3 clusters Score -3491449 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36376 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -3491449.000000 Penalty: 3415.763428 Iteration 33F: 3 clusters Score -3491449 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (6608 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6608 members Entering Unmasked Estep Score: -643599.312500 Penalty: 1429.355957 Iteration 0F: 2 clusters Score -643599.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3332 members Mstep: Class 2 contains 3276 members Entering Unmasked Estep Score: -638548.625000 Penalty: 2858.711914 Iteration 0F: 3 clusters Score -638548.6 nChanged 2701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3395 members Mstep: Class 2 contains 3213 members Entering Unmasked Estep Score: -639953.250000 Penalty: 2858.711914 Iteration 1F: 3 clusters Score -639953.2 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3448 members Mstep: Class 2 contains 3160 members Entering Unmasked Estep Score: -640180.500000 Penalty: 2858.711914 Iteration 2F: 3 clusters Score -640180.5 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3543 members Mstep: Class 2 contains 3065 members Entering Unmasked Estep Score: -640390.562500 Penalty: 2858.711914 Iteration 3F: 3 clusters Score -640390.6 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3661 members Mstep: Class 2 contains 2947 members Entering Unmasked Estep Score: -640577.625000 Penalty: 2858.711914 Iteration 4F: 3 clusters Score -640577.6 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3777 members Mstep: Class 2 contains 2831 members Entering Unmasked Estep Score: -640762.437500 Penalty: 2858.711914 Iteration 5Q: 3 clusters Score -640762.4 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3930 members Mstep: Class 2 contains 2678 members Entering Unmasked Estep Score: -640962.937500 Penalty: 2858.711914 Iteration 6Q: 3 clusters Score -640962.9 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4099 members Mstep: Class 2 contains 2509 members Entering Unmasked Estep Score: -641151.250000 Penalty: 2858.711914 Iteration 7F: 3 clusters Score -641151.2 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4269 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -641303.812500 Penalty: 2858.711914 Iteration 8Q: 3 clusters Score -641303.8 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4427 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -641442.375000 Penalty: 2858.711914 Iteration 9Q: 3 clusters Score -641442.4 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4566 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -641574.500000 Penalty: 2858.711914 Iteration 10Q: 3 clusters Score -641574.5 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4737 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -641711.000000 Penalty: 2858.711914 Iteration 11Q: 3 clusters Score -641711 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4881 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -641844.625000 Penalty: 2858.711914 Iteration 12Q: 3 clusters Score -641844.6 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5043 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -642008.812500 Penalty: 2858.711914 Iteration 13Q: 3 clusters Score -642008.8 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5179 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -642143.937500 Penalty: 2858.711914 Iteration 14Q: 3 clusters Score -642143.9 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5291 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -642232.125000 Penalty: 2858.711914 Iteration 15Q: 3 clusters Score -642232.1 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5372 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -642285.625000 Penalty: 2858.711914 Iteration 16Q: 3 clusters Score -642285.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5448 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -642331.437500 Penalty: 2858.711914 Iteration 17Q: 3 clusters Score -642331.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5515 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -642370.000000 Penalty: 2858.711914 Iteration 18Q: 3 clusters Score -642370 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5575 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -642400.937500 Penalty: 2858.711914 Iteration 19Q: 3 clusters Score -642400.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5614 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -642420.875000 Penalty: 2858.711914 Iteration 20F: 3 clusters Score -642420.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5640 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -642433.812500 Penalty: 2858.711914 Iteration 21Q: 3 clusters Score -642433.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5660 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -642440.437500 Penalty: 2858.711914 Iteration 22Q: 3 clusters Score -642440.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5673 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -642444.125000 Penalty: 2858.711914 Iteration 23Q: 3 clusters Score -642444.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5678 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -642444.000000 Penalty: 2858.711914 Iteration 24Q: 3 clusters Score -642444 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5683 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -642446.937500 Penalty: 2858.711914 Iteration 25Q: 3 clusters Score -642446.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5689 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -642449.062500 Penalty: 2858.711914 Iteration 26Q: 3 clusters Score -642449.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5695 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -642452.312500 Penalty: 2858.711914 Iteration 27Q: 3 clusters Score -642452.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5704 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -642455.500000 Penalty: 2858.711914 Iteration 28Q: 3 clusters Score -642455.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5710 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -642458.625000 Penalty: 2858.711914 Iteration 29Q: 3 clusters Score -642458.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5717 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -642460.687500 Penalty: 2858.711914 Iteration 30Q: 3 clusters Score -642460.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5721 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -642462.312500 Penalty: 2858.711914 Iteration 31Q: 3 clusters Score -642462.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5723 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -642461.937500 Penalty: 2858.711914 Iteration 32Q: 3 clusters Score -642461.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5723 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -642461.937500 Penalty: 2858.711914 Iteration 33F: 3 clusters Score -642461.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (292 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Entering Unmasked Estep Score: -21261.404297 Penalty: 922.472534 Iteration 0F: 2 clusters Score -21261.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -20382.789062 Penalty: 1844.945068 Iteration 0F: 3 clusters Score -20382.79 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -20531.453125 Penalty: 1844.945068 Iteration 1F: 3 clusters Score -20531.45 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -20577.335938 Penalty: 1844.945068 Iteration 2Q: 3 clusters Score -20577.34 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -20595.912109 Penalty: 1844.945068 Iteration 3Q: 3 clusters Score -20595.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -20606.322266 Penalty: 1844.945068 Iteration 4Q: 3 clusters Score -20606.32 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -20618.189453 Penalty: 1844.945068 Iteration 5Q: 3 clusters Score -20618.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -20624.228516 Penalty: 1844.945068 Iteration 6Q: 3 clusters Score -20624.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -20625.236328 Penalty: 1844.945068 Iteration 7Q: 3 clusters Score -20625.24 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -20625.236328 Penalty: 1844.945068 Iteration 8F: 3 clusters Score -20625.24 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1122 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Entering Unmasked Estep Score: -101766.335938 Penalty: 1141.216064 Iteration 0F: 2 clusters Score -101766.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -100279.273438 Penalty: 2282.432129 Iteration 0F: 3 clusters Score -100279.3 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -100788.101562 Penalty: 2282.432129 Iteration 1F: 3 clusters Score -100788.1 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -101053.875000 Penalty: 2282.432129 Iteration 2F: 3 clusters Score -101053.9 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -101363.062500 Penalty: 2282.432129 Iteration 3F: 3 clusters Score -101363.1 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -101567.335938 Penalty: 2282.432129 Iteration 4F: 3 clusters Score -101567.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -101658.179688 Penalty: 2282.432129 Iteration 5Q: 3 clusters Score -101658.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -101705.921875 Penalty: 2282.432129 Iteration 6Q: 3 clusters Score -101705.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -101723.023438 Penalty: 2282.432129 Iteration 7Q: 3 clusters Score -101723 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -101743.343750 Penalty: 2282.432129 Iteration 8Q: 3 clusters Score -101743.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -101755.273438 Penalty: 2282.432129 Iteration 9Q: 3 clusters Score -101755.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -101759.890625 Penalty: 2282.432129 Iteration 10Q: 3 clusters Score -101759.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -101763.890625 Penalty: 2282.432129 Iteration 11Q: 3 clusters Score -101763.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -101763.890625 Penalty: 2282.432129 Iteration 12F: 3 clusters Score -101763.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (14262 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14262 members Entering Unmasked Estep Score: -1332009.250000 Penalty: 1554.370117 Iteration 0F: 2 clusters Score -1332009 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7199 members Mstep: Class 2 contains 7063 members Entering Unmasked Estep Score: -1322144.500000 Penalty: 3108.740234 Iteration 0F: 3 clusters Score -1322144 nChanged 6220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7681 members Mstep: Class 2 contains 6581 members Entering Unmasked Estep Score: -1325748.250000 Penalty: 3108.740234 Iteration 1F: 3 clusters Score -1325748 nChanged 942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8021 members Mstep: Class 2 contains 6241 members Entering Unmasked Estep Score: -1326271.250000 Penalty: 3108.740234 Iteration 2F: 3 clusters Score -1326271 nChanged 904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8441 members Mstep: Class 2 contains 5821 members Entering Unmasked Estep Score: -1326861.000000 Penalty: 3108.740234 Iteration 3F: 3 clusters Score -1326861 nChanged 914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8911 members Mstep: Class 2 contains 5351 members Entering Unmasked Estep Score: -1327559.375000 Penalty: 3108.740234 Iteration 4F: 3 clusters Score -1327559 nChanged 955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9392 members Mstep: Class 2 contains 4870 members Entering Unmasked Estep Score: -1328340.125000 Penalty: 3108.740234 Iteration 5F: 3 clusters Score -1328340 nChanged 905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9799 members Mstep: Class 2 contains 4463 members Entering Unmasked Estep Score: -1329049.500000 Penalty: 3108.740234 Iteration 6F: 3 clusters Score -1329050 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10113 members Mstep: Class 2 contains 4149 members Entering Unmasked Estep Score: -1329570.875000 Penalty: 3108.740234 Iteration 7F: 3 clusters Score -1329571 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10355 members Mstep: Class 2 contains 3907 members Entering Unmasked Estep Score: -1330000.500000 Penalty: 3108.740234 Iteration 8Q: 3 clusters Score -1330000 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10543 members Mstep: Class 2 contains 3719 members Entering Unmasked Estep Score: -1330285.750000 Penalty: 3108.740234 Iteration 9Q: 3 clusters Score -1330286 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10722 members Mstep: Class 2 contains 3540 members Entering Unmasked Estep Score: -1330501.625000 Penalty: 3108.740234 Iteration 10Q: 3 clusters Score -1330502 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10895 members Mstep: Class 2 contains 3367 members Entering Unmasked Estep Score: -1330700.375000 Penalty: 3108.740234 Iteration 11Q: 3 clusters Score -1330700 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11066 members Mstep: Class 2 contains 3196 members Entering Unmasked Estep Score: -1330846.750000 Penalty: 3108.740234 Iteration 12Q: 3 clusters Score -1330847 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11197 members Mstep: Class 2 contains 3065 members Entering Unmasked Estep Score: -1330962.375000 Penalty: 3108.740234 Iteration 13Q: 3 clusters Score -1330962 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11306 members Mstep: Class 2 contains 2956 members Entering Unmasked Estep Score: -1331022.000000 Penalty: 3108.740234 Iteration 14Q: 3 clusters Score -1331022 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11399 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -1331063.250000 Penalty: 3108.740234 Iteration 15Q: 3 clusters Score -1331063 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11468 members Mstep: Class 2 contains 2794 members Entering Unmasked Estep Score: -1331083.000000 Penalty: 3108.740234 Iteration 16Q: 3 clusters Score -1331083 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11504 members Mstep: Class 2 contains 2758 members Entering Unmasked Estep Score: -1331099.500000 Penalty: 3108.740234 Iteration 17Q: 3 clusters Score -1331100 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11530 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -1331102.500000 Penalty: 3108.740234 Iteration 18Q: 3 clusters Score -1331102 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11558 members Mstep: Class 2 contains 2704 members Entering Unmasked Estep Score: -1331105.000000 Penalty: 3108.740234 Iteration 19Q: 3 clusters Score -1331105 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11574 members Mstep: Class 2 contains 2688 members Entering Unmasked Estep Score: -1331108.750000 Penalty: 3108.740234 Iteration 20F: 3 clusters Score -1331109 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11587 members Mstep: Class 2 contains 2675 members Entering Unmasked Estep Score: -1331111.750000 Penalty: 3108.740234 Iteration 21Q: 3 clusters Score -1331112 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11596 members Mstep: Class 2 contains 2666 members Entering Unmasked Estep Score: -1331110.750000 Penalty: 3108.740234 Iteration 22Q: 3 clusters Score -1331111 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11608 members Mstep: Class 2 contains 2654 members Entering Unmasked Estep Score: -1331117.875000 Penalty: 3108.740234 Iteration 23Q: 3 clusters Score -1331118 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11616 members Mstep: Class 2 contains 2646 members Entering Unmasked Estep Score: -1331121.500000 Penalty: 3108.740234 Iteration 24Q: 3 clusters Score -1331122 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11624 members Mstep: Class 2 contains 2638 members Entering Unmasked Estep Score: -1331120.750000 Penalty: 3108.740234 Iteration 25Q: 3 clusters Score -1331121 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11630 members Mstep: Class 2 contains 2632 members Entering Unmasked Estep Score: -1331120.250000 Penalty: 3108.740234 Iteration 26Q: 3 clusters Score -1331120 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11634 members Mstep: Class 2 contains 2628 members Entering Unmasked Estep Score: -1331124.000000 Penalty: 3108.740234 Iteration 27Q: 3 clusters Score -1331124 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11640 members Mstep: Class 2 contains 2622 members Entering Unmasked Estep Score: -1331121.750000 Penalty: 3108.740234 Iteration 28Q: 3 clusters Score -1331122 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11645 members Mstep: Class 2 contains 2617 members Entering Unmasked Estep Score: -1331119.875000 Penalty: 3108.740234 Iteration 29Q: 3 clusters Score -1331120 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11654 members Mstep: Class 2 contains 2608 members Entering Unmasked Estep Score: -1331120.625000 Penalty: 3108.740234 Iteration 30Q: 3 clusters Score -1331121 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11659 members Mstep: Class 2 contains 2603 members Entering Unmasked Estep Score: -1331125.125000 Penalty: 3108.740234 Iteration 31Q: 3 clusters Score -1331125 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11661 members Mstep: Class 2 contains 2601 members Entering Unmasked Estep Score: -1331127.125000 Penalty: 3108.740234 Iteration 32Q: 3 clusters Score -1331127 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11667 members Mstep: Class 2 contains 2595 members Entering Unmasked Estep Score: -1331127.000000 Penalty: 3108.740234 Iteration 33Q: 3 clusters Score -1331127 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11670 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -1331123.875000 Penalty: 3108.740234 Iteration 34Q: 3 clusters Score -1331124 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11672 members Mstep: Class 2 contains 2590 members Entering Unmasked Estep Score: -1331125.625000 Penalty: 3108.740234 Iteration 35Q: 3 clusters Score -1331126 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11676 members Mstep: Class 2 contains 2586 members Entering Unmasked Estep Score: -1331125.250000 Penalty: 3108.740234 Iteration 36Q: 3 clusters Score -1331125 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11679 members Mstep: Class 2 contains 2583 members Entering Unmasked Estep Score: -1331124.375000 Penalty: 3108.740234 Iteration 37Q: 3 clusters Score -1331124 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11684 members Mstep: Class 2 contains 2578 members Entering Unmasked Estep Score: -1331126.625000 Penalty: 3108.740234 Iteration 38Q: 3 clusters Score -1331127 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11688 members Mstep: Class 2 contains 2574 members Entering Unmasked Estep Score: -1331128.625000 Penalty: 3108.740234 Iteration 39Q: 3 clusters Score -1331129 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11691 members Mstep: Class 2 contains 2571 members Entering Unmasked Estep Score: -1331130.625000 Penalty: 3108.740234 Iteration 40F: 3 clusters Score -1331131 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11692 members Mstep: Class 2 contains 2570 members Entering Unmasked Estep Score: -1331131.625000 Penalty: 3108.740234 Iteration 41Q: 3 clusters Score -1331132 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11695 members Mstep: Class 2 contains 2567 members Entering Unmasked Estep Score: -1331131.125000 Penalty: 3108.740234 Iteration 42Q: 3 clusters Score -1331131 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11695 members Mstep: Class 2 contains 2567 members Entering Unmasked Estep Score: -1331131.125000 Penalty: 3108.740234 Iteration 43F: 3 clusters Score -1331131 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (268 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Entering Unmasked Estep Score: -23521.490234 Penalty: 908.535400 Iteration 0F: 2 clusters Score -23521.49 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -22780.519531 Penalty: 1817.070801 Iteration 0F: 3 clusters Score -22780.52 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -22904.544922 Penalty: 1817.070801 Iteration 1F: 3 clusters Score -22904.54 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -22954.734375 Penalty: 1817.070801 Iteration 2F: 3 clusters Score -22954.73 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -22968.148438 Penalty: 1817.070801 Iteration 3Q: 3 clusters Score -22968.15 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -22979.501953 Penalty: 1817.070801 Iteration 4Q: 3 clusters Score -22979.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -22985.576172 Penalty: 1817.070801 Iteration 5Q: 3 clusters Score -22985.58 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -22985.576172 Penalty: 1817.070801 Iteration 6F: 3 clusters Score -22985.58 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2299 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Entering Unmasked Estep Score: -210246.406250 Penalty: 1257.787354 Iteration 0F: 2 clusters Score -210246.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -207971.843750 Penalty: 2515.574707 Iteration 0F: 3 clusters Score -207971.8 nChanged 867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -208591.765625 Penalty: 2515.574707 Iteration 1F: 3 clusters Score -208591.8 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -208745.875000 Penalty: 2515.574707 Iteration 2F: 3 clusters Score -208745.9 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -208888.125000 Penalty: 2515.574707 Iteration 3F: 3 clusters Score -208888.1 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -209055.843750 Penalty: 2515.574707 Iteration 4F: 3 clusters Score -209055.8 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -209226.953125 Penalty: 2515.574707 Iteration 5F: 3 clusters Score -209227 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -209465.031250 Penalty: 2515.574707 Iteration 6F: 3 clusters Score -209465 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -209661.781250 Penalty: 2515.574707 Iteration 7F: 3 clusters Score -209661.8 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -209776.281250 Penalty: 2515.574707 Iteration 8F: 3 clusters Score -209776.3 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -209852.046875 Penalty: 2515.574707 Iteration 9Q: 3 clusters Score -209852 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -209908.562500 Penalty: 2515.574707 Iteration 10Q: 3 clusters Score -209908.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -209946.515625 Penalty: 2515.574707 Iteration 11Q: 3 clusters Score -209946.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -209973.812500 Penalty: 2515.574707 Iteration 12Q: 3 clusters Score -209973.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -209985.437500 Penalty: 2515.574707 Iteration 13Q: 3 clusters Score -209985.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -209993.562500 Penalty: 2515.574707 Iteration 14Q: 3 clusters Score -209993.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -210000.968750 Penalty: 2515.574707 Iteration 15Q: 3 clusters Score -210001 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -210002.843750 Penalty: 2515.574707 Iteration 16Q: 3 clusters Score -210002.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -210003.765625 Penalty: 2515.574707 Iteration 17Q: 3 clusters Score -210003.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -210004.437500 Penalty: 2515.574707 Iteration 18Q: 3 clusters Score -210004.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -210006.140625 Penalty: 2515.574707 Iteration 19Q: 3 clusters Score -210006.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -210006.140625 Penalty: 2515.574707 Iteration 20F: 3 clusters Score -210006.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (8017 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8017 members Entering Unmasked Estep Score: -716989.625000 Penalty: 1460.764526 Iteration 0F: 2 clusters Score -716989.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4029 members Mstep: Class 2 contains 3988 members Entering Unmasked Estep Score: -711177.812500 Penalty: 2921.529053 Iteration 0F: 3 clusters Score -711177.8 nChanged 3375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4142 members Mstep: Class 2 contains 3875 members Entering Unmasked Estep Score: -712903.250000 Penalty: 2921.529053 Iteration 1F: 3 clusters Score -712903.2 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4220 members Mstep: Class 2 contains 3797 members Entering Unmasked Estep Score: -713094.125000 Penalty: 2921.529053 Iteration 2F: 3 clusters Score -713094.1 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4303 members Mstep: Class 2 contains 3714 members Entering Unmasked Estep Score: -713260.250000 Penalty: 2921.529053 Iteration 3Q: 3 clusters Score -713260.2 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4406 members Mstep: Class 2 contains 3611 members Entering Unmasked Estep Score: -713418.062500 Penalty: 2921.529053 Iteration 4Q: 3 clusters Score -713418.1 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4540 members Mstep: Class 2 contains 3477 members Entering Unmasked Estep Score: -713632.000000 Penalty: 2921.529053 Iteration 5Q: 3 clusters Score -713632 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4680 members Mstep: Class 2 contains 3337 members Entering Unmasked Estep Score: -714005.812500 Penalty: 2921.529053 Iteration 6F: 3 clusters Score -714005.8 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4902 members Mstep: Class 2 contains 3115 members Entering Unmasked Estep Score: -714748.187500 Penalty: 2921.529053 Iteration 7F: 3 clusters Score -714748.2 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5213 members Mstep: Class 2 contains 2804 members Entering Unmasked Estep Score: -715886.625000 Penalty: 2921.529053 Iteration 8F: 3 clusters Score -715886.6 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5569 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -716770.750000 Penalty: 2921.529053 Iteration 9F: 3 clusters Score -716770.8 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5797 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -717242.062500 Penalty: 2921.529053 Iteration 10F: 3 clusters Score -717242.1 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5833 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -717440.187500 Penalty: 2921.529053 Iteration 11Q: 3 clusters Score -717440.2 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5778 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -717547.937500 Penalty: 2921.529053 Iteration 12Q: 3 clusters Score -717547.9 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5713 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -717598.437500 Penalty: 2921.529053 Iteration 13Q: 3 clusters Score -717598.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5645 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -717635.250000 Penalty: 2921.529053 Iteration 14Q: 3 clusters Score -717635.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5590 members Mstep: Class 2 contains 2427 members Entering Unmasked Estep Score: -717658.500000 Penalty: 2921.529053 Iteration 15Q: 3 clusters Score -717658.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5541 members Mstep: Class 2 contains 2476 members Entering Unmasked Estep Score: -717676.375000 Penalty: 2921.529053 Iteration 16Q: 3 clusters Score -717676.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5503 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -717687.375000 Penalty: 2921.529053 Iteration 17Q: 3 clusters Score -717687.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5452 members Mstep: Class 2 contains 2565 members Entering Unmasked Estep Score: -717702.500000 Penalty: 2921.529053 Iteration 18Q: 3 clusters Score -717702.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5411 members Mstep: Class 2 contains 2606 members Entering Unmasked Estep Score: -717714.250000 Penalty: 2921.529053 Iteration 19Q: 3 clusters Score -717714.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5383 members Mstep: Class 2 contains 2634 members Entering Unmasked Estep Score: -717720.437500 Penalty: 2921.529053 Iteration 20F: 3 clusters Score -717720.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5364 members Mstep: Class 2 contains 2653 members Entering Unmasked Estep Score: -717723.812500 Penalty: 2921.529053 Iteration 21Q: 3 clusters Score -717723.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5351 members Mstep: Class 2 contains 2666 members Entering Unmasked Estep Score: -717726.375000 Penalty: 2921.529053 Iteration 22Q: 3 clusters Score -717726.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5342 members Mstep: Class 2 contains 2675 members Entering Unmasked Estep Score: -717728.125000 Penalty: 2921.529053 Iteration 23Q: 3 clusters Score -717728.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5334 members Mstep: Class 2 contains 2683 members Entering Unmasked Estep Score: -717728.375000 Penalty: 2921.529053 Iteration 24Q: 3 clusters Score -717728.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5329 members Mstep: Class 2 contains 2688 members Entering Unmasked Estep Score: -717729.312500 Penalty: 2921.529053 Iteration 25Q: 3 clusters Score -717729.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5324 members Mstep: Class 2 contains 2693 members Entering Unmasked Estep Score: -717728.625000 Penalty: 2921.529053 Iteration 26Q: 3 clusters Score -717728.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5323 members Mstep: Class 2 contains 2694 members Entering Unmasked Estep Score: -717728.562500 Penalty: 2921.529053 Iteration 27Q: 3 clusters Score -717728.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5322 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -717729.000000 Penalty: 2921.529053 Iteration 28Q: 3 clusters Score -717729 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5322 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -717729.000000 Penalty: 2921.529053 Iteration 29F: 3 clusters Score -717729 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 90690 members Mstep: Class 2 contains 12937 members Mstep: Class 3 contains 146304 members Mstep: Class 4 contains 3046 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5045 members Mstep: Class 7 contains 735 members Mstep: Class 8 contains 1418 members Mstep: Class 9 contains 36682 members Mstep: Class 10 contains 6608 members Mstep: Class 11 contains 292 members Mstep: Class 12 contains 1122 members Mstep: Class 13 contains 14262 members Mstep: Class 14 contains 268 members Mstep: Class 15 contains 2299 members Mstep: Class 16 contains 5322 members Mstep: Class 17 contains 3247 members Mstep: Class 18 contains 1375 members Mstep: Class 19 contains 938 members Mstep: Class 20 contains 2359 members Mstep: Class 21 contains 734 members Mstep: Class 22 contains 438 members Mstep: Class 23 contains 3382 members Mstep: Class 24 contains 2695 members Entering Unmasked Estep Score: -33083876.000000 Penalty: 49725.679688 Splitting cluster 16 changes total score from -33083630.000000 to -33083876.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 17 (3247 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3247 members Entering Unmasked Estep Score: -319826.531250 Penalty: 1313.891602 Iteration 0F: 2 clusters Score -319826.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -316934.406250 Penalty: 2627.783203 Iteration 0F: 3 clusters Score -316934.4 nChanged 1204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -317598.843750 Penalty: 2627.783203 Iteration 1F: 3 clusters Score -317598.8 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -317737.031250 Penalty: 2627.783203 Iteration 2F: 3 clusters Score -317737 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -317820.156250 Penalty: 2627.783203 Iteration 3F: 3 clusters Score -317820.2 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -317886.375000 Penalty: 2627.783203 Iteration 4Q: 3 clusters Score -317886.4 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -317934.468750 Penalty: 2627.783203 Iteration 5Q: 3 clusters Score -317934.5 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -317970.500000 Penalty: 2627.783203 Iteration 6Q: 3 clusters Score -317970.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -317993.625000 Penalty: 2627.783203 Iteration 7Q: 3 clusters Score -317993.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -318006.843750 Penalty: 2627.783203 Iteration 8Q: 3 clusters Score -318006.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -318017.843750 Penalty: 2627.783203 Iteration 9Q: 3 clusters Score -318017.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -318029.000000 Penalty: 2627.783203 Iteration 10Q: 3 clusters Score -318029 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 2157 members Entering Unmasked Estep Score: -318042.968750 Penalty: 2627.783203 Iteration 11Q: 3 clusters Score -318043 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -318064.375000 Penalty: 2627.783203 Iteration 12Q: 3 clusters Score -318064.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 2235 members Entering Unmasked Estep Score: -318090.312500 Penalty: 2627.783203 Iteration 13Q: 3 clusters Score -318090.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -318115.656250 Penalty: 2627.783203 Iteration 14Q: 3 clusters Score -318115.7 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -318151.625000 Penalty: 2627.783203 Iteration 15Q: 3 clusters Score -318151.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -318196.531250 Penalty: 2627.783203 Iteration 16Q: 3 clusters Score -318196.5 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 2483 members Entering Unmasked Estep Score: -318246.125000 Penalty: 2627.783203 Iteration 17Q: 3 clusters Score -318246.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 2542 members Entering Unmasked Estep Score: -318285.468750 Penalty: 2627.783203 Iteration 18Q: 3 clusters Score -318285.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 2601 members Entering Unmasked Estep Score: -318326.156250 Penalty: 2627.783203 Iteration 19Q: 3 clusters Score -318326.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 2650 members Entering Unmasked Estep Score: -318361.687500 Penalty: 2627.783203 Iteration 20F: 3 clusters Score -318361.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 2698 members Entering Unmasked Estep Score: -318399.937500 Penalty: 2627.783203 Iteration 21Q: 3 clusters Score -318399.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 2747 members Entering Unmasked Estep Score: -318438.781250 Penalty: 2627.783203 Iteration 22Q: 3 clusters Score -318438.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -318474.375000 Penalty: 2627.783203 Iteration 23Q: 3 clusters Score -318474.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 2839 members Entering Unmasked Estep Score: -318507.906250 Penalty: 2627.783203 Iteration 24Q: 3 clusters Score -318507.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 2872 members Entering Unmasked Estep Score: -318535.031250 Penalty: 2627.783203 Iteration 25Q: 3 clusters Score -318535 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 2898 members Entering Unmasked Estep Score: -318561.031250 Penalty: 2627.783203 Iteration 26Q: 3 clusters Score -318561 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 2919 members Entering Unmasked Estep Score: -318584.218750 Penalty: 2627.783203 Iteration 27Q: 3 clusters Score -318584.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 2931 members Entering Unmasked Estep Score: -318597.562500 Penalty: 2627.783203 Iteration 28Q: 3 clusters Score -318597.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 2941 members Entering Unmasked Estep Score: -318606.906250 Penalty: 2627.783203 Iteration 29Q: 3 clusters Score -318606.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 2951 members Entering Unmasked Estep Score: -318613.687500 Penalty: 2627.783203 Iteration 30Q: 3 clusters Score -318613.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 2958 members Entering Unmasked Estep Score: -318619.500000 Penalty: 2627.783203 Iteration 31Q: 3 clusters Score -318619.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 2964 members Entering Unmasked Estep Score: -318625.437500 Penalty: 2627.783203 Iteration 32Q: 3 clusters Score -318625.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 2969 members Entering Unmasked Estep Score: -318631.750000 Penalty: 2627.783203 Iteration 33Q: 3 clusters Score -318631.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 2974 members Entering Unmasked Estep Score: -318636.562500 Penalty: 2627.783203 Iteration 34Q: 3 clusters Score -318636.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 2976 members Entering Unmasked Estep Score: -318641.375000 Penalty: 2627.783203 Iteration 35Q: 3 clusters Score -318641.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 2976 members Entering Unmasked Estep Score: -318643.375000 Penalty: 2627.783203 Iteration 36Q: 3 clusters Score -318643.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 2976 members Entering Unmasked Estep Score: -318643.375000 Penalty: 2627.783203 Iteration 37F: 3 clusters Score -318643.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1375 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Entering Unmasked Estep Score: -128707.617188 Penalty: 1174.259033 Iteration 0F: 2 clusters Score -128707.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -127052.671875 Penalty: 2348.518066 Iteration 0F: 3 clusters Score -127052.7 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -127391.156250 Penalty: 2348.518066 Iteration 1F: 3 clusters Score -127391.2 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -127523.664062 Penalty: 2348.518066 Iteration 2F: 3 clusters Score -127523.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -127616.734375 Penalty: 2348.518066 Iteration 3Q: 3 clusters Score -127616.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -127729.914062 Penalty: 2348.518066 Iteration 4Q: 3 clusters Score -127729.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -127842.523438 Penalty: 2348.518066 Iteration 5Q: 3 clusters Score -127842.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -127919.890625 Penalty: 2348.518066 Iteration 6Q: 3 clusters Score -127919.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -127982.585938 Penalty: 2348.518066 Iteration 7Q: 3 clusters Score -127982.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -128006.859375 Penalty: 2348.518066 Iteration 8Q: 3 clusters Score -128006.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -128021.492188 Penalty: 2348.518066 Iteration 9Q: 3 clusters Score -128021.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -128040.289062 Penalty: 2348.518066 Iteration 10Q: 3 clusters Score -128040.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -128055.671875 Penalty: 2348.518066 Iteration 11Q: 3 clusters Score -128055.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -128068.796875 Penalty: 2348.518066 Iteration 12Q: 3 clusters Score -128068.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -128075.820312 Penalty: 2348.518066 Iteration 13Q: 3 clusters Score -128075.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -128084.679688 Penalty: 2348.518066 Iteration 14Q: 3 clusters Score -128084.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -128093.976562 Penalty: 2348.518066 Iteration 15Q: 3 clusters Score -128094 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -128115.718750 Penalty: 2348.518066 Iteration 16Q: 3 clusters Score -128115.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -128131.515625 Penalty: 2348.518066 Iteration 17Q: 3 clusters Score -128131.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -128142.312500 Penalty: 2348.518066 Iteration 18Q: 3 clusters Score -128142.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -128157.226562 Penalty: 2348.518066 Iteration 19Q: 3 clusters Score -128157.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -128175.210938 Penalty: 2348.518066 Iteration 20F: 3 clusters Score -128175.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -128199.250000 Penalty: 2348.518066 Iteration 21Q: 3 clusters Score -128199.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -128228.375000 Penalty: 2348.518066 Iteration 22Q: 3 clusters Score -128228.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -128254.179688 Penalty: 2348.518066 Iteration 23Q: 3 clusters Score -128254.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -128264.914062 Penalty: 2348.518066 Iteration 24Q: 3 clusters Score -128264.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -128271.015625 Penalty: 2348.518066 Iteration 25Q: 3 clusters Score -128271 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -128277.398438 Penalty: 2348.518066 Iteration 26Q: 3 clusters Score -128277.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -128287.382812 Penalty: 2348.518066 Iteration 27Q: 3 clusters Score -128287.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -128300.671875 Penalty: 2348.518066 Iteration 28Q: 3 clusters Score -128300.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -128316.757812 Penalty: 2348.518066 Iteration 29Q: 3 clusters Score -128316.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -128330.242188 Penalty: 2348.518066 Iteration 30Q: 3 clusters Score -128330.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -128343.390625 Penalty: 2348.518066 Iteration 31Q: 3 clusters Score -128343.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -128365.335938 Penalty: 2348.518066 Iteration 32Q: 3 clusters Score -128365.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -128384.882812 Penalty: 2348.518066 Iteration 33Q: 3 clusters Score -128384.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -128394.742188 Penalty: 2348.518066 Iteration 34Q: 3 clusters Score -128394.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -128402.265625 Penalty: 2348.518066 Iteration 35Q: 3 clusters Score -128402.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -128407.265625 Penalty: 2348.518066 Iteration 36Q: 3 clusters Score -128407.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -128418.242188 Penalty: 2348.518066 Iteration 37Q: 3 clusters Score -128418.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -128425.476562 Penalty: 2348.518066 Iteration 38Q: 3 clusters Score -128425.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -128432.796875 Penalty: 2348.518066 Iteration 39Q: 3 clusters Score -128432.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -128435.695312 Penalty: 2348.518066 Iteration 40F: 3 clusters Score -128435.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (938 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Entering Unmasked Estep Score: -86265.312500 Penalty: 1112.109375 Iteration 0F: 2 clusters Score -86265.31 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 453 members Entering Unmasked Estep Score: -84886.585938 Penalty: 2224.218750 Iteration 0F: 3 clusters Score -84886.59 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -85187.265625 Penalty: 2224.218750 Iteration 1F: 3 clusters Score -85187.27 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -85254.812500 Penalty: 2224.218750 Iteration 2F: 3 clusters Score -85254.81 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -85292.796875 Penalty: 2224.218750 Iteration 3Q: 3 clusters Score -85292.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -85323.367188 Penalty: 2224.218750 Iteration 4Q: 3 clusters Score -85323.37 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -85340.976562 Penalty: 2224.218750 Iteration 5Q: 3 clusters Score -85340.98 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -85348.625000 Penalty: 2224.218750 Iteration 6Q: 3 clusters Score -85348.62 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -85356.570312 Penalty: 2224.218750 Iteration 7Q: 3 clusters Score -85356.57 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -85368.468750 Penalty: 2224.218750 Iteration 8Q: 3 clusters Score -85368.47 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -85376.179688 Penalty: 2224.218750 Iteration 9Q: 3 clusters Score -85376.18 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -85383.203125 Penalty: 2224.218750 Iteration 10Q: 3 clusters Score -85383.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -85392.820312 Penalty: 2224.218750 Iteration 11Q: 3 clusters Score -85392.82 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -85400.601562 Penalty: 2224.218750 Iteration 12Q: 3 clusters Score -85400.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -85403.265625 Penalty: 2224.218750 Iteration 13Q: 3 clusters Score -85403.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -85403.265625 Penalty: 2224.218750 Iteration 14F: 3 clusters Score -85403.27 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (2359 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2359 members Entering Unmasked Estep Score: -205893.968750 Penalty: 1261.973877 Iteration 0F: 2 clusters Score -205894 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -203550.781250 Penalty: 2523.947754 Iteration 0F: 3 clusters Score -203550.8 nChanged 885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -204075.437500 Penalty: 2523.947754 Iteration 1F: 3 clusters Score -204075.4 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -204225.390625 Penalty: 2523.947754 Iteration 2F: 3 clusters Score -204225.4 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -204303.750000 Penalty: 2523.947754 Iteration 3F: 3 clusters Score -204303.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -204356.828125 Penalty: 2523.947754 Iteration 4Q: 3 clusters Score -204356.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -204386.703125 Penalty: 2523.947754 Iteration 5Q: 3 clusters Score -204386.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -204417.156250 Penalty: 2523.947754 Iteration 6Q: 3 clusters Score -204417.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -204448.750000 Penalty: 2523.947754 Iteration 7Q: 3 clusters Score -204448.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -204468.890625 Penalty: 2523.947754 Iteration 8Q: 3 clusters Score -204468.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -204486.390625 Penalty: 2523.947754 Iteration 9Q: 3 clusters Score -204486.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -204499.609375 Penalty: 2523.947754 Iteration 10Q: 3 clusters Score -204499.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -204514.328125 Penalty: 2523.947754 Iteration 11Q: 3 clusters Score -204514.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -204541.734375 Penalty: 2523.947754 Iteration 12Q: 3 clusters Score -204541.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -204567.187500 Penalty: 2523.947754 Iteration 13Q: 3 clusters Score -204567.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -204589.968750 Penalty: 2523.947754 Iteration 14Q: 3 clusters Score -204590 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -204609.343750 Penalty: 2523.947754 Iteration 15Q: 3 clusters Score -204609.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -204624.312500 Penalty: 2523.947754 Iteration 16Q: 3 clusters Score -204624.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -204639.546875 Penalty: 2523.947754 Iteration 17Q: 3 clusters Score -204639.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -204664.906250 Penalty: 2523.947754 Iteration 18Q: 3 clusters Score -204664.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -204707.859375 Penalty: 2523.947754 Iteration 19Q: 3 clusters Score -204707.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -204770.953125 Penalty: 2523.947754 Iteration 20F: 3 clusters Score -204771 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -204842.171875 Penalty: 2523.947754 Iteration 21Q: 3 clusters Score -204842.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -204894.218750 Penalty: 2523.947754 Iteration 22Q: 3 clusters Score -204894.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -204936.640625 Penalty: 2523.947754 Iteration 23Q: 3 clusters Score -204936.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -204970.578125 Penalty: 2523.947754 Iteration 24Q: 3 clusters Score -204970.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -205019.734375 Penalty: 2523.947754 Iteration 25Q: 3 clusters Score -205019.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -205065.375000 Penalty: 2523.947754 Iteration 26Q: 3 clusters Score -205065.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -205107.671875 Penalty: 2523.947754 Iteration 27Q: 3 clusters Score -205107.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -205151.484375 Penalty: 2523.947754 Iteration 28Q: 3 clusters Score -205151.5 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -205208.640625 Penalty: 2523.947754 Iteration 29Q: 3 clusters Score -205208.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -205256.031250 Penalty: 2523.947754 Iteration 30Q: 3 clusters Score -205256 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -205289.812500 Penalty: 2523.947754 Iteration 31Q: 3 clusters Score -205289.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -205314.703125 Penalty: 2523.947754 Iteration 32Q: 3 clusters Score -205314.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -205333.515625 Penalty: 2523.947754 Iteration 33Q: 3 clusters Score -205333.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -205361.015625 Penalty: 2523.947754 Iteration 34Q: 3 clusters Score -205361 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -205378.234375 Penalty: 2523.947754 Iteration 35Q: 3 clusters Score -205378.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -205389.781250 Penalty: 2523.947754 Iteration 36Q: 3 clusters Score -205389.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -205395.937500 Penalty: 2523.947754 Iteration 37Q: 3 clusters Score -205395.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -205402.234375 Penalty: 2523.947754 Iteration 38Q: 3 clusters Score -205402.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -205407.640625 Penalty: 2523.947754 Iteration 39Q: 3 clusters Score -205407.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -205413.140625 Penalty: 2523.947754 Iteration 40F: 3 clusters Score -205413.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -205417.468750 Penalty: 2523.947754 Iteration 41Q: 3 clusters Score -205417.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -205419.968750 Penalty: 2523.947754 Iteration 42Q: 3 clusters Score -205420 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -205420.765625 Penalty: 2523.947754 Iteration 43Q: 3 clusters Score -205420.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -205420.687500 Penalty: 2523.947754 Iteration 44Q: 3 clusters Score -205420.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -205420.687500 Penalty: 2523.947754 Iteration 45F: 3 clusters Score -205420.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (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: -64569.199219 Penalty: 1072.257690 Iteration 0F: 2 clusters Score -64569.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -63362.679688 Penalty: 2144.515381 Iteration 0F: 3 clusters Score -63362.68 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -63700.683594 Penalty: 2144.515381 Iteration 1F: 3 clusters Score -63700.68 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -63828.941406 Penalty: 2144.515381 Iteration 2F: 3 clusters Score -63828.94 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -63879.339844 Penalty: 2144.515381 Iteration 3Q: 3 clusters Score -63879.34 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -63910.753906 Penalty: 2144.515381 Iteration 4Q: 3 clusters Score -63910.75 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -63938.019531 Penalty: 2144.515381 Iteration 5Q: 3 clusters Score -63938.02 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -63972.207031 Penalty: 2144.515381 Iteration 6Q: 3 clusters Score -63972.21 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -64000.511719 Penalty: 2144.515381 Iteration 7Q: 3 clusters Score -64000.51 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -64016.746094 Penalty: 2144.515381 Iteration 8Q: 3 clusters Score -64016.75 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -64034.902344 Penalty: 2144.515381 Iteration 9Q: 3 clusters Score -64034.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -64056.429688 Penalty: 2144.515381 Iteration 10Q: 3 clusters Score -64056.43 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -64068.523438 Penalty: 2144.515381 Iteration 11Q: 3 clusters Score -64068.52 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -64080.734375 Penalty: 2144.515381 Iteration 12Q: 3 clusters Score -64080.73 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -64093.015625 Penalty: 2144.515381 Iteration 13Q: 3 clusters Score -64093.02 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -64104.828125 Penalty: 2144.515381 Iteration 14Q: 3 clusters Score -64104.83 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -64115.929688 Penalty: 2144.515381 Iteration 15Q: 3 clusters Score -64115.93 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -64137.230469 Penalty: 2144.515381 Iteration 16Q: 3 clusters Score -64137.23 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -64151.261719 Penalty: 2144.515381 Iteration 17Q: 3 clusters Score -64151.26 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -64165.316406 Penalty: 2144.515381 Iteration 18Q: 3 clusters Score -64165.32 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -64185.746094 Penalty: 2144.515381 Iteration 19Q: 3 clusters Score -64185.75 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -64208.187500 Penalty: 2144.515381 Iteration 20F: 3 clusters Score -64208.19 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -64229.675781 Penalty: 2144.515381 Iteration 21Q: 3 clusters Score -64229.68 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -64265.820312 Penalty: 2144.515381 Iteration 22Q: 3 clusters Score -64265.82 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -64338.468750 Penalty: 2144.515381 Iteration 23Q: 3 clusters Score -64338.47 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -64385.050781 Penalty: 2144.515381 Iteration 24Q: 3 clusters Score -64385.05 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -64458.546875 Penalty: 2144.515381 Iteration 25Q: 3 clusters Score -64458.55 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -64482.628906 Penalty: 2144.515381 Iteration 26Q: 3 clusters Score -64482.63 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -64505.421875 Penalty: 2144.515381 Iteration 27Q: 3 clusters Score -64505.42 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -64517.144531 Penalty: 2144.515381 Iteration 28Q: 3 clusters Score -64517.14 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -64523.730469 Penalty: 2144.515381 Iteration 29Q: 3 clusters Score -64523.73 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -64530.261719 Penalty: 2144.515381 Iteration 30Q: 3 clusters Score -64530.26 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -64533.972656 Penalty: 2144.515381 Iteration 31Q: 3 clusters Score -64533.97 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -64536.914062 Penalty: 2144.515381 Iteration 32Q: 3 clusters Score -64536.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -64537.699219 Penalty: 2144.515381 Iteration 33Q: 3 clusters Score -64537.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -64538.128906 Penalty: 2144.515381 Iteration 34Q: 3 clusters Score -64538.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -64538.429688 Penalty: 2144.515381 Iteration 35Q: 3 clusters Score -64538.43 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -64538.429688 Penalty: 2144.515381 Iteration 36F: 3 clusters Score -64538.43 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (438 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Entering Unmasked Estep Score: -37702.445312 Penalty: 988.360596 Iteration 0F: 2 clusters Score -37702.45 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 208 members Entering Unmasked Estep Score: -36725.140625 Penalty: 1976.721191 Iteration 0F: 3 clusters Score -36725.14 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -36939.222656 Penalty: 1976.721191 Iteration 1F: 3 clusters Score -36939.22 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -37059.289062 Penalty: 1976.721191 Iteration 2F: 3 clusters Score -37059.29 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -37175.996094 Penalty: 1976.721191 Iteration 3F: 3 clusters Score -37176 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -37294.972656 Penalty: 1976.721191 Iteration 4Q: 3 clusters Score -37294.97 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -37376.417969 Penalty: 1976.721191 Iteration 5Q: 3 clusters Score -37376.42 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -37425.339844 Penalty: 1976.721191 Iteration 6Q: 3 clusters Score -37425.34 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -37437.601562 Penalty: 1976.721191 Iteration 7Q: 3 clusters Score -37437.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -37445.546875 Penalty: 1976.721191 Iteration 8Q: 3 clusters Score -37445.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -37447.937500 Penalty: 1976.721191 Iteration 9Q: 3 clusters Score -37447.94 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -37447.937500 Penalty: 1976.721191 Iteration 10F: 3 clusters Score -37447.94 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (3382 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3382 members Entering Unmasked Estep Score: -315483.375000 Penalty: 1320.511230 Iteration 0F: 2 clusters Score -315483.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -312545.500000 Penalty: 2641.022461 Iteration 0F: 3 clusters Score -312545.5 nChanged 1309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -313393.031250 Penalty: 2641.022461 Iteration 1F: 3 clusters Score -313393 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -313814.781250 Penalty: 2641.022461 Iteration 2F: 3 clusters Score -313814.8 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -314222.593750 Penalty: 2641.022461 Iteration 3F: 3 clusters Score -314222.6 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -314543.062500 Penalty: 2641.022461 Iteration 4F: 3 clusters Score -314543.1 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -314731.843750 Penalty: 2641.022461 Iteration 5F: 3 clusters Score -314731.8 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -314818.031250 Penalty: 2641.022461 Iteration 6Q: 3 clusters Score -314818 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -314869.062500 Penalty: 2641.022461 Iteration 7Q: 3 clusters Score -314869.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 2185 members Entering Unmasked Estep Score: -314904.000000 Penalty: 2641.022461 Iteration 8Q: 3 clusters Score -314904 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -314927.406250 Penalty: 2641.022461 Iteration 9Q: 3 clusters Score -314927.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -314943.375000 Penalty: 2641.022461 Iteration 10Q: 3 clusters Score -314943.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -314956.125000 Penalty: 2641.022461 Iteration 11Q: 3 clusters Score -314956.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -314966.968750 Penalty: 2641.022461 Iteration 12Q: 3 clusters Score -314967 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -314973.718750 Penalty: 2641.022461 Iteration 13Q: 3 clusters Score -314973.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -314979.062500 Penalty: 2641.022461 Iteration 14Q: 3 clusters Score -314979.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -314986.375000 Penalty: 2641.022461 Iteration 15Q: 3 clusters Score -314986.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -314991.750000 Penalty: 2641.022461 Iteration 16Q: 3 clusters Score -314991.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -314994.812500 Penalty: 2641.022461 Iteration 17Q: 3 clusters Score -314994.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -314998.093750 Penalty: 2641.022461 Iteration 18Q: 3 clusters Score -314998.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -314999.281250 Penalty: 2641.022461 Iteration 19Q: 3 clusters Score -314999.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -315000.031250 Penalty: 2641.022461 Iteration 20F: 3 clusters Score -315000 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -315001.125000 Penalty: 2641.022461 Iteration 21Q: 3 clusters Score -315001.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -315001.375000 Penalty: 2641.022461 Iteration 22Q: 3 clusters Score -315001.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -315002.156250 Penalty: 2641.022461 Iteration 23Q: 3 clusters Score -315002.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -315002.406250 Penalty: 2641.022461 Iteration 24Q: 3 clusters Score -315002.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -315002.906250 Penalty: 2641.022461 Iteration 25Q: 3 clusters Score -315002.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -315002.906250 Penalty: 2641.022461 Iteration 26F: 3 clusters Score -315002.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 90690 members Mstep: Class 2 contains 12937 members Mstep: Class 3 contains 146304 members Mstep: Class 4 contains 3046 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5045 members Mstep: Class 7 contains 735 members Mstep: Class 8 contains 1418 members Mstep: Class 9 contains 36682 members Mstep: Class 10 contains 6608 members Mstep: Class 11 contains 292 members Mstep: Class 12 contains 1122 members Mstep: Class 13 contains 14262 members Mstep: Class 14 contains 268 members Mstep: Class 15 contains 2299 members Mstep: Class 16 contains 5322 members Mstep: Class 17 contains 3247 members Mstep: Class 18 contains 1375 members Mstep: Class 19 contains 938 members Mstep: Class 20 contains 2359 members Mstep: Class 21 contains 734 members Mstep: Class 22 contains 438 members Mstep: Class 23 contains 3382 members Entering Unmasked Estep ConsiderDeletion Score: -33084326.000000 Penalty: 49725.679688 Iteration 119Q: 25 clusters Score -3.308433e+07 nChanged 893 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 90706 members Mstep: Class 2 contains 13055 members Mstep: Class 3 contains 146323 members Mstep: Class 4 contains 3052 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5050 members Mstep: Class 7 contains 729 members Mstep: Class 8 contains 1418 members Mstep: Class 9 contains 36347 members Mstep: Class 10 contains 6612 members Mstep: Class 11 contains 291 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14247 members Mstep: Class 14 contains 267 members Mstep: Class 15 contains 2296 members Mstep: Class 16 contains 5752 members Mstep: Class 17 contains 3247 members Mstep: Class 18 contains 1375 members Mstep: Class 19 contains 946 members Mstep: Class 20 contains 2366 members Mstep: Class 21 contains 733 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3392 members Mstep: Class 24 contains 2430 members Entering Unmasked Estep ConsiderDeletion Score: -33084760.000000 Penalty: 49725.679688 Iteration 120F: 25 clusters Score -3.308476e+07 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90734 members Mstep: Class 2 contains 13076 members Mstep: Class 3 contains 146286 members Mstep: Class 4 contains 3050 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5052 members Mstep: Class 7 contains 726 members Mstep: Class 8 contains 1418 members Mstep: Class 9 contains 36072 members Mstep: Class 10 contains 6605 members Mstep: Class 11 contains 276 members Mstep: Class 12 contains 1126 members Mstep: Class 13 contains 14238 members Mstep: Class 14 contains 264 members Mstep: Class 15 contains 2286 members Mstep: Class 16 contains 6071 members Mstep: Class 17 contains 3247 members Mstep: Class 18 contains 1375 members Mstep: Class 19 contains 950 members Mstep: Class 20 contains 2364 members Mstep: Class 21 contains 733 members Mstep: Class 22 contains 440 members Mstep: Class 23 contains 3405 members Mstep: Class 24 contains 2406 members Entering Unmasked Estep ConsiderDeletion Score: -33085184.000000 Penalty: 49725.679688 Iteration 121Q: 25 clusters Score -3.308518e+07 nChanged 661 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90756 members Mstep: Class 2 contains 13099 members Mstep: Class 3 contains 146214 members Mstep: Class 4 contains 3051 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5052 members Mstep: Class 7 contains 726 members Mstep: Class 8 contains 1418 members Mstep: Class 9 contains 35850 members Mstep: Class 10 contains 6586 members Mstep: Class 11 contains 269 members Mstep: Class 12 contains 1126 members Mstep: Class 13 contains 14235 members Mstep: Class 14 contains 260 members Mstep: Class 15 contains 2282 members Mstep: Class 16 contains 6358 members Mstep: Class 17 contains 3247 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 954 members Mstep: Class 20 contains 2366 members Mstep: Class 21 contains 729 members Mstep: Class 22 contains 440 members Mstep: Class 23 contains 3415 members Mstep: Class 24 contains 2391 members Entering Unmasked Estep ConsiderDeletion Score: -33085372.000000 Penalty: 49725.679688 Iteration 122Q: 25 clusters Score -3.308537e+07 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90792 members Mstep: Class 2 contains 13100 members Mstep: Class 3 contains 146116 members Mstep: Class 4 contains 3053 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5052 members Mstep: Class 7 contains 732 members Mstep: Class 8 contains 1418 members Mstep: Class 9 contains 35723 members Mstep: Class 10 contains 6562 members Mstep: Class 11 contains 264 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14236 members Mstep: Class 14 contains 260 members Mstep: Class 15 contains 2272 members Mstep: Class 16 contains 6573 members Mstep: Class 17 contains 3248 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 956 members Mstep: Class 20 contains 2368 members Mstep: Class 21 contains 720 members Mstep: Class 22 contains 440 members Mstep: Class 23 contains 3427 members Mstep: Class 24 contains 2387 members Entering Unmasked Estep ConsiderDeletion Score: -33085620.000000 Penalty: 49725.679688 Iteration 123Q: 25 clusters Score -3.308562e+07 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90827 members Mstep: Class 2 contains 13091 members Mstep: Class 3 contains 146001 members Mstep: Class 4 contains 3058 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5051 members Mstep: Class 7 contains 736 members Mstep: Class 8 contains 1418 members Mstep: Class 9 contains 35582 members Mstep: Class 10 contains 6549 members Mstep: Class 11 contains 265 members Mstep: Class 12 contains 1124 members Mstep: Class 13 contains 14235 members Mstep: Class 14 contains 257 members Mstep: Class 15 contains 2270 members Mstep: Class 16 contains 6813 members Mstep: Class 17 contains 3248 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 958 members Mstep: Class 20 contains 2362 members Mstep: Class 21 contains 717 members Mstep: Class 22 contains 440 members Mstep: Class 23 contains 3428 members Mstep: Class 24 contains 2394 members Entering Unmasked Estep ConsiderDeletion Score: -33085786.000000 Penalty: 49725.679688 Iteration 124Q: 25 clusters Score -3.308579e+07 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90857 members Mstep: Class 2 contains 13080 members Mstep: Class 3 contains 145866 members Mstep: Class 4 contains 3058 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5051 members Mstep: Class 7 contains 740 members Mstep: Class 8 contains 1418 members Mstep: Class 9 contains 35505 members Mstep: Class 10 contains 6535 members Mstep: Class 11 contains 261 members Mstep: Class 12 contains 1124 members Mstep: Class 13 contains 14232 members Mstep: Class 14 contains 253 members Mstep: Class 15 contains 2262 members Mstep: Class 16 contains 7007 members Mstep: Class 17 contains 3248 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 958 members Mstep: Class 20 contains 2359 members Mstep: Class 21 contains 718 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3435 members Mstep: Class 24 contains 2418 members Entering Unmasked Estep ConsiderDeletion Score: -33085962.000000 Penalty: 49725.679688 Iteration 125Q: 25 clusters Score -3.308596e+07 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90883 members Mstep: Class 2 contains 13072 members Mstep: Class 3 contains 145752 members Mstep: Class 4 contains 3058 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5051 members Mstep: Class 7 contains 743 members Mstep: Class 8 contains 1418 members Mstep: Class 9 contains 35425 members Mstep: Class 10 contains 6526 members Mstep: Class 11 contains 260 members Mstep: Class 12 contains 1124 members Mstep: Class 13 contains 14227 members Mstep: Class 14 contains 252 members Mstep: Class 15 contains 2257 members Mstep: Class 16 contains 7182 members Mstep: Class 17 contains 3248 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 958 members Mstep: Class 20 contains 2362 members Mstep: Class 21 contains 709 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3445 members Mstep: Class 24 contains 2433 members Entering Unmasked Estep ConsiderDeletion Score: -33085982.000000 Penalty: 49725.679688 Iteration 126Q: 25 clusters Score -3.308598e+07 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90899 members Mstep: Class 2 contains 13071 members Mstep: Class 3 contains 145631 members Mstep: Class 4 contains 3059 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5052 members Mstep: Class 7 contains 741 members Mstep: Class 8 contains 1418 members Mstep: Class 9 contains 35376 members Mstep: Class 10 contains 6515 members Mstep: Class 11 contains 257 members Mstep: Class 12 contains 1124 members Mstep: Class 13 contains 14224 members Mstep: Class 14 contains 252 members Mstep: Class 15 contains 2252 members Mstep: Class 16 contains 7344 members Mstep: Class 17 contains 3249 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 958 members Mstep: Class 20 contains 2361 members Mstep: Class 21 contains 707 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3451 members Mstep: Class 24 contains 2444 members Entering Unmasked Estep ConsiderDeletion Score: -33086082.000000 Penalty: 49725.679688 Iteration 127Q: 25 clusters Score -3.308608e+07 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90912 members Mstep: Class 2 contains 13065 members Mstep: Class 3 contains 145518 members Mstep: Class 4 contains 3061 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5052 members Mstep: Class 7 contains 741 members Mstep: Class 8 contains 1417 members Mstep: Class 9 contains 35328 members Mstep: Class 10 contains 6495 members Mstep: Class 11 contains 256 members Mstep: Class 12 contains 1124 members Mstep: Class 13 contains 14220 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2244 members Mstep: Class 16 contains 7504 members Mstep: Class 17 contains 3250 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 959 members Mstep: Class 20 contains 2361 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3459 members Mstep: Class 24 contains 2461 members Entering Unmasked Estep ConsiderDeletion Score: -33086186.000000 Penalty: 49725.679688 Iteration 128Q: 25 clusters Score -3.308619e+07 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90920 members Mstep: Class 2 contains 13062 members Mstep: Class 3 contains 145409 members Mstep: Class 4 contains 3058 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5052 members Mstep: Class 7 contains 739 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 35290 members Mstep: Class 10 contains 6483 members Mstep: Class 11 contains 256 members Mstep: Class 12 contains 1124 members Mstep: Class 13 contains 14219 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2239 members Mstep: Class 16 contains 7636 members Mstep: Class 17 contains 3249 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 960 members Mstep: Class 20 contains 2360 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3467 members Mstep: Class 24 contains 2488 members Entering Unmasked Estep ConsiderDeletion Score: -33086206.000000 Penalty: 49725.679688 Iteration 129Q: 25 clusters Score -3.308621e+07 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90926 members Mstep: Class 2 contains 13058 members Mstep: Class 3 contains 145317 members Mstep: Class 4 contains 3058 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5052 members Mstep: Class 7 contains 738 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 35237 members Mstep: Class 10 contains 6476 members Mstep: Class 11 contains 256 members Mstep: Class 12 contains 1124 members Mstep: Class 13 contains 14217 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2236 members Mstep: Class 16 contains 7762 members Mstep: Class 17 contains 3249 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 961 members Mstep: Class 20 contains 2363 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3472 members Mstep: Class 24 contains 2509 members Entering Unmasked Estep ConsiderDeletion Score: -33086130.000000 Penalty: 49725.679688 Iteration 130Q: 25 clusters Score -3.308613e+07 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90933 members Mstep: Class 2 contains 13052 members Mstep: Class 3 contains 145218 members Mstep: Class 4 contains 3062 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5052 members Mstep: Class 7 contains 737 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 35194 members Mstep: Class 10 contains 6470 members Mstep: Class 11 contains 256 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14215 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2236 members Mstep: Class 16 contains 7876 members Mstep: Class 17 contains 3249 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 962 members Mstep: Class 20 contains 2364 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3473 members Mstep: Class 24 contains 2537 members Entering Unmasked Estep ConsiderDeletion Score: -33086104.000000 Penalty: 49725.679688 Iteration 131Q: 25 clusters Score -3.30861e+07 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90937 members Mstep: Class 2 contains 13048 members Mstep: Class 3 contains 145122 members Mstep: Class 4 contains 3064 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5052 members Mstep: Class 7 contains 736 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 35170 members Mstep: Class 10 contains 6471 members Mstep: Class 11 contains 257 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14212 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2236 members Mstep: Class 16 contains 7965 members Mstep: Class 17 contains 3247 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 963 members Mstep: Class 20 contains 2367 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3474 members Mstep: Class 24 contains 2565 members Entering Unmasked Estep ConsiderDeletion Score: -33086100.000000 Penalty: 49725.679688 Iteration 132Q: 25 clusters Score -3.30861e+07 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90938 members Mstep: Class 2 contains 13047 members Mstep: Class 3 contains 145026 members Mstep: Class 4 contains 3062 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5052 members Mstep: Class 7 contains 736 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 35153 members Mstep: Class 10 contains 6470 members Mstep: Class 11 contains 257 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14210 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2236 members Mstep: Class 16 contains 8048 members Mstep: Class 17 contains 3246 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 964 members Mstep: Class 20 contains 2368 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3474 members Mstep: Class 24 contains 2599 members Entering Unmasked Estep ConsiderDeletion Score: -33086106.000000 Penalty: 49725.679688 Iteration 133Q: 25 clusters Score -3.308611e+07 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90940 members Mstep: Class 2 contains 13046 members Mstep: Class 3 contains 144945 members Mstep: Class 4 contains 3065 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5052 members Mstep: Class 7 contains 736 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 35134 members Mstep: Class 10 contains 6458 members Mstep: Class 11 contains 257 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14209 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2236 members Mstep: Class 16 contains 8130 members Mstep: Class 17 contains 3245 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 964 members Mstep: Class 20 contains 2368 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3474 members Mstep: Class 24 contains 2627 members Entering Unmasked Estep ConsiderDeletion Score: -33086300.000000 Penalty: 49725.679688 Iteration 134Q: 25 clusters Score -3.30863e+07 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90941 members Mstep: Class 2 contains 13045 members Mstep: Class 3 contains 144860 members Mstep: Class 4 contains 3068 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5052 members Mstep: Class 7 contains 736 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 35122 members Mstep: Class 10 contains 6455 members Mstep: Class 11 contains 257 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14207 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2236 members Mstep: Class 16 contains 8203 members Mstep: Class 17 contains 3245 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 964 members Mstep: Class 20 contains 2368 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3473 members Mstep: Class 24 contains 2654 members Entering Unmasked Estep ConsiderDeletion Score: -33086312.000000 Penalty: 49725.679688 Iteration 135Q: 25 clusters Score -3.308631e+07 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90942 members Mstep: Class 2 contains 13044 members Mstep: Class 3 contains 144770 members Mstep: Class 4 contains 3068 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5052 members Mstep: Class 7 contains 735 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 35122 members Mstep: Class 10 contains 6449 members Mstep: Class 11 contains 257 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14205 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2236 members Mstep: Class 16 contains 8275 members Mstep: Class 17 contains 3245 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 964 members Mstep: Class 20 contains 2370 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3472 members Mstep: Class 24 contains 2680 members Entering Unmasked Estep ConsiderDeletion Score: -33086320.000000 Penalty: 49725.679688 Iteration 136Q: 25 clusters Score -3.308632e+07 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90943 members Mstep: Class 2 contains 13044 members Mstep: Class 3 contains 144689 members Mstep: Class 4 contains 3067 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5052 members Mstep: Class 7 contains 734 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 35110 members Mstep: Class 10 contains 6445 members Mstep: Class 11 contains 257 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14203 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2237 members Mstep: Class 16 contains 8351 members Mstep: Class 17 contains 3245 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 964 members Mstep: Class 20 contains 2370 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3472 members Mstep: Class 24 contains 2703 members Entering Unmasked Estep ConsiderDeletion Score: -33086256.000000 Penalty: 49725.679688 Iteration 137Q: 25 clusters Score -3.308626e+07 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90943 members Mstep: Class 2 contains 13044 members Mstep: Class 3 contains 144621 members Mstep: Class 4 contains 3068 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5052 members Mstep: Class 7 contains 734 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 35096 members Mstep: Class 10 contains 6439 members Mstep: Class 11 contains 258 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14203 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2237 members Mstep: Class 16 contains 8411 members Mstep: Class 17 contains 3245 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 964 members Mstep: Class 20 contains 2371 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3472 members Mstep: Class 24 contains 2728 members Entering Unmasked Estep ConsiderDeletion Score: -33086302.000000 Penalty: 49725.679688 Iteration 138Q: 25 clusters Score -3.30863e+07 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90943 members Mstep: Class 2 contains 13044 members Mstep: Class 3 contains 144544 members Mstep: Class 4 contains 3068 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5052 members Mstep: Class 7 contains 734 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 35077 members Mstep: Class 10 contains 6437 members Mstep: Class 11 contains 257 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14203 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2237 members Mstep: Class 16 contains 8487 members Mstep: Class 17 contains 3245 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 964 members Mstep: Class 20 contains 2372 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3472 members Mstep: Class 24 contains 2750 members Entering Unmasked Estep ConsiderDeletion Score: -33086324.000000 Penalty: 49725.679688 Iteration 139Q: 25 clusters Score -3.308632e+07 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90943 members Mstep: Class 2 contains 13044 members Mstep: Class 3 contains 144479 members Mstep: Class 4 contains 3067 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5052 members Mstep: Class 7 contains 734 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 35051 members Mstep: Class 10 contains 6438 members Mstep: Class 11 contains 257 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14204 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2237 members Mstep: Class 16 contains 8552 members Mstep: Class 17 contains 3245 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 964 members Mstep: Class 20 contains 2372 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3472 members Mstep: Class 24 contains 2775 members Entering Unmasked Estep ConsiderDeletion Score: -33086370.000000 Penalty: 49725.679688 Iteration 140F: 25 clusters Score -3.308637e+07 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90943 members Mstep: Class 2 contains 13045 members Mstep: Class 3 contains 144413 members Mstep: Class 4 contains 3068 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5052 members Mstep: Class 7 contains 734 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 35036 members Mstep: Class 10 contains 6437 members Mstep: Class 11 contains 257 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14204 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2237 members Mstep: Class 16 contains 8610 members Mstep: Class 17 contains 3245 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 964 members Mstep: Class 20 contains 2373 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3472 members Mstep: Class 24 contains 2796 members Entering Unmasked Estep ConsiderDeletion Score: -33086412.000000 Penalty: 49725.679688 Iteration 141Q: 25 clusters Score -3.308641e+07 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90943 members Mstep: Class 2 contains 13046 members Mstep: Class 3 contains 144347 members Mstep: Class 4 contains 3067 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5052 members Mstep: Class 7 contains 734 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 35032 members Mstep: Class 10 contains 6433 members Mstep: Class 11 contains 257 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14204 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2237 members Mstep: Class 16 contains 8669 members Mstep: Class 17 contains 3246 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 964 members Mstep: Class 20 contains 2374 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3472 members Mstep: Class 24 contains 2809 members Entering Unmasked Estep ConsiderDeletion Score: -33086420.000000 Penalty: 49725.679688 Iteration 142Q: 25 clusters Score -3.308642e+07 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90942 members Mstep: Class 2 contains 13047 members Mstep: Class 3 contains 144295 members Mstep: Class 4 contains 3066 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5052 members Mstep: Class 7 contains 734 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 35024 members Mstep: Class 10 contains 6434 members Mstep: Class 11 contains 257 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14202 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2237 members Mstep: Class 16 contains 8715 members Mstep: Class 17 contains 3247 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 965 members Mstep: Class 20 contains 2373 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3472 members Mstep: Class 24 contains 2824 members Entering Unmasked Estep ConsiderDeletion Score: -33086462.000000 Penalty: 49725.679688 Iteration 143Q: 25 clusters Score -3.308646e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90942 members Mstep: Class 2 contains 13047 members Mstep: Class 3 contains 144244 members Mstep: Class 4 contains 3065 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5052 members Mstep: Class 7 contains 734 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 35033 members Mstep: Class 10 contains 6438 members Mstep: Class 11 contains 257 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14204 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2237 members Mstep: Class 16 contains 8741 members Mstep: Class 17 contains 3247 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 964 members Mstep: Class 20 contains 2372 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3472 members Mstep: Class 24 contains 2837 members Entering Unmasked Estep ConsiderDeletion Score: -33086498.000000 Penalty: 49725.679688 Iteration 144Q: 25 clusters Score -3.30865e+07 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90942 members Mstep: Class 2 contains 13046 members Mstep: Class 3 contains 144202 members Mstep: Class 4 contains 3066 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5053 members Mstep: Class 7 contains 734 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 35028 members Mstep: Class 10 contains 6437 members Mstep: Class 11 contains 257 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14203 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2236 members Mstep: Class 16 contains 8770 members Mstep: Class 17 contains 3249 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 963 members Mstep: Class 20 contains 2372 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3472 members Mstep: Class 24 contains 2856 members Entering Unmasked Estep ConsiderDeletion Score: -33086482.000000 Penalty: 49725.679688 Iteration 145Q: 25 clusters Score -3.308648e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90942 members Mstep: Class 2 contains 13046 members Mstep: Class 3 contains 144166 members Mstep: Class 4 contains 3065 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5053 members Mstep: Class 7 contains 734 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 35027 members Mstep: Class 10 contains 6438 members Mstep: Class 11 contains 257 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14202 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2236 members Mstep: Class 16 contains 8800 members Mstep: Class 17 contains 3249 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 963 members Mstep: Class 20 contains 2372 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3472 members Mstep: Class 24 contains 2864 members Entering Unmasked Estep ConsiderDeletion Score: -33086438.000000 Penalty: 49725.679688 Iteration 146Q: 25 clusters Score -3.308644e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90942 members Mstep: Class 2 contains 13046 members Mstep: Class 3 contains 144144 members Mstep: Class 4 contains 3065 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5053 members Mstep: Class 7 contains 734 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 35020 members Mstep: Class 10 contains 6435 members Mstep: Class 11 contains 257 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14201 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2236 members Mstep: Class 16 contains 8825 members Mstep: Class 17 contains 3249 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 963 members Mstep: Class 20 contains 2372 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3472 members Mstep: Class 24 contains 2872 members Entering Unmasked Estep ConsiderDeletion Score: -33086466.000000 Penalty: 49725.679688 Iteration 147Q: 25 clusters Score -3.308647e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90942 members Mstep: Class 2 contains 13046 members Mstep: Class 3 contains 144124 members Mstep: Class 4 contains 3067 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5053 members Mstep: Class 7 contains 734 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 35017 members Mstep: Class 10 contains 6424 members Mstep: Class 11 contains 257 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14201 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2236 members Mstep: Class 16 contains 8846 members Mstep: Class 17 contains 3250 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 963 members Mstep: Class 20 contains 2372 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3472 members Mstep: Class 24 contains 2882 members Entering Unmasked Estep ConsiderDeletion Score: -33086480.000000 Penalty: 49725.679688 Iteration 148Q: 25 clusters Score -3.308648e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90942 members Mstep: Class 2 contains 13046 members Mstep: Class 3 contains 144102 members Mstep: Class 4 contains 3067 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5053 members Mstep: Class 7 contains 734 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 35007 members Mstep: Class 10 contains 6420 members Mstep: Class 11 contains 257 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14201 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2236 members Mstep: Class 16 contains 8872 members Mstep: Class 17 contains 3250 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 963 members Mstep: Class 20 contains 2372 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3472 members Mstep: Class 24 contains 2892 members Entering Unmasked Estep ConsiderDeletion Score: -33086458.000000 Penalty: 49725.679688 Iteration 149Q: 25 clusters Score -3.308646e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90942 members Mstep: Class 2 contains 13047 members Mstep: Class 3 contains 144077 members Mstep: Class 4 contains 3067 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5053 members Mstep: Class 7 contains 734 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 34984 members Mstep: Class 10 contains 6421 members Mstep: Class 11 contains 257 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14201 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2236 members Mstep: Class 16 contains 8907 members Mstep: Class 17 contains 3250 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 963 members Mstep: Class 20 contains 2372 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3472 members Mstep: Class 24 contains 2903 members Entering Unmasked Estep ConsiderDeletion Score: -33086484.000000 Penalty: 49725.679688 Iteration 150Q: 25 clusters Score -3.308648e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90941 members Mstep: Class 2 contains 13046 members Mstep: Class 3 contains 144050 members Mstep: Class 4 contains 3068 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5053 members Mstep: Class 7 contains 734 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 34973 members Mstep: Class 10 contains 6422 members Mstep: Class 11 contains 257 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14201 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2236 members Mstep: Class 16 contains 8928 members Mstep: Class 17 contains 3250 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 963 members Mstep: Class 20 contains 2373 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3472 members Mstep: Class 24 contains 2919 members Entering Unmasked Estep ConsiderDeletion Score: -33086516.000000 Penalty: 49725.679688 Iteration 151Q: 25 clusters Score -3.308652e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90942 members Mstep: Class 2 contains 13045 members Mstep: Class 3 contains 144030 members Mstep: Class 4 contains 3069 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5053 members Mstep: Class 7 contains 734 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 34965 members Mstep: Class 10 contains 6417 members Mstep: Class 11 contains 257 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14199 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2236 members Mstep: Class 16 contains 8953 members Mstep: Class 17 contains 3250 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 963 members Mstep: Class 20 contains 2374 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3472 members Mstep: Class 24 contains 2927 members Entering Unmasked Estep ConsiderDeletion Score: -33086542.000000 Penalty: 49725.679688 Iteration 152Q: 25 clusters Score -3.308654e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90942 members Mstep: Class 2 contains 13045 members Mstep: Class 3 contains 143999 members Mstep: Class 4 contains 3069 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5053 members Mstep: Class 7 contains 734 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 34972 members Mstep: Class 10 contains 6412 members Mstep: Class 11 contains 257 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14199 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2236 members Mstep: Class 16 contains 8976 members Mstep: Class 17 contains 3250 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 963 members Mstep: Class 20 contains 2374 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3472 members Mstep: Class 24 contains 2933 members Entering Unmasked Estep ConsiderDeletion Score: -33086566.000000 Penalty: 49725.679688 Iteration 153Q: 25 clusters Score -3.308657e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90942 members Mstep: Class 2 contains 13045 members Mstep: Class 3 contains 143963 members Mstep: Class 4 contains 3070 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5053 members Mstep: Class 7 contains 734 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 34980 members Mstep: Class 10 contains 6408 members Mstep: Class 11 contains 257 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14198 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2236 members Mstep: Class 16 contains 9001 members Mstep: Class 17 contains 3250 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 963 members Mstep: Class 20 contains 2375 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3472 members Mstep: Class 24 contains 2939 members Entering Unmasked Estep ConsiderDeletion Score: -33086544.000000 Penalty: 49725.679688 Iteration 154Q: 25 clusters Score -3.308654e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90942 members Mstep: Class 2 contains 13045 members Mstep: Class 3 contains 143927 members Mstep: Class 4 contains 3069 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5053 members Mstep: Class 7 contains 734 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 34998 members Mstep: Class 10 contains 6404 members Mstep: Class 11 contains 257 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14199 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2236 members Mstep: Class 16 contains 9018 members Mstep: Class 17 contains 3250 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 963 members Mstep: Class 20 contains 2375 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3472 members Mstep: Class 24 contains 2944 members Entering Unmasked Estep ConsiderDeletion Score: -33086546.000000 Penalty: 49725.679688 Iteration 155Q: 25 clusters Score -3.308655e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90942 members Mstep: Class 2 contains 13045 members Mstep: Class 3 contains 143904 members Mstep: Class 4 contains 3070 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5053 members Mstep: Class 7 contains 734 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 34989 members Mstep: Class 10 contains 6401 members Mstep: Class 11 contains 257 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14199 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2236 members Mstep: Class 16 contains 9051 members Mstep: Class 17 contains 3250 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 963 members Mstep: Class 20 contains 2375 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3472 members Mstep: Class 24 contains 2945 members Entering Unmasked Estep ConsiderDeletion Score: -33086544.000000 Penalty: 49725.679688 Iteration 156Q: 25 clusters Score -3.308654e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90942 members Mstep: Class 2 contains 13045 members Mstep: Class 3 contains 143883 members Mstep: Class 4 contains 3071 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5053 members Mstep: Class 7 contains 734 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 34975 members Mstep: Class 10 contains 6399 members Mstep: Class 11 contains 258 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14198 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2236 members Mstep: Class 16 contains 9082 members Mstep: Class 17 contains 3250 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 963 members Mstep: Class 20 contains 2375 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3472 members Mstep: Class 24 contains 2950 members Entering Unmasked Estep ConsiderDeletion Score: -33086534.000000 Penalty: 49725.679688 Iteration 157Q: 25 clusters Score -3.308653e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90942 members Mstep: Class 2 contains 13045 members Mstep: Class 3 contains 143868 members Mstep: Class 4 contains 3071 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5053 members Mstep: Class 7 contains 734 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 34957 members Mstep: Class 10 contains 6397 members Mstep: Class 11 contains 258 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14197 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2236 members Mstep: Class 16 contains 9116 members Mstep: Class 17 contains 3250 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 963 members Mstep: Class 20 contains 2375 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3472 members Mstep: Class 24 contains 2952 members Entering Unmasked Estep ConsiderDeletion Score: -33086550.000000 Penalty: 49725.679688 Iteration 158Q: 25 clusters Score -3.308655e+07 nChanged 60 Entering ConstructFrom: Score: -33086550.000000 Penalty: 49725.679688 Entering ConstructFrom: Trying to split cluster 1 (90942 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90942 members Entering Unmasked Estep Score: -9080721.000000 Penalty: 1855.421265 Iteration 0F: 2 clusters Score -9080721 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45482 members Mstep: Class 2 contains 45460 members Entering Unmasked Estep Score: -9019794.000000 Penalty: 3710.842529 Iteration 0F: 3 clusters Score -9019794 nChanged 43522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44780 members Mstep: Class 2 contains 46162 members Entering Unmasked Estep Score: -9044924.000000 Penalty: 3710.842529 Iteration 1F: 3 clusters Score -9044924 nChanged 3171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44133 members Mstep: Class 2 contains 46809 members Entering Unmasked Estep Score: -9045735.000000 Penalty: 3710.842529 Iteration 2Q: 3 clusters Score -9045735 nChanged 3493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43110 members Mstep: Class 2 contains 47832 members Entering Unmasked Estep Score: -9046803.000000 Penalty: 3710.842529 Iteration 3Q: 3 clusters Score -9046803 nChanged 4004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41538 members Mstep: Class 2 contains 49404 members Entering Unmasked Estep Score: -9048175.000000 Penalty: 3710.842529 Iteration 4Q: 3 clusters Score -9048175 nChanged 4412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39362 members Mstep: Class 2 contains 51580 members Entering Unmasked Estep Score: -9049976.000000 Penalty: 3710.842529 Iteration 5Q: 3 clusters Score -9049976 nChanged 4826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36616 members Mstep: Class 2 contains 54326 members Entering Unmasked Estep Score: -9052024.000000 Penalty: 3710.842529 Iteration 6F: 3 clusters Score -9052024 nChanged 4936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33376 members Mstep: Class 2 contains 57566 members Entering Unmasked Estep Score: -9054207.000000 Penalty: 3710.842529 Iteration 7F: 3 clusters Score -9054207 nChanged 4857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29603 members Mstep: Class 2 contains 61339 members Entering Unmasked Estep Score: -9056391.000000 Penalty: 3710.842529 Iteration 8F: 3 clusters Score -9056391 nChanged 4835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25366 members Mstep: Class 2 contains 65576 members Entering Unmasked Estep Score: -9058949.000000 Penalty: 3710.842529 Iteration 9F: 3 clusters Score -9058949 nChanged 4964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20618 members Mstep: Class 2 contains 70324 members Entering Unmasked Estep Score: -9062094.000000 Penalty: 3710.842529 Iteration 10F: 3 clusters Score -9062094 nChanged 4973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15689 members Mstep: Class 2 contains 75253 members Entering Unmasked Estep Score: -9065532.000000 Penalty: 3710.842529 Iteration 11F: 3 clusters Score -9065532 nChanged 4693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11000 members Mstep: Class 2 contains 79942 members Entering Unmasked Estep Score: -9069108.000000 Penalty: 3710.842529 Iteration 12F: 3 clusters Score -9069108 nChanged 4101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6899 members Mstep: Class 2 contains 84043 members Entering Unmasked Estep Score: -9072686.000000 Penalty: 3710.842529 Iteration 13Q: 3 clusters Score -9072686 nChanged 3224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3675 members Mstep: Class 2 contains 87267 members Entering Unmasked Estep Score: -9075715.000000 Penalty: 3710.842529 Iteration 14Q: 3 clusters Score -9075715 nChanged 2039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 89306 members Entering Unmasked Estep Score: -9077556.000000 Penalty: 3710.842529 Iteration 15Q: 3 clusters Score -9077556 nChanged 928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 90234 members Entering Unmasked Estep Score: -9078431.000000 Penalty: 3710.842529 Iteration 16Q: 3 clusters Score -9078431 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 90564 members Entering Unmasked Estep Score: -9078743.000000 Penalty: 3710.842529 Iteration 17Q: 3 clusters Score -9078743 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 90671 members Entering Unmasked Estep Score: -9078895.000000 Penalty: 3710.842529 Iteration 18Q: 3 clusters Score -9078895 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 90717 members Entering Unmasked Estep Score: -9078982.000000 Penalty: 3710.842529 Iteration 19Q: 3 clusters Score -9078982 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 90743 members Entering Unmasked Estep Score: -9079053.000000 Penalty: 3710.842529 Iteration 20F: 3 clusters Score -9079053 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 90756 members Entering Unmasked Estep Score: -9079083.000000 Penalty: 3710.842529 Iteration 21Q: 3 clusters Score -9079083 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 90768 members Entering Unmasked Estep Score: -9079110.000000 Penalty: 3710.842529 Iteration 22Q: 3 clusters Score -9079110 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 90779 members Entering Unmasked Estep Score: -9079130.000000 Penalty: 3710.842529 Iteration 23Q: 3 clusters Score -9079130 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 90783 members Entering Unmasked Estep Score: -9079137.000000 Penalty: 3710.842529 Iteration 24Q: 3 clusters Score -9079137 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 90784 members Entering Unmasked Estep Score: -9079143.000000 Penalty: 3710.842529 Iteration 25Q: 3 clusters Score -9079143 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 90785 members Entering Unmasked Estep Score: -9079143.000000 Penalty: 3710.842529 Iteration 26Q: 3 clusters Score -9079143 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 90787 members Entering Unmasked Estep Score: -9079151.000000 Penalty: 3710.842529 Iteration 27Q: 3 clusters Score -9079151 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 90787 members Entering Unmasked Estep Score: -9079151.000000 Penalty: 3710.842529 Iteration 28F: 3 clusters Score -9079151 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (13045 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13045 members Entering Unmasked Estep Score: -1249472.750000 Penalty: 1539.875977 Iteration 0F: 2 clusters Score -1249473 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6600 members Mstep: Class 2 contains 6445 members Entering Unmasked Estep Score: -1240389.375000 Penalty: 3079.751953 Iteration 0F: 3 clusters Score -1240389 nChanged 5747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7219 members Mstep: Class 2 contains 5826 members Entering Unmasked Estep Score: -1243695.625000 Penalty: 3079.751953 Iteration 1F: 3 clusters Score -1243696 nChanged 857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7628 members Mstep: Class 2 contains 5417 members Entering Unmasked Estep Score: -1244172.625000 Penalty: 3079.751953 Iteration 2F: 3 clusters Score -1244173 nChanged 880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8150 members Mstep: Class 2 contains 4895 members Entering Unmasked Estep Score: -1244822.500000 Penalty: 3079.751953 Iteration 3F: 3 clusters Score -1244822 nChanged 999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8751 members Mstep: Class 2 contains 4294 members Entering Unmasked Estep Score: -1245640.375000 Penalty: 3079.751953 Iteration 4F: 3 clusters Score -1245640 nChanged 1026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9393 members Mstep: Class 2 contains 3652 members Entering Unmasked Estep Score: -1246555.750000 Penalty: 3079.751953 Iteration 5F: 3 clusters Score -1246556 nChanged 925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9968 members Mstep: Class 2 contains 3077 members Entering Unmasked Estep Score: -1247338.500000 Penalty: 3079.751953 Iteration 6F: 3 clusters Score -1247338 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10330 members Mstep: Class 2 contains 2715 members Entering Unmasked Estep Score: -1247833.500000 Penalty: 3079.751953 Iteration 7Q: 3 clusters Score -1247834 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10523 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -1248133.375000 Penalty: 3079.751953 Iteration 8Q: 3 clusters Score -1248133 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10647 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -1248324.375000 Penalty: 3079.751953 Iteration 9Q: 3 clusters Score -1248324 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10741 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -1248438.625000 Penalty: 3079.751953 Iteration 10Q: 3 clusters Score -1248439 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10810 members Mstep: Class 2 contains 2235 members Entering Unmasked Estep Score: -1248517.125000 Penalty: 3079.751953 Iteration 11Q: 3 clusters Score -1248517 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10886 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -1248620.500000 Penalty: 3079.751953 Iteration 12Q: 3 clusters Score -1248620 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10943 members Mstep: Class 2 contains 2102 members Entering Unmasked Estep Score: -1248686.000000 Penalty: 3079.751953 Iteration 13Q: 3 clusters Score -1248686 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10988 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -1248735.000000 Penalty: 3079.751953 Iteration 14Q: 3 clusters Score -1248735 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11042 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -1248777.000000 Penalty: 3079.751953 Iteration 15Q: 3 clusters Score -1248777 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11076 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -1248805.000000 Penalty: 3079.751953 Iteration 16Q: 3 clusters Score -1248805 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11101 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -1248815.750000 Penalty: 3079.751953 Iteration 17Q: 3 clusters Score -1248816 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11110 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -1248823.250000 Penalty: 3079.751953 Iteration 18Q: 3 clusters Score -1248823 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11119 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -1248825.625000 Penalty: 3079.751953 Iteration 19Q: 3 clusters Score -1248826 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11130 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -1248829.625000 Penalty: 3079.751953 Iteration 20F: 3 clusters Score -1248830 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11133 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -1248831.125000 Penalty: 3079.751953 Iteration 21Q: 3 clusters Score -1248831 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11137 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -1248835.000000 Penalty: 3079.751953 Iteration 22Q: 3 clusters Score -1248835 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11138 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -1248833.250000 Penalty: 3079.751953 Iteration 23Q: 3 clusters Score -1248833 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11140 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -1248835.250000 Penalty: 3079.751953 Iteration 24Q: 3 clusters Score -1248835 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11142 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -1248834.000000 Penalty: 3079.751953 Iteration 25Q: 3 clusters Score -1248834 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11144 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -1248834.375000 Penalty: 3079.751953 Iteration 26Q: 3 clusters Score -1248834 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11144 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -1248835.125000 Penalty: 3079.751953 Iteration 27Q: 3 clusters Score -1248835 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11145 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -1248835.750000 Penalty: 3079.751953 Iteration 28Q: 3 clusters Score -1248836 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11148 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -1248835.375000 Penalty: 3079.751953 Iteration 29Q: 3 clusters Score -1248835 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11154 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -1248835.625000 Penalty: 3079.751953 Iteration 30Q: 3 clusters Score -1248836 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11158 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -1248837.750000 Penalty: 3079.751953 Iteration 31Q: 3 clusters Score -1248838 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11165 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -1248838.875000 Penalty: 3079.751953 Iteration 32Q: 3 clusters Score -1248839 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11172 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -1248840.750000 Penalty: 3079.751953 Iteration 33Q: 3 clusters Score -1248841 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11178 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -1248839.875000 Penalty: 3079.751953 Iteration 34Q: 3 clusters Score -1248840 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11189 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -1248842.125000 Penalty: 3079.751953 Iteration 35Q: 3 clusters Score -1248842 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11195 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -1248845.875000 Penalty: 3079.751953 Iteration 36Q: 3 clusters Score -1248846 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11204 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -1248845.375000 Penalty: 3079.751953 Iteration 37Q: 3 clusters Score -1248845 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11217 members Mstep: Class 2 contains 1828 members Entering Unmasked Estep Score: -1248848.000000 Penalty: 3079.751953 Iteration 38Q: 3 clusters Score -1248848 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11222 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -1248846.875000 Penalty: 3079.751953 Iteration 39Q: 3 clusters Score -1248847 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11224 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -1248848.000000 Penalty: 3079.751953 Iteration 40F: 3 clusters Score -1248848 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11225 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -1248849.250000 Penalty: 3079.751953 Iteration 41Q: 3 clusters Score -1248849 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11229 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -1248849.125000 Penalty: 3079.751953 Iteration 42Q: 3 clusters Score -1248849 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11232 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -1248847.875000 Penalty: 3079.751953 Iteration 43Q: 3 clusters Score -1248848 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11235 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -1248848.375000 Penalty: 3079.751953 Iteration 44Q: 3 clusters Score -1248848 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11236 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -1248847.500000 Penalty: 3079.751953 Iteration 45Q: 3 clusters Score -1248848 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11237 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -1248848.500000 Penalty: 3079.751953 Iteration 46Q: 3 clusters Score -1248848 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11239 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -1248850.000000 Penalty: 3079.751953 Iteration 47Q: 3 clusters Score -1248850 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11241 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -1248849.250000 Penalty: 3079.751953 Iteration 48Q: 3 clusters Score -1248849 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11241 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -1248849.250000 Penalty: 3079.751953 Iteration 49F: 3 clusters Score -1248849 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (143846 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143846 members Entering Unmasked Estep Score: -14319334.000000 Penalty: 1929.930908 Iteration 0F: 2 clusters Score -1.431933e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71960 members Mstep: Class 2 contains 71886 members Entering Unmasked Estep Score: -14222821.000000 Penalty: 3859.861816 Iteration 0F: 3 clusters Score -1.422282e+07 nChanged 69489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74727 members Mstep: Class 2 contains 69119 members Entering Unmasked Estep Score: -14264168.000000 Penalty: 3859.861816 Iteration 1F: 3 clusters Score -1.426417e+07 nChanged 4751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76606 members Mstep: Class 2 contains 67240 members Entering Unmasked Estep Score: -14265398.000000 Penalty: 3859.861816 Iteration 2Q: 3 clusters Score -1.42654e+07 nChanged 5213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79471 members Mstep: Class 2 contains 64375 members Entering Unmasked Estep Score: -14267047.000000 Penalty: 3859.861816 Iteration 3Q: 3 clusters Score -1.426705e+07 nChanged 6166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83741 members Mstep: Class 2 contains 60105 members Entering Unmasked Estep Score: -14269444.000000 Penalty: 3859.861816 Iteration 4Q: 3 clusters Score -1.426944e+07 nChanged 7509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89930 members Mstep: Class 2 contains 53916 members Entering Unmasked Estep Score: -14272948.000000 Penalty: 3859.861816 Iteration 5F: 3 clusters Score -1.427295e+07 nChanged 9120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98224 members Mstep: Class 2 contains 45622 members Entering Unmasked Estep Score: -14278463.000000 Penalty: 3859.861816 Iteration 6F: 3 clusters Score -1.427846e+07 nChanged 10579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108447 members Mstep: Class 2 contains 35399 members Entering Unmasked Estep Score: -14286387.000000 Penalty: 3859.861816 Iteration 7F: 3 clusters Score -1.428639e+07 nChanged 11063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119382 members Mstep: Class 2 contains 24464 members Entering Unmasked Estep Score: -14295701.000000 Penalty: 3859.861816 Iteration 8F: 3 clusters Score -1.42957e+07 nChanged 9663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129023 members Mstep: Class 2 contains 14823 members Entering Unmasked Estep Score: -14304426.000000 Penalty: 3859.861816 Iteration 9F: 3 clusters Score -1.430443e+07 nChanged 6973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135992 members Mstep: Class 2 contains 7854 members Entering Unmasked Estep Score: -14310980.000000 Penalty: 3859.861816 Iteration 10Q: 3 clusters Score -1.431098e+07 nChanged 4042 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140032 members Mstep: Class 2 contains 3814 members Entering Unmasked Estep Score: -14314609.000000 Penalty: 3859.861816 Iteration 11Q: 3 clusters Score -1.431461e+07 nChanged 1969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142001 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -14316315.000000 Penalty: 3859.861816 Iteration 12Q: 3 clusters Score -1.431632e+07 nChanged 859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142860 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -14316980.000000 Penalty: 3859.861816 Iteration 13Q: 3 clusters Score -1.431698e+07 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143223 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -14317322.000000 Penalty: 3859.861816 Iteration 14Q: 3 clusters Score -1.431732e+07 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143369 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -14317475.000000 Penalty: 3859.861816 Iteration 15Q: 3 clusters Score -1.431748e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143435 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -14317543.000000 Penalty: 3859.861816 Iteration 16Q: 3 clusters Score -1.431754e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143469 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -14317584.000000 Penalty: 3859.861816 Iteration 17Q: 3 clusters Score -1.431758e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143499 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -14317612.000000 Penalty: 3859.861816 Iteration 18Q: 3 clusters Score -1.431761e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143510 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -14317622.000000 Penalty: 3859.861816 Iteration 19Q: 3 clusters Score -1.431762e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143519 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -14317629.000000 Penalty: 3859.861816 Iteration 20F: 3 clusters Score -1.431763e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143524 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -14317642.000000 Penalty: 3859.861816 Iteration 21Q: 3 clusters Score -1.431764e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143533 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -14317659.000000 Penalty: 3859.861816 Iteration 22Q: 3 clusters Score -1.431766e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143536 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -14317663.000000 Penalty: 3859.861816 Iteration 23Q: 3 clusters Score -1.431766e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143538 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -14317666.000000 Penalty: 3859.861816 Iteration 24Q: 3 clusters Score -1.431767e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143537 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -14317669.000000 Penalty: 3859.861816 Iteration 25Q: 3 clusters Score -1.431767e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143537 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -14317669.000000 Penalty: 3859.861816 Iteration 26F: 3 clusters Score -1.431767e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (3071 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3071 members Entering Unmasked Estep Score: -263100.562500 Penalty: 1304.835693 Iteration 0F: 2 clusters Score -263100.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -260324.906250 Penalty: 2609.671387 Iteration 0F: 3 clusters Score -260324.9 nChanged 1173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -261158.109375 Penalty: 2609.671387 Iteration 1F: 3 clusters Score -261158.1 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -261517.625000 Penalty: 2609.671387 Iteration 2F: 3 clusters Score -261517.6 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -261746.187500 Penalty: 2609.671387 Iteration 3F: 3 clusters Score -261746.2 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -261916.656250 Penalty: 2609.671387 Iteration 4F: 3 clusters Score -261916.7 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -262057.203125 Penalty: 2609.671387 Iteration 5F: 3 clusters Score -262057.2 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -262150.593750 Penalty: 2609.671387 Iteration 6Q: 3 clusters Score -262150.6 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -262254.937500 Penalty: 2609.671387 Iteration 7Q: 3 clusters Score -262254.9 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -262335.843750 Penalty: 2609.671387 Iteration 8Q: 3 clusters Score -262335.8 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 2124 members Entering Unmasked Estep Score: -262424.093750 Penalty: 2609.671387 Iteration 9Q: 3 clusters Score -262424.1 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -262511.218750 Penalty: 2609.671387 Iteration 10Q: 3 clusters Score -262511.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -262584.187500 Penalty: 2609.671387 Iteration 11Q: 3 clusters Score -262584.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 2343 members Entering Unmasked Estep Score: -262651.468750 Penalty: 2609.671387 Iteration 12Q: 3 clusters Score -262651.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -262715.187500 Penalty: 2609.671387 Iteration 13Q: 3 clusters Score -262715.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -262767.500000 Penalty: 2609.671387 Iteration 14Q: 3 clusters Score -262767.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 2482 members Entering Unmasked Estep Score: -262803.843750 Penalty: 2609.671387 Iteration 15Q: 3 clusters Score -262803.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 2515 members Entering Unmasked Estep Score: -262832.000000 Penalty: 2609.671387 Iteration 16Q: 3 clusters Score -262832 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 2535 members Entering Unmasked Estep Score: -262848.781250 Penalty: 2609.671387 Iteration 17Q: 3 clusters Score -262848.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 2559 members Entering Unmasked Estep Score: -262874.968750 Penalty: 2609.671387 Iteration 18Q: 3 clusters Score -262875 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 2586 members Entering Unmasked Estep Score: -262911.500000 Penalty: 2609.671387 Iteration 19Q: 3 clusters Score -262911.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 2608 members Entering Unmasked Estep Score: -262944.000000 Penalty: 2609.671387 Iteration 20F: 3 clusters Score -262944 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 2631 members Entering Unmasked Estep Score: -262975.375000 Penalty: 2609.671387 Iteration 21Q: 3 clusters Score -262975.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 2653 members Entering Unmasked Estep Score: -263005.906250 Penalty: 2609.671387 Iteration 22Q: 3 clusters Score -263005.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 2670 members Entering Unmasked Estep Score: -263032.625000 Penalty: 2609.671387 Iteration 23Q: 3 clusters Score -263032.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 2681 members Entering Unmasked Estep Score: -263050.750000 Penalty: 2609.671387 Iteration 24Q: 3 clusters Score -263050.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 2689 members Entering Unmasked Estep Score: -263062.812500 Penalty: 2609.671387 Iteration 25Q: 3 clusters Score -263062.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 2693 members Entering Unmasked Estep Score: -263067.218750 Penalty: 2609.671387 Iteration 26Q: 3 clusters Score -263067.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -263069.218750 Penalty: 2609.671387 Iteration 27Q: 3 clusters Score -263069.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -263069.562500 Penalty: 2609.671387 Iteration 28Q: 3 clusters Score -263069.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -263069.562500 Penalty: 2609.671387 Iteration 29F: 3 clusters Score -263069.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (2393 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Entering Unmasked Estep Score: -237282.328125 Penalty: 1264.299194 Iteration 0F: 2 clusters Score -237282.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -234918.250000 Penalty: 2528.598389 Iteration 0F: 3 clusters Score -234918.2 nChanged 884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -235457.750000 Penalty: 2528.598389 Iteration 1F: 3 clusters Score -235457.8 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -235578.406250 Penalty: 2528.598389 Iteration 2F: 3 clusters Score -235578.4 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -235644.015625 Penalty: 2528.598389 Iteration 3Q: 3 clusters Score -235644 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -235694.375000 Penalty: 2528.598389 Iteration 4Q: 3 clusters Score -235694.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -235737.500000 Penalty: 2528.598389 Iteration 5Q: 3 clusters Score -235737.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -235772.453125 Penalty: 2528.598389 Iteration 6Q: 3 clusters Score -235772.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -235795.390625 Penalty: 2528.598389 Iteration 7Q: 3 clusters Score -235795.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -235818.406250 Penalty: 2528.598389 Iteration 8Q: 3 clusters Score -235818.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -235835.250000 Penalty: 2528.598389 Iteration 9Q: 3 clusters Score -235835.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -235857.015625 Penalty: 2528.598389 Iteration 10Q: 3 clusters Score -235857 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -235873.718750 Penalty: 2528.598389 Iteration 11Q: 3 clusters Score -235873.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -235888.375000 Penalty: 2528.598389 Iteration 12Q: 3 clusters Score -235888.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -235900.890625 Penalty: 2528.598389 Iteration 13Q: 3 clusters Score -235900.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -235910.468750 Penalty: 2528.598389 Iteration 14Q: 3 clusters Score -235910.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -235923.562500 Penalty: 2528.598389 Iteration 15Q: 3 clusters Score -235923.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -235937.593750 Penalty: 2528.598389 Iteration 16Q: 3 clusters Score -235937.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -235952.187500 Penalty: 2528.598389 Iteration 17Q: 3 clusters Score -235952.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -235965.468750 Penalty: 2528.598389 Iteration 18Q: 3 clusters Score -235965.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -235979.656250 Penalty: 2528.598389 Iteration 19Q: 3 clusters Score -235979.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -235995.375000 Penalty: 2528.598389 Iteration 20F: 3 clusters Score -235995.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -236012.078125 Penalty: 2528.598389 Iteration 21Q: 3 clusters Score -236012.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -236030.984375 Penalty: 2528.598389 Iteration 22Q: 3 clusters Score -236031 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -236050.031250 Penalty: 2528.598389 Iteration 23Q: 3 clusters Score -236050 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -236068.625000 Penalty: 2528.598389 Iteration 24Q: 3 clusters Score -236068.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -236082.000000 Penalty: 2528.598389 Iteration 25Q: 3 clusters Score -236082 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -236096.109375 Penalty: 2528.598389 Iteration 26Q: 3 clusters Score -236096.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -236109.078125 Penalty: 2528.598389 Iteration 27Q: 3 clusters Score -236109.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -236119.484375 Penalty: 2528.598389 Iteration 28Q: 3 clusters Score -236119.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -236129.875000 Penalty: 2528.598389 Iteration 29Q: 3 clusters Score -236129.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -236140.031250 Penalty: 2528.598389 Iteration 30Q: 3 clusters Score -236140 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -236148.171875 Penalty: 2528.598389 Iteration 31Q: 3 clusters Score -236148.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -236155.421875 Penalty: 2528.598389 Iteration 32Q: 3 clusters Score -236155.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 1844 members Entering Unmasked Estep Score: -236159.062500 Penalty: 2528.598389 Iteration 33Q: 3 clusters Score -236159.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -236165.312500 Penalty: 2528.598389 Iteration 34Q: 3 clusters Score -236165.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -236170.000000 Penalty: 2528.598389 Iteration 35Q: 3 clusters Score -236170 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -236175.656250 Penalty: 2528.598389 Iteration 36Q: 3 clusters Score -236175.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -236179.968750 Penalty: 2528.598389 Iteration 37Q: 3 clusters Score -236180 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -236183.031250 Penalty: 2528.598389 Iteration 38Q: 3 clusters Score -236183 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -236185.781250 Penalty: 2528.598389 Iteration 39Q: 3 clusters Score -236185.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -236190.296875 Penalty: 2528.598389 Iteration 40F: 3 clusters Score -236190.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -236193.171875 Penalty: 2528.598389 Iteration 41Q: 3 clusters Score -236193.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -236194.562500 Penalty: 2528.598389 Iteration 42Q: 3 clusters Score -236194.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -236195.312500 Penalty: 2528.598389 Iteration 43Q: 3 clusters Score -236195.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -236195.921875 Penalty: 2528.598389 Iteration 44Q: 3 clusters Score -236195.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -236196.125000 Penalty: 2528.598389 Iteration 45Q: 3 clusters Score -236196.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -236197.031250 Penalty: 2528.598389 Iteration 46Q: 3 clusters Score -236197 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -236198.703125 Penalty: 2528.598389 Iteration 47Q: 3 clusters Score -236198.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -236200.484375 Penalty: 2528.598389 Iteration 48Q: 3 clusters Score -236200.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -236200.984375 Penalty: 2528.598389 Iteration 49Q: 3 clusters Score -236201 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -236202.218750 Penalty: 2528.598389 Iteration 50Q: 3 clusters Score -236202.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -236203.937500 Penalty: 2528.598389 Iteration 51Q: 3 clusters Score -236203.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -236205.546875 Penalty: 2528.598389 Iteration 52Q: 3 clusters Score -236205.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -236205.546875 Penalty: 2528.598389 Iteration 53F: 3 clusters Score -236205.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (5053 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5053 members Entering Unmasked Estep Score: -472611.375000 Penalty: 1385.757324 Iteration 0F: 2 clusters Score -472611.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2498 members Mstep: Class 2 contains 2555 members Entering Unmasked Estep Score: -468569.531250 Penalty: 2771.514648 Iteration 0F: 3 clusters Score -468569.5 nChanged 2036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2432 members Mstep: Class 2 contains 2621 members Entering Unmasked Estep Score: -469634.468750 Penalty: 2771.514648 Iteration 1F: 3 clusters Score -469634.5 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 2697 members Entering Unmasked Estep Score: -469808.656250 Penalty: 2771.514648 Iteration 2F: 3 clusters Score -469808.7 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 2776 members Entering Unmasked Estep Score: -469939.375000 Penalty: 2771.514648 Iteration 3Q: 3 clusters Score -469939.4 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 2881 members Entering Unmasked Estep Score: -470074.093750 Penalty: 2771.514648 Iteration 4Q: 3 clusters Score -470074.1 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 2987 members Entering Unmasked Estep Score: -470186.375000 Penalty: 2771.514648 Iteration 5Q: 3 clusters Score -470186.4 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 3113 members Entering Unmasked Estep Score: -470320.437500 Penalty: 2771.514648 Iteration 6Q: 3 clusters Score -470320.4 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 3215 members Entering Unmasked Estep Score: -470482.468750 Penalty: 2771.514648 Iteration 7Q: 3 clusters Score -470482.5 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 3331 members Entering Unmasked Estep Score: -470672.437500 Penalty: 2771.514648 Iteration 8Q: 3 clusters Score -470672.4 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 3440 members Entering Unmasked Estep Score: -470838.312500 Penalty: 2771.514648 Iteration 9Q: 3 clusters Score -470838.3 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 3575 members Entering Unmasked Estep Score: -470984.625000 Penalty: 2771.514648 Iteration 10Q: 3 clusters Score -470984.6 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 3696 members Entering Unmasked Estep Score: -471101.906250 Penalty: 2771.514648 Iteration 11Q: 3 clusters Score -471101.9 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 3775 members Entering Unmasked Estep Score: -471188.062500 Penalty: 2771.514648 Iteration 12Q: 3 clusters Score -471188.1 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 3843 members Entering Unmasked Estep Score: -471264.000000 Penalty: 2771.514648 Iteration 13Q: 3 clusters Score -471264 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 3900 members Entering Unmasked Estep Score: -471315.843750 Penalty: 2771.514648 Iteration 14Q: 3 clusters Score -471315.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 3953 members Entering Unmasked Estep Score: -471354.625000 Penalty: 2771.514648 Iteration 15Q: 3 clusters Score -471354.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 3995 members Entering Unmasked Estep Score: -471383.937500 Penalty: 2771.514648 Iteration 16Q: 3 clusters Score -471383.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 4030 members Entering Unmasked Estep Score: -471407.625000 Penalty: 2771.514648 Iteration 17Q: 3 clusters Score -471407.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 4063 members Entering Unmasked Estep Score: -471438.781250 Penalty: 2771.514648 Iteration 18Q: 3 clusters Score -471438.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 4108 members Entering Unmasked Estep Score: -471476.875000 Penalty: 2771.514648 Iteration 19Q: 3 clusters Score -471476.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 4147 members Entering Unmasked Estep Score: -471510.500000 Penalty: 2771.514648 Iteration 20F: 3 clusters Score -471510.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 4186 members Entering Unmasked Estep Score: -471538.906250 Penalty: 2771.514648 Iteration 21Q: 3 clusters Score -471538.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 4218 members Entering Unmasked Estep Score: -471562.937500 Penalty: 2771.514648 Iteration 22Q: 3 clusters Score -471562.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 4243 members Entering Unmasked Estep Score: -471577.968750 Penalty: 2771.514648 Iteration 23Q: 3 clusters Score -471578 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 4257 members Entering Unmasked Estep Score: -471584.843750 Penalty: 2771.514648 Iteration 24Q: 3 clusters Score -471584.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 4270 members Entering Unmasked Estep Score: -471590.937500 Penalty: 2771.514648 Iteration 25Q: 3 clusters Score -471590.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 4279 members Entering Unmasked Estep Score: -471594.468750 Penalty: 2771.514648 Iteration 26Q: 3 clusters Score -471594.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 4288 members Entering Unmasked Estep Score: -471597.281250 Penalty: 2771.514648 Iteration 27Q: 3 clusters Score -471597.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 4292 members Entering Unmasked Estep Score: -471599.562500 Penalty: 2771.514648 Iteration 28Q: 3 clusters Score -471599.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 4298 members Entering Unmasked Estep Score: -471602.500000 Penalty: 2771.514648 Iteration 29Q: 3 clusters Score -471602.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 4306 members Entering Unmasked Estep Score: -471606.125000 Penalty: 2771.514648 Iteration 30Q: 3 clusters Score -471606.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 4309 members Entering Unmasked Estep Score: -471608.437500 Penalty: 2771.514648 Iteration 31Q: 3 clusters Score -471608.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 4311 members Entering Unmasked Estep Score: -471608.375000 Penalty: 2771.514648 Iteration 32Q: 3 clusters Score -471608.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 4314 members Entering Unmasked Estep Score: -471610.468750 Penalty: 2771.514648 Iteration 33Q: 3 clusters Score -471610.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 4316 members Entering Unmasked Estep Score: -471612.593750 Penalty: 2771.514648 Iteration 34Q: 3 clusters Score -471612.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 4318 members Entering Unmasked Estep Score: -471614.312500 Penalty: 2771.514648 Iteration 35Q: 3 clusters Score -471614.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 4323 members Entering Unmasked Estep Score: -471616.000000 Penalty: 2771.514648 Iteration 36Q: 3 clusters Score -471616 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 4327 members Entering Unmasked Estep Score: -471616.687500 Penalty: 2771.514648 Iteration 37Q: 3 clusters Score -471616.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 4329 members Entering Unmasked Estep Score: -471616.312500 Penalty: 2771.514648 Iteration 38Q: 3 clusters Score -471616.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 4330 members Entering Unmasked Estep Score: -471616.750000 Penalty: 2771.514648 Iteration 39Q: 3 clusters Score -471616.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 4331 members Entering Unmasked Estep Score: -471617.093750 Penalty: 2771.514648 Iteration 40F: 3 clusters Score -471617.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 4333 members Entering Unmasked Estep Score: -471617.875000 Penalty: 2771.514648 Iteration 41Q: 3 clusters Score -471617.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 4333 members Entering Unmasked Estep Score: -471617.875000 Penalty: 2771.514648 Iteration 42F: 3 clusters Score -471617.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (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: -58641.906250 Penalty: 1072.257690 Iteration 0F: 2 clusters Score -58641.91 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -57477.941406 Penalty: 2144.515381 Iteration 0F: 3 clusters Score -57477.94 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -57802.882812 Penalty: 2144.515381 Iteration 1F: 3 clusters Score -57802.88 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -57977.562500 Penalty: 2144.515381 Iteration 2F: 3 clusters Score -57977.56 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -58059.464844 Penalty: 2144.515381 Iteration 3F: 3 clusters Score -58059.46 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -58153.562500 Penalty: 2144.515381 Iteration 4Q: 3 clusters Score -58153.56 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -58195.972656 Penalty: 2144.515381 Iteration 5Q: 3 clusters Score -58195.97 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -58231.367188 Penalty: 2144.515381 Iteration 6Q: 3 clusters Score -58231.37 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -58264.074219 Penalty: 2144.515381 Iteration 7Q: 3 clusters Score -58264.07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -58299.917969 Penalty: 2144.515381 Iteration 8Q: 3 clusters Score -58299.92 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -58323.378906 Penalty: 2144.515381 Iteration 9Q: 3 clusters Score -58323.38 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -58334.320312 Penalty: 2144.515381 Iteration 10Q: 3 clusters Score -58334.32 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -58338.375000 Penalty: 2144.515381 Iteration 11Q: 3 clusters Score -58338.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -58340.207031 Penalty: 2144.515381 Iteration 12Q: 3 clusters Score -58340.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -58341.011719 Penalty: 2144.515381 Iteration 13Q: 3 clusters Score -58341.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -58341.957031 Penalty: 2144.515381 Iteration 14Q: 3 clusters Score -58341.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -58342.945312 Penalty: 2144.515381 Iteration 15Q: 3 clusters Score -58342.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -58344.171875 Penalty: 2144.515381 Iteration 16Q: 3 clusters Score -58344.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -58344.648438 Penalty: 2144.515381 Iteration 17Q: 3 clusters Score -58344.65 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -58345.410156 Penalty: 2144.515381 Iteration 18Q: 3 clusters Score -58345.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -58347.980469 Penalty: 2144.515381 Iteration 19Q: 3 clusters Score -58347.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -58349.621094 Penalty: 2144.515381 Iteration 20F: 3 clusters Score -58349.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -58351.199219 Penalty: 2144.515381 Iteration 21Q: 3 clusters Score -58351.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -58352.351562 Penalty: 2144.515381 Iteration 22Q: 3 clusters Score -58352.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -58354.449219 Penalty: 2144.515381 Iteration 23Q: 3 clusters Score -58354.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -58360.179688 Penalty: 2144.515381 Iteration 24Q: 3 clusters Score -58360.18 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -58364.679688 Penalty: 2144.515381 Iteration 25Q: 3 clusters Score -58364.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -58366.527344 Penalty: 2144.515381 Iteration 26Q: 3 clusters Score -58366.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -58367.121094 Penalty: 2144.515381 Iteration 27Q: 3 clusters Score -58367.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -58367.121094 Penalty: 2144.515381 Iteration 28F: 3 clusters Score -58367.12 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1416 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Entering Unmasked Estep Score: -133763.015625 Penalty: 1179.033569 Iteration 0F: 2 clusters Score -133763 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -132058.531250 Penalty: 2358.067139 Iteration 0F: 3 clusters Score -132058.5 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -132490.546875 Penalty: 2358.067139 Iteration 1F: 3 clusters Score -132490.5 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -132655.843750 Penalty: 2358.067139 Iteration 2F: 3 clusters Score -132655.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -132768.046875 Penalty: 2358.067139 Iteration 3F: 3 clusters Score -132768 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -132857.671875 Penalty: 2358.067139 Iteration 4F: 3 clusters Score -132857.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -132924.984375 Penalty: 2358.067139 Iteration 5Q: 3 clusters Score -132925 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -132974.656250 Penalty: 2358.067139 Iteration 6Q: 3 clusters Score -132974.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -133023.593750 Penalty: 2358.067139 Iteration 7Q: 3 clusters Score -133023.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -133059.765625 Penalty: 2358.067139 Iteration 8Q: 3 clusters Score -133059.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -133087.312500 Penalty: 2358.067139 Iteration 9Q: 3 clusters Score -133087.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -133123.437500 Penalty: 2358.067139 Iteration 10Q: 3 clusters Score -133123.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -133141.031250 Penalty: 2358.067139 Iteration 11Q: 3 clusters Score -133141 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -133151.265625 Penalty: 2358.067139 Iteration 12Q: 3 clusters Score -133151.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -133159.109375 Penalty: 2358.067139 Iteration 13Q: 3 clusters Score -133159.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -133161.921875 Penalty: 2358.067139 Iteration 14Q: 3 clusters Score -133161.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -133163.453125 Penalty: 2358.067139 Iteration 15Q: 3 clusters Score -133163.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -133165.078125 Penalty: 2358.067139 Iteration 16Q: 3 clusters Score -133165.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -133165.078125 Penalty: 2358.067139 Iteration 17F: 3 clusters Score -133165.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (34946 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34946 members Entering Unmasked Estep Score: -3352114.250000 Penalty: 1700.003418 Iteration 0F: 2 clusters Score -3352114 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17516 members Mstep: Class 2 contains 17430 members Entering Unmasked Estep Score: -3328855.500000 Penalty: 3400.006836 Iteration 0F: 3 clusters Score -3328856 nChanged 16087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18377 members Mstep: Class 2 contains 16569 members Entering Unmasked Estep Score: -3337721.250000 Penalty: 3400.006836 Iteration 1F: 3 clusters Score -3337721 nChanged 1582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18861 members Mstep: Class 2 contains 16085 members Entering Unmasked Estep Score: -3338210.250000 Penalty: 3400.006836 Iteration 2Q: 3 clusters Score -3338210 nChanged 1542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19523 members Mstep: Class 2 contains 15423 members Entering Unmasked Estep Score: -3338734.250000 Penalty: 3400.006836 Iteration 3Q: 3 clusters Score -3338734 nChanged 1560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20415 members Mstep: Class 2 contains 14531 members Entering Unmasked Estep Score: -3339289.500000 Penalty: 3400.006836 Iteration 4Q: 3 clusters Score -3339290 nChanged 1660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21613 members Mstep: Class 2 contains 13333 members Entering Unmasked Estep Score: -3339984.500000 Penalty: 3400.006836 Iteration 5Q: 3 clusters Score -3339984 nChanged 1781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23144 members Mstep: Class 2 contains 11802 members Entering Unmasked Estep Score: -3340864.250000 Penalty: 3400.006836 Iteration 6F: 3 clusters Score -3340864 nChanged 2050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25076 members Mstep: Class 2 contains 9870 members Entering Unmasked Estep Score: -3342057.000000 Penalty: 3400.006836 Iteration 7F: 3 clusters Score -3342057 nChanged 2209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27243 members Mstep: Class 2 contains 7703 members Entering Unmasked Estep Score: -3343600.250000 Penalty: 3400.006836 Iteration 8F: 3 clusters Score -3343600 nChanged 2353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29584 members Mstep: Class 2 contains 5362 members Entering Unmasked Estep Score: -3345555.250000 Penalty: 3400.006836 Iteration 9F: 3 clusters Score -3345555 nChanged 2103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31687 members Mstep: Class 2 contains 3259 members Entering Unmasked Estep Score: -3347503.250000 Penalty: 3400.006836 Iteration 10F: 3 clusters Score -3347503 nChanged 1560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33247 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -3349023.250000 Penalty: 3400.006836 Iteration 11Q: 3 clusters Score -3349023 nChanged 920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34161 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -3349952.750000 Penalty: 3400.006836 Iteration 12Q: 3 clusters Score -3349953 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34556 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -3350333.750000 Penalty: 3400.006836 Iteration 13Q: 3 clusters Score -3350334 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34684 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -3350476.750000 Penalty: 3400.006836 Iteration 14Q: 3 clusters Score -3350477 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34723 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -3350535.750000 Penalty: 3400.006836 Iteration 15Q: 3 clusters Score -3350536 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34746 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -3350576.000000 Penalty: 3400.006836 Iteration 16Q: 3 clusters Score -3350576 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34757 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -3350588.250000 Penalty: 3400.006836 Iteration 17Q: 3 clusters Score -3350588 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34765 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -3350605.500000 Penalty: 3400.006836 Iteration 18Q: 3 clusters Score -3350606 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34770 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -3350615.500000 Penalty: 3400.006836 Iteration 19Q: 3 clusters Score -3350616 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34773 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -3350621.500000 Penalty: 3400.006836 Iteration 20F: 3 clusters Score -3350622 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34777 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -3350626.250000 Penalty: 3400.006836 Iteration 21Q: 3 clusters Score -3350626 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34780 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -3350631.000000 Penalty: 3400.006836 Iteration 22Q: 3 clusters Score -3350631 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34782 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -3350637.500000 Penalty: 3400.006836 Iteration 23Q: 3 clusters Score -3350638 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34785 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -3350644.250000 Penalty: 3400.006836 Iteration 24Q: 3 clusters Score -3350644 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34785 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -3350644.250000 Penalty: 3400.006836 Iteration 25F: 3 clusters Score -3350644 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (6396 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6396 members Entering Unmasked Estep Score: -622619.875000 Penalty: 1424.057007 Iteration 0F: 2 clusters Score -622619.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3232 members Mstep: Class 2 contains 3164 members Entering Unmasked Estep Score: -617774.687500 Penalty: 2848.114014 Iteration 0F: 3 clusters Score -617774.7 nChanged 2665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3333 members Mstep: Class 2 contains 3063 members Entering Unmasked Estep Score: -619234.687500 Penalty: 2848.114014 Iteration 1F: 3 clusters Score -619234.7 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3403 members Mstep: Class 2 contains 2993 members Entering Unmasked Estep Score: -619432.875000 Penalty: 2848.114014 Iteration 2F: 3 clusters Score -619432.9 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3490 members Mstep: Class 2 contains 2906 members Entering Unmasked Estep Score: -619601.250000 Penalty: 2848.114014 Iteration 3Q: 3 clusters Score -619601.2 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3600 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -619783.187500 Penalty: 2848.114014 Iteration 4Q: 3 clusters Score -619783.2 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3693 members Mstep: Class 2 contains 2703 members Entering Unmasked Estep Score: -619934.562500 Penalty: 2848.114014 Iteration 5Q: 3 clusters Score -619934.6 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3781 members Mstep: Class 2 contains 2615 members Entering Unmasked Estep Score: -620088.875000 Penalty: 2848.114014 Iteration 6Q: 3 clusters Score -620088.9 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3906 members Mstep: Class 2 contains 2490 members Entering Unmasked Estep Score: -620265.187500 Penalty: 2848.114014 Iteration 7Q: 3 clusters Score -620265.2 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4008 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -620437.437500 Penalty: 2848.114014 Iteration 8Q: 3 clusters Score -620437.4 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4104 members Mstep: Class 2 contains 2292 members Entering Unmasked Estep Score: -620594.500000 Penalty: 2848.114014 Iteration 9Q: 3 clusters Score -620594.5 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4202 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -620739.937500 Penalty: 2848.114014 Iteration 10Q: 3 clusters Score -620739.9 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4302 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -620866.812500 Penalty: 2848.114014 Iteration 11Q: 3 clusters Score -620866.8 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4382 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -620977.562500 Penalty: 2848.114014 Iteration 12Q: 3 clusters Score -620977.6 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4450 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -621037.625000 Penalty: 2848.114014 Iteration 13Q: 3 clusters Score -621037.6 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4496 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -621079.687500 Penalty: 2848.114014 Iteration 14Q: 3 clusters Score -621079.7 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4532 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -621102.062500 Penalty: 2848.114014 Iteration 15Q: 3 clusters Score -621102.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4562 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -621118.375000 Penalty: 2848.114014 Iteration 16Q: 3 clusters Score -621118.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4590 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -621140.125000 Penalty: 2848.114014 Iteration 17Q: 3 clusters Score -621140.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4608 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -621158.000000 Penalty: 2848.114014 Iteration 18Q: 3 clusters Score -621158 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4638 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -621168.687500 Penalty: 2848.114014 Iteration 19Q: 3 clusters Score -621168.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4660 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -621176.937500 Penalty: 2848.114014 Iteration 20F: 3 clusters Score -621176.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4675 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -621187.437500 Penalty: 2848.114014 Iteration 21Q: 3 clusters Score -621187.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4684 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -621194.562500 Penalty: 2848.114014 Iteration 22Q: 3 clusters Score -621194.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4711 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -621207.687500 Penalty: 2848.114014 Iteration 23Q: 3 clusters Score -621207.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4746 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -621221.000000 Penalty: 2848.114014 Iteration 24Q: 3 clusters Score -621221 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4784 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -621239.062500 Penalty: 2848.114014 Iteration 25Q: 3 clusters Score -621239.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4819 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -621256.062500 Penalty: 2848.114014 Iteration 26Q: 3 clusters Score -621256.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4849 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -621274.312500 Penalty: 2848.114014 Iteration 27Q: 3 clusters Score -621274.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4874 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -621286.125000 Penalty: 2848.114014 Iteration 28Q: 3 clusters Score -621286.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4896 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -621294.187500 Penalty: 2848.114014 Iteration 29Q: 3 clusters Score -621294.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4920 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -621306.000000 Penalty: 2848.114014 Iteration 30Q: 3 clusters Score -621306 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4949 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -621319.875000 Penalty: 2848.114014 Iteration 31Q: 3 clusters Score -621319.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4977 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -621335.125000 Penalty: 2848.114014 Iteration 32Q: 3 clusters Score -621335.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4999 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -621351.500000 Penalty: 2848.114014 Iteration 33Q: 3 clusters Score -621351.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5025 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -621362.625000 Penalty: 2848.114014 Iteration 34Q: 3 clusters Score -621362.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5043 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -621370.312500 Penalty: 2848.114014 Iteration 35Q: 3 clusters Score -621370.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5066 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -621383.187500 Penalty: 2848.114014 Iteration 36Q: 3 clusters Score -621383.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5079 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -621395.250000 Penalty: 2848.114014 Iteration 37Q: 3 clusters Score -621395.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5093 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -621405.875000 Penalty: 2848.114014 Iteration 38Q: 3 clusters Score -621405.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5101 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -621413.937500 Penalty: 2848.114014 Iteration 39Q: 3 clusters Score -621413.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5111 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -621421.000000 Penalty: 2848.114014 Iteration 40F: 3 clusters Score -621421 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5120 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -621426.000000 Penalty: 2848.114014 Iteration 41Q: 3 clusters Score -621426 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5128 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -621431.000000 Penalty: 2848.114014 Iteration 42Q: 3 clusters Score -621431 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5137 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -621436.125000 Penalty: 2848.114014 Iteration 43Q: 3 clusters Score -621436.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5145 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -621442.375000 Penalty: 2848.114014 Iteration 44Q: 3 clusters Score -621442.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5156 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -621448.750000 Penalty: 2848.114014 Iteration 45Q: 3 clusters Score -621448.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5161 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -621451.312500 Penalty: 2848.114014 Iteration 46Q: 3 clusters Score -621451.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5172 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -621457.875000 Penalty: 2848.114014 Iteration 47Q: 3 clusters Score -621457.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5174 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -621458.437500 Penalty: 2848.114014 Iteration 48Q: 3 clusters Score -621458.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5174 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -621458.437500 Penalty: 2848.114014 Iteration 49F: 3 clusters Score -621458.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (258 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Entering Unmasked Estep Score: -18450.476562 Penalty: 902.355896 Iteration 0F: 2 clusters Score -18450.48 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -17647.091797 Penalty: 1804.711792 Iteration 0F: 3 clusters Score -17647.09 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -17761.281250 Penalty: 1804.711792 Iteration 1F: 3 clusters Score -17761.28 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -17807.968750 Penalty: 1804.711792 Iteration 2F: 3 clusters Score -17807.97 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -17815.773438 Penalty: 1804.711792 Iteration 3Q: 3 clusters Score -17815.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -17819.716797 Penalty: 1804.711792 Iteration 4Q: 3 clusters Score -17819.72 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -17819.716797 Penalty: 1804.711792 Iteration 5F: 3 clusters Score -17819.72 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1125 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Entering Unmasked Estep Score: -102115.179688 Penalty: 1141.650024 Iteration 0F: 2 clusters Score -102115.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -100631.054688 Penalty: 2283.300049 Iteration 0F: 3 clusters Score -100631.1 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -101047.953125 Penalty: 2283.300049 Iteration 1F: 3 clusters Score -101048 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -101308.804688 Penalty: 2283.300049 Iteration 2F: 3 clusters Score -101308.8 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -101602.484375 Penalty: 2283.300049 Iteration 3F: 3 clusters Score -101602.5 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -101766.500000 Penalty: 2283.300049 Iteration 4F: 3 clusters Score -101766.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -101917.406250 Penalty: 2283.300049 Iteration 5Q: 3 clusters Score -101917.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -101991.781250 Penalty: 2283.300049 Iteration 6Q: 3 clusters Score -101991.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -102031.617188 Penalty: 2283.300049 Iteration 7Q: 3 clusters Score -102031.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -102042.742188 Penalty: 2283.300049 Iteration 8Q: 3 clusters Score -102042.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -102046.882812 Penalty: 2283.300049 Iteration 9Q: 3 clusters Score -102046.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -102052.023438 Penalty: 2283.300049 Iteration 10Q: 3 clusters Score -102052 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -102058.203125 Penalty: 2283.300049 Iteration 11Q: 3 clusters Score -102058.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -102066.757812 Penalty: 2283.300049 Iteration 12Q: 3 clusters Score -102066.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -102072.507812 Penalty: 2283.300049 Iteration 13Q: 3 clusters Score -102072.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -102074.992188 Penalty: 2283.300049 Iteration 14Q: 3 clusters Score -102075 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -102075.921875 Penalty: 2283.300049 Iteration 15Q: 3 clusters Score -102075.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -102076.664062 Penalty: 2283.300049 Iteration 16Q: 3 clusters Score -102076.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -102076.664062 Penalty: 2283.300049 Iteration 17F: 3 clusters Score -102076.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (14197 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14197 members Entering Unmasked Estep Score: -1326080.125000 Penalty: 1553.627808 Iteration 0F: 2 clusters Score -1326080 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7141 members Mstep: Class 2 contains 7056 members Entering Unmasked Estep Score: -1316187.625000 Penalty: 3107.255615 Iteration 0F: 3 clusters Score -1316188 nChanged 6268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7513 members Mstep: Class 2 contains 6684 members Entering Unmasked Estep Score: -1319655.500000 Penalty: 3107.255615 Iteration 1F: 3 clusters Score -1319656 nChanged 878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7695 members Mstep: Class 2 contains 6502 members Entering Unmasked Estep Score: -1320057.250000 Penalty: 3107.255615 Iteration 2F: 3 clusters Score -1320057 nChanged 787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7962 members Mstep: Class 2 contains 6235 members Entering Unmasked Estep Score: -1320412.625000 Penalty: 3107.255615 Iteration 3F: 3 clusters Score -1320413 nChanged 698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8274 members Mstep: Class 2 contains 5923 members Entering Unmasked Estep Score: -1320736.625000 Penalty: 3107.255615 Iteration 4Q: 3 clusters Score -1320737 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8627 members Mstep: Class 2 contains 5570 members Entering Unmasked Estep Score: -1321070.500000 Penalty: 3107.255615 Iteration 5Q: 3 clusters Score -1321070 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9025 members Mstep: Class 2 contains 5172 members Entering Unmasked Estep Score: -1321407.375000 Penalty: 3107.255615 Iteration 6Q: 3 clusters Score -1321407 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9466 members Mstep: Class 2 contains 4731 members Entering Unmasked Estep Score: -1321809.250000 Penalty: 3107.255615 Iteration 7Q: 3 clusters Score -1321809 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9907 members Mstep: Class 2 contains 4290 members Entering Unmasked Estep Score: -1322260.875000 Penalty: 3107.255615 Iteration 8Q: 3 clusters Score -1322261 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10307 members Mstep: Class 2 contains 3890 members Entering Unmasked Estep Score: -1322712.000000 Penalty: 3107.255615 Iteration 9Q: 3 clusters Score -1322712 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10657 members Mstep: Class 2 contains 3540 members Entering Unmasked Estep Score: -1323116.875000 Penalty: 3107.255615 Iteration 10Q: 3 clusters Score -1323117 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10992 members Mstep: Class 2 contains 3205 members Entering Unmasked Estep Score: -1323472.000000 Penalty: 3107.255615 Iteration 11Q: 3 clusters Score -1323472 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11221 members Mstep: Class 2 contains 2976 members Entering Unmasked Estep Score: -1323702.250000 Penalty: 3107.255615 Iteration 12Q: 3 clusters Score -1323702 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11454 members Mstep: Class 2 contains 2743 members Entering Unmasked Estep Score: -1323909.250000 Penalty: 3107.255615 Iteration 13Q: 3 clusters Score -1323909 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11675 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -1324085.000000 Penalty: 3107.255615 Iteration 14Q: 3 clusters Score -1324085 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11868 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -1324207.250000 Penalty: 3107.255615 Iteration 15Q: 3 clusters Score -1324207 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12019 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -1324285.625000 Penalty: 3107.255615 Iteration 16Q: 3 clusters Score -1324286 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12154 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -1324354.750000 Penalty: 3107.255615 Iteration 17Q: 3 clusters Score -1324355 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12289 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -1324441.125000 Penalty: 3107.255615 Iteration 18Q: 3 clusters Score -1324441 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12413 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -1324518.250000 Penalty: 3107.255615 Iteration 19Q: 3 clusters Score -1324518 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12512 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -1324585.125000 Penalty: 3107.255615 Iteration 20F: 3 clusters Score -1324585 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12606 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -1324641.000000 Penalty: 3107.255615 Iteration 21Q: 3 clusters Score -1324641 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12690 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -1324696.375000 Penalty: 3107.255615 Iteration 22Q: 3 clusters Score -1324696 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12765 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -1324751.750000 Penalty: 3107.255615 Iteration 23Q: 3 clusters Score -1324752 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12832 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -1324801.375000 Penalty: 3107.255615 Iteration 24Q: 3 clusters Score -1324801 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12886 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -1324832.500000 Penalty: 3107.255615 Iteration 25Q: 3 clusters Score -1324832 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12928 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -1324861.250000 Penalty: 3107.255615 Iteration 26Q: 3 clusters Score -1324861 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12962 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -1324874.500000 Penalty: 3107.255615 Iteration 27Q: 3 clusters Score -1324874 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12981 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -1324879.875000 Penalty: 3107.255615 Iteration 28Q: 3 clusters Score -1324880 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12997 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -1324884.125000 Penalty: 3107.255615 Iteration 29Q: 3 clusters Score -1324884 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13009 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -1324890.250000 Penalty: 3107.255615 Iteration 30Q: 3 clusters Score -1324890 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13016 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -1324893.750000 Penalty: 3107.255615 Iteration 31Q: 3 clusters Score -1324894 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13025 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -1324899.250000 Penalty: 3107.255615 Iteration 32Q: 3 clusters Score -1324899 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13037 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -1324904.625000 Penalty: 3107.255615 Iteration 33Q: 3 clusters Score -1324905 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13047 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -1324909.000000 Penalty: 3107.255615 Iteration 34Q: 3 clusters Score -1324909 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13054 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -1324913.000000 Penalty: 3107.255615 Iteration 35Q: 3 clusters Score -1324913 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13061 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -1324914.875000 Penalty: 3107.255615 Iteration 36Q: 3 clusters Score -1324915 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13063 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -1324915.250000 Penalty: 3107.255615 Iteration 37Q: 3 clusters Score -1324915 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13068 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -1324917.625000 Penalty: 3107.255615 Iteration 38Q: 3 clusters Score -1324918 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13071 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -1324919.125000 Penalty: 3107.255615 Iteration 39Q: 3 clusters Score -1324919 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13075 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -1324921.375000 Penalty: 3107.255615 Iteration 40F: 3 clusters Score -1324921 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (250 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Entering Unmasked Estep Score: -21906.958984 Penalty: 897.237427 Iteration 0F: 2 clusters Score -21906.96 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -21161.898438 Penalty: 1794.474854 Iteration 0F: 3 clusters Score -21161.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -21270.111328 Penalty: 1794.474854 Iteration 1F: 3 clusters Score -21270.11 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -21311.187500 Penalty: 1794.474854 Iteration 2Q: 3 clusters Score -21311.19 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -21332.369141 Penalty: 1794.474854 Iteration 3Q: 3 clusters Score -21332.37 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -21343.066406 Penalty: 1794.474854 Iteration 4Q: 3 clusters Score -21343.07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -21345.904297 Penalty: 1794.474854 Iteration 5Q: 3 clusters Score -21345.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -21345.904297 Penalty: 1794.474854 Iteration 6F: 3 clusters Score -21345.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2236 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Entering Unmasked Estep Score: -203845.437500 Penalty: 1253.272095 Iteration 0F: 2 clusters Score -203845.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -201588.921875 Penalty: 2506.544189 Iteration 0F: 3 clusters Score -201588.9 nChanged 801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -202143.640625 Penalty: 2506.544189 Iteration 1F: 3 clusters Score -202143.6 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -202397.390625 Penalty: 2506.544189 Iteration 2F: 3 clusters Score -202397.4 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -202701.828125 Penalty: 2506.544189 Iteration 3F: 3 clusters Score -202701.8 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -202988.078125 Penalty: 2506.544189 Iteration 4F: 3 clusters Score -202988.1 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -203216.484375 Penalty: 2506.544189 Iteration 5F: 3 clusters Score -203216.5 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -203360.062500 Penalty: 2506.544189 Iteration 6F: 3 clusters Score -203360.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -203436.484375 Penalty: 2506.544189 Iteration 7Q: 3 clusters Score -203436.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -203481.546875 Penalty: 2506.544189 Iteration 8Q: 3 clusters Score -203481.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -203513.062500 Penalty: 2506.544189 Iteration 9Q: 3 clusters Score -203513.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -203530.609375 Penalty: 2506.544189 Iteration 10Q: 3 clusters Score -203530.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -203539.390625 Penalty: 2506.544189 Iteration 11Q: 3 clusters Score -203539.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -203545.515625 Penalty: 2506.544189 Iteration 12Q: 3 clusters Score -203545.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -203550.000000 Penalty: 2506.544189 Iteration 13Q: 3 clusters Score -203550 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -203557.031250 Penalty: 2506.544189 Iteration 14Q: 3 clusters Score -203557 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -203565.265625 Penalty: 2506.544189 Iteration 15Q: 3 clusters Score -203565.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -203577.375000 Penalty: 2506.544189 Iteration 16Q: 3 clusters Score -203577.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -203588.078125 Penalty: 2506.544189 Iteration 17Q: 3 clusters Score -203588.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -203594.859375 Penalty: 2506.544189 Iteration 18Q: 3 clusters Score -203594.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -203598.843750 Penalty: 2506.544189 Iteration 19Q: 3 clusters Score -203598.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -203601.406250 Penalty: 2506.544189 Iteration 20F: 3 clusters Score -203601.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -203601.968750 Penalty: 2506.544189 Iteration 21Q: 3 clusters Score -203602 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -203602.609375 Penalty: 2506.544189 Iteration 22Q: 3 clusters Score -203602.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -203603.187500 Penalty: 2506.544189 Iteration 23Q: 3 clusters Score -203603.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -203604.031250 Penalty: 2506.544189 Iteration 24Q: 3 clusters Score -203604 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -203604.515625 Penalty: 2506.544189 Iteration 25Q: 3 clusters Score -203604.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -203605.062500 Penalty: 2506.544189 Iteration 26Q: 3 clusters Score -203605.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -203607.093750 Penalty: 2506.544189 Iteration 27Q: 3 clusters Score -203607.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -203608.125000 Penalty: 2506.544189 Iteration 28Q: 3 clusters Score -203608.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -203608.593750 Penalty: 2506.544189 Iteration 29Q: 3 clusters Score -203608.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -203608.593750 Penalty: 2506.544189 Iteration 30F: 3 clusters Score -203608.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (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: -845353.500000 Penalty: 1482.174194 Iteration 0F: 2 clusters Score -845353.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4581 members Mstep: Class 2 contains 4565 members Entering Unmasked Estep Score: -838797.562500 Penalty: 2964.348389 Iteration 0F: 3 clusters Score -838797.6 nChanged 3904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4535 members Mstep: Class 2 contains 4611 members Entering Unmasked Estep Score: -840890.375000 Penalty: 2964.348389 Iteration 1F: 3 clusters Score -840890.4 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4522 members Mstep: Class 2 contains 4624 members Entering Unmasked Estep Score: -841143.500000 Penalty: 2964.348389 Iteration 2F: 3 clusters Score -841143.5 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4512 members Mstep: Class 2 contains 4634 members Entering Unmasked Estep Score: -841328.437500 Penalty: 2964.348389 Iteration 3F: 3 clusters Score -841328.4 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4517 members Mstep: Class 2 contains 4629 members Entering Unmasked Estep Score: -841460.562500 Penalty: 2964.348389 Iteration 4Q: 3 clusters Score -841460.6 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4522 members Mstep: Class 2 contains 4624 members Entering Unmasked Estep Score: -841563.375000 Penalty: 2964.348389 Iteration 5Q: 3 clusters Score -841563.4 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4523 members Mstep: Class 2 contains 4623 members Entering Unmasked Estep Score: -841650.437500 Penalty: 2964.348389 Iteration 6Q: 3 clusters Score -841650.4 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4535 members Mstep: Class 2 contains 4611 members Entering Unmasked Estep Score: -841745.937500 Penalty: 2964.348389 Iteration 7Q: 3 clusters Score -841745.9 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4530 members Mstep: Class 2 contains 4616 members Entering Unmasked Estep Score: -841844.500000 Penalty: 2964.348389 Iteration 8Q: 3 clusters Score -841844.5 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4516 members Mstep: Class 2 contains 4630 members Entering Unmasked Estep Score: -841961.062500 Penalty: 2964.348389 Iteration 9Q: 3 clusters Score -841961.1 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4488 members Mstep: Class 2 contains 4658 members Entering Unmasked Estep Score: -842104.500000 Penalty: 2964.348389 Iteration 10Q: 3 clusters Score -842104.5 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4488 members Mstep: Class 2 contains 4658 members Entering Unmasked Estep Score: -842285.812500 Penalty: 2964.348389 Iteration 11Q: 3 clusters Score -842285.8 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4485 members Mstep: Class 2 contains 4661 members Entering Unmasked Estep Score: -842509.187500 Penalty: 2964.348389 Iteration 12Q: 3 clusters Score -842509.2 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4497 members Mstep: Class 2 contains 4649 members Entering Unmasked Estep Score: -842786.937500 Penalty: 2964.348389 Iteration 13Q: 3 clusters Score -842786.9 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4509 members Mstep: Class 2 contains 4637 members Entering Unmasked Estep Score: -843057.250000 Penalty: 2964.348389 Iteration 14Q: 3 clusters Score -843057.2 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4506 members Mstep: Class 2 contains 4640 members Entering Unmasked Estep Score: -843270.812500 Penalty: 2964.348389 Iteration 15Q: 3 clusters Score -843270.8 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4484 members Mstep: Class 2 contains 4662 members Entering Unmasked Estep Score: -843399.250000 Penalty: 2964.348389 Iteration 16Q: 3 clusters Score -843399.2 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4464 members Mstep: Class 2 contains 4682 members Entering Unmasked Estep Score: -843488.000000 Penalty: 2964.348389 Iteration 17Q: 3 clusters Score -843488 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4415 members Mstep: Class 2 contains 4731 members Entering Unmasked Estep Score: -843549.937500 Penalty: 2964.348389 Iteration 18Q: 3 clusters Score -843549.9 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4353 members Mstep: Class 2 contains 4793 members Entering Unmasked Estep Score: -843602.562500 Penalty: 2964.348389 Iteration 19Q: 3 clusters Score -843602.6 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4291 members Mstep: Class 2 contains 4855 members Entering Unmasked Estep Score: -843639.250000 Penalty: 2964.348389 Iteration 20F: 3 clusters Score -843639.2 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4220 members Mstep: Class 2 contains 4926 members Entering Unmasked Estep Score: -843673.375000 Penalty: 2964.348389 Iteration 21Q: 3 clusters Score -843673.4 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4157 members Mstep: Class 2 contains 4989 members Entering Unmasked Estep Score: -843699.500000 Penalty: 2964.348389 Iteration 22Q: 3 clusters Score -843699.5 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4100 members Mstep: Class 2 contains 5046 members Entering Unmasked Estep Score: -843726.125000 Penalty: 2964.348389 Iteration 23Q: 3 clusters Score -843726.1 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4022 members Mstep: Class 2 contains 5124 members Entering Unmasked Estep Score: -843763.125000 Penalty: 2964.348389 Iteration 24Q: 3 clusters Score -843763.1 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3945 members Mstep: Class 2 contains 5201 members Entering Unmasked Estep Score: -843801.062500 Penalty: 2964.348389 Iteration 25Q: 3 clusters Score -843801.1 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3864 members Mstep: Class 2 contains 5282 members Entering Unmasked Estep Score: -843842.062500 Penalty: 2964.348389 Iteration 26Q: 3 clusters Score -843842.1 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3790 members Mstep: Class 2 contains 5356 members Entering Unmasked Estep Score: -843876.125000 Penalty: 2964.348389 Iteration 27Q: 3 clusters Score -843876.1 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3713 members Mstep: Class 2 contains 5433 members Entering Unmasked Estep Score: -843916.812500 Penalty: 2964.348389 Iteration 28Q: 3 clusters Score -843916.8 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3627 members Mstep: Class 2 contains 5519 members Entering Unmasked Estep Score: -843974.187500 Penalty: 2964.348389 Iteration 29Q: 3 clusters Score -843974.2 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3546 members Mstep: Class 2 contains 5600 members Entering Unmasked Estep Score: -844032.000000 Penalty: 2964.348389 Iteration 30Q: 3 clusters Score -844032 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3434 members Mstep: Class 2 contains 5712 members Entering Unmasked Estep Score: -844106.125000 Penalty: 2964.348389 Iteration 31Q: 3 clusters Score -844106.1 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3332 members Mstep: Class 2 contains 5814 members Entering Unmasked Estep Score: -844180.875000 Penalty: 2964.348389 Iteration 32Q: 3 clusters Score -844180.9 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3241 members Mstep: Class 2 contains 5905 members Entering Unmasked Estep Score: -844239.000000 Penalty: 2964.348389 Iteration 33Q: 3 clusters Score -844239 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3162 members Mstep: Class 2 contains 5984 members Entering Unmasked Estep Score: -844287.812500 Penalty: 2964.348389 Iteration 34Q: 3 clusters Score -844287.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3087 members Mstep: Class 2 contains 6059 members Entering Unmasked Estep Score: -844328.937500 Penalty: 2964.348389 Iteration 35Q: 3 clusters Score -844328.9 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3022 members Mstep: Class 2 contains 6124 members Entering Unmasked Estep Score: -844368.250000 Penalty: 2964.348389 Iteration 36Q: 3 clusters Score -844368.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2968 members Mstep: Class 2 contains 6178 members Entering Unmasked Estep Score: -844390.062500 Penalty: 2964.348389 Iteration 37Q: 3 clusters Score -844390.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2918 members Mstep: Class 2 contains 6228 members Entering Unmasked Estep Score: -844406.187500 Penalty: 2964.348389 Iteration 38Q: 3 clusters Score -844406.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2872 members Mstep: Class 2 contains 6274 members Entering Unmasked Estep Score: -844418.750000 Penalty: 2964.348389 Iteration 39Q: 3 clusters Score -844418.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2836 members Mstep: Class 2 contains 6310 members Entering Unmasked Estep Score: -844425.812500 Penalty: 2964.348389 Iteration 40F: 3 clusters Score -844425.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2815 members Mstep: Class 2 contains 6331 members Entering Unmasked Estep Score: -844429.750000 Penalty: 2964.348389 Iteration 41Q: 3 clusters Score -844429.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2790 members Mstep: Class 2 contains 6356 members Entering Unmasked Estep Score: -844437.250000 Penalty: 2964.348389 Iteration 42Q: 3 clusters Score -844437.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 6371 members Entering Unmasked Estep Score: -844438.187500 Penalty: 2964.348389 Iteration 43Q: 3 clusters Score -844438.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2759 members Mstep: Class 2 contains 6387 members Entering Unmasked Estep Score: -844440.812500 Penalty: 2964.348389 Iteration 44Q: 3 clusters Score -844440.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 6405 members Entering Unmasked Estep Score: -844445.937500 Penalty: 2964.348389 Iteration 45Q: 3 clusters Score -844445.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2724 members Mstep: Class 2 contains 6422 members Entering Unmasked Estep Score: -844447.562500 Penalty: 2964.348389 Iteration 46Q: 3 clusters Score -844447.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Mstep: Class 2 contains 6438 members Entering Unmasked Estep Score: -844453.562500 Penalty: 2964.348389 Iteration 47Q: 3 clusters Score -844453.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2688 members Mstep: Class 2 contains 6458 members Entering Unmasked Estep Score: -844455.875000 Penalty: 2964.348389 Iteration 48Q: 3 clusters Score -844455.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2678 members Mstep: Class 2 contains 6468 members Entering Unmasked Estep Score: -844458.750000 Penalty: 2964.348389 Iteration 49Q: 3 clusters Score -844458.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2672 members Mstep: Class 2 contains 6474 members Entering Unmasked Estep Score: -844460.312500 Penalty: 2964.348389 Iteration 50Q: 3 clusters Score -844460.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2668 members Mstep: Class 2 contains 6478 members Entering Unmasked Estep Score: -844458.687500 Penalty: 2964.348389 Iteration 51Q: 3 clusters Score -844458.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2664 members Mstep: Class 2 contains 6482 members Entering Unmasked Estep Score: -844458.000000 Penalty: 2964.348389 Iteration 52Q: 3 clusters Score -844458 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 6485 members Entering Unmasked Estep Score: -844458.000000 Penalty: 2964.348389 Iteration 53Q: 3 clusters Score -844458 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2659 members Mstep: Class 2 contains 6487 members Entering Unmasked Estep Score: -844456.437500 Penalty: 2964.348389 Iteration 54Q: 3 clusters Score -844456.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2658 members Mstep: Class 2 contains 6488 members Entering Unmasked Estep Score: -844455.812500 Penalty: 2964.348389 Iteration 55Q: 3 clusters Score -844455.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2657 members Mstep: Class 2 contains 6489 members Entering Unmasked Estep Score: -844457.562500 Penalty: 2964.348389 Iteration 56Q: 3 clusters Score -844457.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2657 members Mstep: Class 2 contains 6489 members Entering Unmasked Estep Score: -844457.562500 Penalty: 2964.348389 Iteration 57F: 3 clusters Score -844457.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (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: -320154.250000 Penalty: 1314.041748 Iteration 0F: 2 clusters Score -320154.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -317238.062500 Penalty: 2628.083496 Iteration 0F: 3 clusters Score -317238.1 nChanged 1281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -317920.343750 Penalty: 2628.083496 Iteration 1F: 3 clusters Score -317920.3 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -318095.093750 Penalty: 2628.083496 Iteration 2F: 3 clusters Score -318095.1 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -318232.343750 Penalty: 2628.083496 Iteration 3F: 3 clusters Score -318232.3 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -318335.593750 Penalty: 2628.083496 Iteration 4Q: 3 clusters Score -318335.6 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -318410.406250 Penalty: 2628.083496 Iteration 5Q: 3 clusters Score -318410.4 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -318472.562500 Penalty: 2628.083496 Iteration 6Q: 3 clusters Score -318472.6 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -318522.062500 Penalty: 2628.083496 Iteration 7Q: 3 clusters Score -318522.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -318562.218750 Penalty: 2628.083496 Iteration 8Q: 3 clusters Score -318562.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -318601.531250 Penalty: 2628.083496 Iteration 9Q: 3 clusters Score -318601.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -318645.437500 Penalty: 2628.083496 Iteration 10Q: 3 clusters Score -318645.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -318682.593750 Penalty: 2628.083496 Iteration 11Q: 3 clusters Score -318682.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 2260 members Entering Unmasked Estep Score: -318717.906250 Penalty: 2628.083496 Iteration 12Q: 3 clusters Score -318717.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -318744.500000 Penalty: 2628.083496 Iteration 13Q: 3 clusters Score -318744.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -318767.250000 Penalty: 2628.083496 Iteration 14Q: 3 clusters Score -318767.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -318791.031250 Penalty: 2628.083496 Iteration 15Q: 3 clusters Score -318791 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 2408 members Entering Unmasked Estep Score: -318813.968750 Penalty: 2628.083496 Iteration 16Q: 3 clusters Score -318814 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 2433 members Entering Unmasked Estep Score: -318831.812500 Penalty: 2628.083496 Iteration 17Q: 3 clusters Score -318831.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -318850.156250 Penalty: 2628.083496 Iteration 18Q: 3 clusters Score -318850.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 2494 members Entering Unmasked Estep Score: -318871.250000 Penalty: 2628.083496 Iteration 19Q: 3 clusters Score -318871.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -318890.843750 Penalty: 2628.083496 Iteration 20F: 3 clusters Score -318890.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 2543 members Entering Unmasked Estep Score: -318904.718750 Penalty: 2628.083496 Iteration 21Q: 3 clusters Score -318904.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 2564 members Entering Unmasked Estep Score: -318918.937500 Penalty: 2628.083496 Iteration 22Q: 3 clusters Score -318918.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 2576 members Entering Unmasked Estep Score: -318929.031250 Penalty: 2628.083496 Iteration 23Q: 3 clusters Score -318929 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 2583 members Entering Unmasked Estep Score: -318936.656250 Penalty: 2628.083496 Iteration 24Q: 3 clusters Score -318936.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -318940.843750 Penalty: 2628.083496 Iteration 25Q: 3 clusters Score -318940.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 2599 members Entering Unmasked Estep Score: -318945.343750 Penalty: 2628.083496 Iteration 26Q: 3 clusters Score -318945.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 2603 members Entering Unmasked Estep Score: -318948.468750 Penalty: 2628.083496 Iteration 27Q: 3 clusters Score -318948.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 2606 members Entering Unmasked Estep Score: -318951.093750 Penalty: 2628.083496 Iteration 28Q: 3 clusters Score -318951.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 2608 members Entering Unmasked Estep Score: -318952.250000 Penalty: 2628.083496 Iteration 29Q: 3 clusters Score -318952.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 2615 members Entering Unmasked Estep Score: -318956.093750 Penalty: 2628.083496 Iteration 30Q: 3 clusters Score -318956.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 2622 members Entering Unmasked Estep Score: -318962.218750 Penalty: 2628.083496 Iteration 31Q: 3 clusters Score -318962.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 2631 members Entering Unmasked Estep Score: -318965.062500 Penalty: 2628.083496 Iteration 32Q: 3 clusters Score -318965.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 2637 members Entering Unmasked Estep Score: -318969.625000 Penalty: 2628.083496 Iteration 33Q: 3 clusters Score -318969.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 2641 members Entering Unmasked Estep Score: -318971.281250 Penalty: 2628.083496 Iteration 34Q: 3 clusters Score -318971.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 2646 members Entering Unmasked Estep Score: -318975.250000 Penalty: 2628.083496 Iteration 35Q: 3 clusters Score -318975.2 nChanged 3 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: -318976.000000 Penalty: 2628.083496 Iteration 36Q: 3 clusters Score -318976 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 2652 members Entering Unmasked Estep Score: -318977.875000 Penalty: 2628.083496 Iteration 37Q: 3 clusters Score -318977.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -318978.468750 Penalty: 2628.083496 Iteration 38Q: 3 clusters Score -318978.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 2656 members Entering Unmasked Estep Score: -318979.718750 Penalty: 2628.083496 Iteration 39Q: 3 clusters Score -318979.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 2658 members Entering Unmasked Estep Score: -318979.625000 Penalty: 2628.083496 Iteration 40F: 3 clusters Score -318979.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1376 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Entering Unmasked Estep Score: -128798.695312 Penalty: 1174.377075 Iteration 0F: 2 clusters Score -128798.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -127136.484375 Penalty: 2348.754150 Iteration 0F: 3 clusters Score -127136.5 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -127489.023438 Penalty: 2348.754150 Iteration 1F: 3 clusters Score -127489 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -127664.625000 Penalty: 2348.754150 Iteration 2F: 3 clusters Score -127664.6 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -127848.234375 Penalty: 2348.754150 Iteration 3F: 3 clusters Score -127848.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -127935.718750 Penalty: 2348.754150 Iteration 4F: 3 clusters Score -127935.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -127980.562500 Penalty: 2348.754150 Iteration 5Q: 3 clusters Score -127980.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -128020.828125 Penalty: 2348.754150 Iteration 6Q: 3 clusters Score -128020.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -128061.851562 Penalty: 2348.754150 Iteration 7Q: 3 clusters Score -128061.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -128102.507812 Penalty: 2348.754150 Iteration 8Q: 3 clusters Score -128102.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -128126.664062 Penalty: 2348.754150 Iteration 9Q: 3 clusters Score -128126.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -128147.617188 Penalty: 2348.754150 Iteration 10Q: 3 clusters Score -128147.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -128166.031250 Penalty: 2348.754150 Iteration 11Q: 3 clusters Score -128166 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -128180.945312 Penalty: 2348.754150 Iteration 12Q: 3 clusters Score -128180.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -128199.554688 Penalty: 2348.754150 Iteration 13Q: 3 clusters Score -128199.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -128220.343750 Penalty: 2348.754150 Iteration 14Q: 3 clusters Score -128220.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -128248.070312 Penalty: 2348.754150 Iteration 15Q: 3 clusters Score -128248.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -128259.976562 Penalty: 2348.754150 Iteration 16Q: 3 clusters Score -128260 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -128281.390625 Penalty: 2348.754150 Iteration 17Q: 3 clusters Score -128281.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -128298.375000 Penalty: 2348.754150 Iteration 18Q: 3 clusters Score -128298.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -128313.000000 Penalty: 2348.754150 Iteration 19Q: 3 clusters Score -128313 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -128323.843750 Penalty: 2348.754150 Iteration 20F: 3 clusters Score -128323.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -128343.062500 Penalty: 2348.754150 Iteration 21Q: 3 clusters Score -128343.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -128363.476562 Penalty: 2348.754150 Iteration 22Q: 3 clusters Score -128363.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -128382.242188 Penalty: 2348.754150 Iteration 23Q: 3 clusters Score -128382.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -128403.742188 Penalty: 2348.754150 Iteration 24Q: 3 clusters Score -128403.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -128419.742188 Penalty: 2348.754150 Iteration 25Q: 3 clusters Score -128419.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -128427.750000 Penalty: 2348.754150 Iteration 26Q: 3 clusters Score -128427.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -128444.789062 Penalty: 2348.754150 Iteration 27Q: 3 clusters Score -128444.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -128470.234375 Penalty: 2348.754150 Iteration 28Q: 3 clusters Score -128470.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -128481.734375 Penalty: 2348.754150 Iteration 29Q: 3 clusters Score -128481.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -128494.664062 Penalty: 2348.754150 Iteration 30Q: 3 clusters Score -128494.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -128514.367188 Penalty: 2348.754150 Iteration 31Q: 3 clusters Score -128514.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -128537.671875 Penalty: 2348.754150 Iteration 32Q: 3 clusters Score -128537.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -128565.898438 Penalty: 2348.754150 Iteration 33Q: 3 clusters Score -128565.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -128582.218750 Penalty: 2348.754150 Iteration 34Q: 3 clusters Score -128582.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -128588.968750 Penalty: 2348.754150 Iteration 35Q: 3 clusters Score -128589 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -128593.921875 Penalty: 2348.754150 Iteration 36Q: 3 clusters Score -128593.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -128599.390625 Penalty: 2348.754150 Iteration 37Q: 3 clusters Score -128599.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -128617.000000 Penalty: 2348.754150 Iteration 38Q: 3 clusters Score -128617 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -128635.398438 Penalty: 2348.754150 Iteration 39Q: 3 clusters Score -128635.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -128647.867188 Penalty: 2348.754150 Iteration 40F: 3 clusters Score -128647.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -128648.492188 Penalty: 2348.754150 Iteration 41Q: 3 clusters Score -128648.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -128648.492188 Penalty: 2348.754150 Iteration 42F: 3 clusters Score -128648.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (963 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Entering Unmasked Estep Score: -88555.039062 Penalty: 1116.383667 Iteration 0F: 2 clusters Score -88555.04 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -87131.226562 Penalty: 2232.767334 Iteration 0F: 3 clusters Score -87131.23 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -87380.507812 Penalty: 2232.767334 Iteration 1F: 3 clusters Score -87380.51 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -87457.289062 Penalty: 2232.767334 Iteration 2F: 3 clusters Score -87457.29 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -87500.054688 Penalty: 2232.767334 Iteration 3Q: 3 clusters Score -87500.05 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -87525.773438 Penalty: 2232.767334 Iteration 4Q: 3 clusters Score -87525.77 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -87553.000000 Penalty: 2232.767334 Iteration 5Q: 3 clusters Score -87553 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -87578.976562 Penalty: 2232.767334 Iteration 6Q: 3 clusters Score -87578.98 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -87598.046875 Penalty: 2232.767334 Iteration 7Q: 3 clusters Score -87598.05 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -87606.648438 Penalty: 2232.767334 Iteration 8Q: 3 clusters Score -87606.65 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -87611.609375 Penalty: 2232.767334 Iteration 9Q: 3 clusters Score -87611.61 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -87616.664062 Penalty: 2232.767334 Iteration 10Q: 3 clusters Score -87616.66 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -87621.015625 Penalty: 2232.767334 Iteration 11Q: 3 clusters Score -87621.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -87622.617188 Penalty: 2232.767334 Iteration 12Q: 3 clusters Score -87622.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -87623.351562 Penalty: 2232.767334 Iteration 13Q: 3 clusters Score -87623.35 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -87623.351562 Penalty: 2232.767334 Iteration 14F: 3 clusters Score -87623.35 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (2375 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Entering Unmasked Estep Score: -207208.734375 Penalty: 1263.072266 Iteration 0F: 2 clusters Score -207208.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -204876.546875 Penalty: 2526.144531 Iteration 0F: 3 clusters Score -204876.5 nChanged 859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -205381.812500 Penalty: 2526.144531 Iteration 1F: 3 clusters Score -205381.8 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -205511.437500 Penalty: 2526.144531 Iteration 2F: 3 clusters Score -205511.4 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -205636.953125 Penalty: 2526.144531 Iteration 3F: 3 clusters Score -205637 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -205778.109375 Penalty: 2526.144531 Iteration 4Q: 3 clusters Score -205778.1 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -205919.968750 Penalty: 2526.144531 Iteration 5Q: 3 clusters Score -205920 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -206065.078125 Penalty: 2526.144531 Iteration 6Q: 3 clusters Score -206065.1 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -206208.312500 Penalty: 2526.144531 Iteration 7Q: 3 clusters Score -206208.3 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -206317.343750 Penalty: 2526.144531 Iteration 8F: 3 clusters Score -206317.3 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -206402.093750 Penalty: 2526.144531 Iteration 9Q: 3 clusters Score -206402.1 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -206484.578125 Penalty: 2526.144531 Iteration 10Q: 3 clusters Score -206484.6 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -206573.109375 Penalty: 2526.144531 Iteration 11Q: 3 clusters Score -206573.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -206635.343750 Penalty: 2526.144531 Iteration 12Q: 3 clusters Score -206635.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -206681.828125 Penalty: 2526.144531 Iteration 13Q: 3 clusters Score -206681.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -206704.359375 Penalty: 2526.144531 Iteration 14Q: 3 clusters Score -206704.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -206721.796875 Penalty: 2526.144531 Iteration 15Q: 3 clusters Score -206721.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -206736.796875 Penalty: 2526.144531 Iteration 16Q: 3 clusters Score -206736.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -206743.718750 Penalty: 2526.144531 Iteration 17Q: 3 clusters Score -206743.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -206748.031250 Penalty: 2526.144531 Iteration 18Q: 3 clusters Score -206748 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -206750.968750 Penalty: 2526.144531 Iteration 19Q: 3 clusters Score -206751 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -206753.890625 Penalty: 2526.144531 Iteration 20F: 3 clusters Score -206753.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -206756.765625 Penalty: 2526.144531 Iteration 21Q: 3 clusters Score -206756.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -206760.437500 Penalty: 2526.144531 Iteration 22Q: 3 clusters Score -206760.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -206762.515625 Penalty: 2526.144531 Iteration 23Q: 3 clusters Score -206762.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -206767.390625 Penalty: 2526.144531 Iteration 24Q: 3 clusters Score -206767.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -206772.046875 Penalty: 2526.144531 Iteration 25Q: 3 clusters Score -206772 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -206774.468750 Penalty: 2526.144531 Iteration 26Q: 3 clusters Score -206774.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -206775.078125 Penalty: 2526.144531 Iteration 27Q: 3 clusters Score -206775.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -206775.078125 Penalty: 2526.144531 Iteration 28F: 3 clusters Score -206775.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (708 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Entering Unmasked Estep Score: -63097.984375 Penalty: 1066.397217 Iteration 0F: 2 clusters Score -63097.98 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -61932.878906 Penalty: 2132.794434 Iteration 0F: 3 clusters Score -61932.88 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -62246.296875 Penalty: 2132.794434 Iteration 1F: 3 clusters Score -62246.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -62328.433594 Penalty: 2132.794434 Iteration 2F: 3 clusters Score -62328.43 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -62383.835938 Penalty: 2132.794434 Iteration 3Q: 3 clusters Score -62383.84 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -62425.042969 Penalty: 2132.794434 Iteration 4Q: 3 clusters Score -62425.04 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -62445.765625 Penalty: 2132.794434 Iteration 5Q: 3 clusters Score -62445.77 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -62477.394531 Penalty: 2132.794434 Iteration 6Q: 3 clusters Score -62477.39 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -62509.968750 Penalty: 2132.794434 Iteration 7Q: 3 clusters Score -62509.97 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -62542.664062 Penalty: 2132.794434 Iteration 8Q: 3 clusters Score -62542.66 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -62557.519531 Penalty: 2132.794434 Iteration 9Q: 3 clusters Score -62557.52 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -62576.203125 Penalty: 2132.794434 Iteration 10Q: 3 clusters Score -62576.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -62597.519531 Penalty: 2132.794434 Iteration 11Q: 3 clusters Score -62597.52 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -62623.277344 Penalty: 2132.794434 Iteration 12Q: 3 clusters Score -62623.28 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -62642.808594 Penalty: 2132.794434 Iteration 13Q: 3 clusters Score -62642.81 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -62645.394531 Penalty: 2132.794434 Iteration 14Q: 3 clusters Score -62645.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -62646.437500 Penalty: 2132.794434 Iteration 15Q: 3 clusters Score -62646.44 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -62649.285156 Penalty: 2132.794434 Iteration 16Q: 3 clusters Score -62649.29 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -62651.910156 Penalty: 2132.794434 Iteration 17Q: 3 clusters Score -62651.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -62652.679688 Penalty: 2132.794434 Iteration 18Q: 3 clusters Score -62652.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -62654.367188 Penalty: 2132.794434 Iteration 19Q: 3 clusters Score -62654.37 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -62654.367188 Penalty: 2132.794434 Iteration 20F: 3 clusters Score -62654.37 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (439 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Entering Unmasked Estep Score: -37792.191406 Penalty: 988.731140 Iteration 0F: 2 clusters Score -37792.19 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -36826.628906 Penalty: 1977.462280 Iteration 0F: 3 clusters Score -36826.63 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -37019.570312 Penalty: 1977.462280 Iteration 1F: 3 clusters Score -37019.57 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -37064.359375 Penalty: 1977.462280 Iteration 2F: 3 clusters Score -37064.36 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -37072.277344 Penalty: 1977.462280 Iteration 3Q: 3 clusters Score -37072.28 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -37082.230469 Penalty: 1977.462280 Iteration 4Q: 3 clusters Score -37082.23 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -37105.714844 Penalty: 1977.462280 Iteration 5Q: 3 clusters Score -37105.71 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -37119.718750 Penalty: 1977.462280 Iteration 6Q: 3 clusters Score -37119.72 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -37126.578125 Penalty: 1977.462280 Iteration 7Q: 3 clusters Score -37126.58 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -37132.691406 Penalty: 1977.462280 Iteration 8Q: 3 clusters Score -37132.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -37133.886719 Penalty: 1977.462280 Iteration 9Q: 3 clusters Score -37133.89 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -37133.886719 Penalty: 1977.462280 Iteration 10F: 3 clusters Score -37133.89 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (3472 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3472 members Entering Unmasked Estep Score: -323929.656250 Penalty: 1324.778931 Iteration 0F: 2 clusters Score -323929.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -320970.093750 Penalty: 2649.557861 Iteration 0F: 3 clusters Score -320970.1 nChanged 1333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -321908.250000 Penalty: 2649.557861 Iteration 1F: 3 clusters Score -321908.2 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -322313.718750 Penalty: 2649.557861 Iteration 2F: 3 clusters Score -322313.7 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -322698.156250 Penalty: 2649.557861 Iteration 3F: 3 clusters Score -322698.2 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -322997.718750 Penalty: 2649.557861 Iteration 4F: 3 clusters Score -322997.7 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 2079 members Entering Unmasked Estep Score: -323201.093750 Penalty: 2649.557861 Iteration 5F: 3 clusters Score -323201.1 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -323310.343750 Penalty: 2649.557861 Iteration 6Q: 3 clusters Score -323310.3 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 2136 members Entering Unmasked Estep Score: -323374.125000 Penalty: 2649.557861 Iteration 7Q: 3 clusters Score -323374.1 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -323420.687500 Penalty: 2649.557861 Iteration 8Q: 3 clusters Score -323420.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -323458.718750 Penalty: 2649.557861 Iteration 9Q: 3 clusters Score -323458.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -323479.187500 Penalty: 2649.557861 Iteration 10Q: 3 clusters Score -323479.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 2157 members Entering Unmasked Estep Score: -323491.343750 Penalty: 2649.557861 Iteration 11Q: 3 clusters Score -323491.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -323502.093750 Penalty: 2649.557861 Iteration 12Q: 3 clusters Score -323502.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -323514.093750 Penalty: 2649.557861 Iteration 13Q: 3 clusters Score -323514.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -323523.687500 Penalty: 2649.557861 Iteration 14Q: 3 clusters Score -323523.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -323531.468750 Penalty: 2649.557861 Iteration 15Q: 3 clusters Score -323531.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -323537.062500 Penalty: 2649.557861 Iteration 16Q: 3 clusters Score -323537.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 2092 members Entering Unmasked Estep Score: -323540.062500 Penalty: 2649.557861 Iteration 17Q: 3 clusters Score -323540.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -323542.375000 Penalty: 2649.557861 Iteration 18Q: 3 clusters Score -323542.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -323544.093750 Penalty: 2649.557861 Iteration 19Q: 3 clusters Score -323544.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -323546.125000 Penalty: 2649.557861 Iteration 20F: 3 clusters Score -323546.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -323546.312500 Penalty: 2649.557861 Iteration 21Q: 3 clusters Score -323546.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -323546.468750 Penalty: 2649.557861 Iteration 22Q: 3 clusters Score -323546.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -323548.468750 Penalty: 2649.557861 Iteration 23Q: 3 clusters Score -323548.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -323550.187500 Penalty: 2649.557861 Iteration 24Q: 3 clusters Score -323550.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -323552.906250 Penalty: 2649.557861 Iteration 25Q: 3 clusters Score -323552.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -323553.687500 Penalty: 2649.557861 Iteration 26Q: 3 clusters Score -323553.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -323554.093750 Penalty: 2649.557861 Iteration 27Q: 3 clusters Score -323554.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -323554.218750 Penalty: 2649.557861 Iteration 28Q: 3 clusters Score -323554.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -323554.218750 Penalty: 2649.557861 Iteration 29F: 3 clusters Score -323554.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (2956 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2956 members Entering Unmasked Estep Score: -260345.953125 Penalty: 1298.633789 Iteration 0F: 2 clusters Score -260346 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -257682.500000 Penalty: 2597.267578 Iteration 0F: 3 clusters Score -257682.5 nChanged 1090 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -258310.562500 Penalty: 2597.267578 Iteration 1F: 3 clusters Score -258310.6 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -258439.000000 Penalty: 2597.267578 Iteration 2F: 3 clusters Score -258439 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -258525.078125 Penalty: 2597.267578 Iteration 3Q: 3 clusters Score -258525.1 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -258597.375000 Penalty: 2597.267578 Iteration 4Q: 3 clusters Score -258597.4 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -258660.984375 Penalty: 2597.267578 Iteration 5Q: 3 clusters Score -258661 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -258724.062500 Penalty: 2597.267578 Iteration 6Q: 3 clusters Score -258724.1 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -258783.687500 Penalty: 2597.267578 Iteration 7Q: 3 clusters Score -258783.7 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -258854.343750 Penalty: 2597.267578 Iteration 8Q: 3 clusters Score -258854.3 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -258923.875000 Penalty: 2597.267578 Iteration 9Q: 3 clusters Score -258923.9 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -258999.062500 Penalty: 2597.267578 Iteration 10Q: 3 clusters Score -258999.1 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -259091.703125 Penalty: 2597.267578 Iteration 11Q: 3 clusters Score -259091.7 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -259163.578125 Penalty: 2597.267578 Iteration 12Q: 3 clusters Score -259163.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -259221.625000 Penalty: 2597.267578 Iteration 13Q: 3 clusters Score -259221.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -259271.046875 Penalty: 2597.267578 Iteration 14Q: 3 clusters Score -259271 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -259307.250000 Penalty: 2597.267578 Iteration 15Q: 3 clusters Score -259307.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -259341.390625 Penalty: 2597.267578 Iteration 16Q: 3 clusters Score -259341.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -259370.015625 Penalty: 2597.267578 Iteration 17Q: 3 clusters Score -259370 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -259384.265625 Penalty: 2597.267578 Iteration 18Q: 3 clusters Score -259384.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -259394.015625 Penalty: 2597.267578 Iteration 19Q: 3 clusters Score -259394 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -259403.015625 Penalty: 2597.267578 Iteration 20F: 3 clusters Score -259403 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -259411.890625 Penalty: 2597.267578 Iteration 21Q: 3 clusters Score -259411.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -259418.046875 Penalty: 2597.267578 Iteration 22Q: 3 clusters Score -259418 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -259420.078125 Penalty: 2597.267578 Iteration 23Q: 3 clusters Score -259420.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -259422.625000 Penalty: 2597.267578 Iteration 24Q: 3 clusters Score -259422.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -259423.875000 Penalty: 2597.267578 Iteration 25Q: 3 clusters Score -259423.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -259424.781250 Penalty: 2597.267578 Iteration 26Q: 3 clusters Score -259424.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -259425.593750 Penalty: 2597.267578 Iteration 27Q: 3 clusters Score -259425.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -259427.078125 Penalty: 2597.267578 Iteration 28Q: 3 clusters Score -259427.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2057 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -259427.406250 Penalty: 2597.267578 Iteration 29Q: 3 clusters Score -259427.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -259427.250000 Penalty: 2597.267578 Iteration 30Q: 3 clusters Score -259427.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -259427.250000 Penalty: 2597.267578 Iteration 31F: 3 clusters Score -259427.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90942 members Mstep: Class 2 contains 13045 members Mstep: Class 3 contains 143846 members Mstep: Class 4 contains 3071 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5053 members Mstep: Class 7 contains 734 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 34946 members Mstep: Class 10 contains 6396 members Mstep: Class 11 contains 258 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14197 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2236 members Mstep: Class 16 contains 9146 members Mstep: Class 17 contains 3250 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 963 members Mstep: Class 20 contains 2375 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3472 members Mstep: Class 24 contains 2956 members Entering Unmasked Estep ConsiderDeletion Score: -33086540.000000 Penalty: 49725.679688 Iteration 159Q: 25 clusters Score -3.308654e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90942 members Mstep: Class 2 contains 13045 members Mstep: Class 3 contains 143823 members Mstep: Class 4 contains 3072 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5053 members Mstep: Class 7 contains 734 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 34944 members Mstep: Class 10 contains 6394 members Mstep: Class 11 contains 258 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14197 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2236 members Mstep: Class 16 contains 9172 members Mstep: Class 17 contains 3250 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 963 members Mstep: Class 20 contains 2375 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3472 members Mstep: Class 24 contains 2956 members Entering Unmasked Estep ConsiderDeletion Score: -33086542.000000 Penalty: 49725.679688 Iteration 160F: 25 clusters Score -3.308654e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90942 members Mstep: Class 2 contains 13045 members Mstep: Class 3 contains 143790 members Mstep: Class 4 contains 3074 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5053 members Mstep: Class 7 contains 734 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 34947 members Mstep: Class 10 contains 6395 members Mstep: Class 11 contains 258 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14197 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2236 members Mstep: Class 16 contains 9197 members Mstep: Class 17 contains 3250 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 963 members Mstep: Class 20 contains 2375 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3473 members Mstep: Class 24 contains 2957 members Entering Unmasked Estep ConsiderDeletion Score: -33086530.000000 Penalty: 49725.679688 Iteration 161Q: 25 clusters Score -3.308653e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90942 members Mstep: Class 2 contains 13045 members Mstep: Class 3 contains 143768 members Mstep: Class 4 contains 3073 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5053 members Mstep: Class 7 contains 734 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 34941 members Mstep: Class 10 contains 6395 members Mstep: Class 11 contains 258 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14196 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2236 members Mstep: Class 16 contains 9224 members Mstep: Class 17 contains 3251 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 963 members Mstep: Class 20 contains 2375 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3473 members Mstep: Class 24 contains 2959 members Entering Unmasked Estep ConsiderDeletion Score: -33086578.000000 Penalty: 49725.679688 Iteration 162Q: 25 clusters Score -3.308658e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90942 members Mstep: Class 2 contains 13045 members Mstep: Class 3 contains 143747 members Mstep: Class 4 contains 3072 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5053 members Mstep: Class 7 contains 734 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 34940 members Mstep: Class 10 contains 6399 members Mstep: Class 11 contains 258 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14196 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2236 members Mstep: Class 16 contains 9242 members Mstep: Class 17 contains 3250 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 963 members Mstep: Class 20 contains 2375 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3473 members Mstep: Class 24 contains 2961 members Entering Unmasked Estep ConsiderDeletion Score: -33086574.000000 Penalty: 49725.679688 Iteration 163Q: 25 clusters Score -3.308657e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90942 members Mstep: Class 2 contains 13045 members Mstep: Class 3 contains 143727 members Mstep: Class 4 contains 3070 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5053 members Mstep: Class 7 contains 734 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 34945 members Mstep: Class 10 contains 6401 members Mstep: Class 11 contains 258 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14196 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2236 members Mstep: Class 16 contains 9257 members Mstep: Class 17 contains 3250 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 963 members Mstep: Class 20 contains 2375 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3473 members Mstep: Class 24 contains 2961 members Entering Unmasked Estep ConsiderDeletion Score: -33086570.000000 Penalty: 49725.679688 Iteration 164Q: 25 clusters Score -3.308657e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90942 members Mstep: Class 2 contains 13045 members Mstep: Class 3 contains 143710 members Mstep: Class 4 contains 3068 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5053 members Mstep: Class 7 contains 734 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 34949 members Mstep: Class 10 contains 6402 members Mstep: Class 11 contains 258 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14196 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2237 members Mstep: Class 16 contains 9270 members Mstep: Class 17 contains 3250 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 963 members Mstep: Class 20 contains 2375 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3473 members Mstep: Class 24 contains 2961 members Entering Unmasked Estep ConsiderDeletion Score: -33086590.000000 Penalty: 49725.679688 Iteration 165Q: 25 clusters Score -3.308659e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90942 members Mstep: Class 2 contains 13045 members Mstep: Class 3 contains 143692 members Mstep: Class 4 contains 3069 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5053 members Mstep: Class 7 contains 733 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 34955 members Mstep: Class 10 contains 6402 members Mstep: Class 11 contains 258 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14196 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2239 members Mstep: Class 16 contains 9280 members Mstep: Class 17 contains 3250 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 963 members Mstep: Class 20 contains 2375 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3473 members Mstep: Class 24 contains 2961 members Entering Unmasked Estep ConsiderDeletion Score: -33086606.000000 Penalty: 49725.679688 Iteration 166Q: 25 clusters Score -3.308661e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90942 members Mstep: Class 2 contains 13045 members Mstep: Class 3 contains 143678 members Mstep: Class 4 contains 3069 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5053 members Mstep: Class 7 contains 733 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 34950 members Mstep: Class 10 contains 6402 members Mstep: Class 11 contains 258 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14196 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2239 members Mstep: Class 16 contains 9297 members Mstep: Class 17 contains 3250 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 963 members Mstep: Class 20 contains 2376 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3473 members Mstep: Class 24 contains 2962 members Entering Unmasked Estep ConsiderDeletion Score: -33086600.000000 Penalty: 49725.679688 Iteration 167Q: 25 clusters Score -3.30866e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90942 members Mstep: Class 2 contains 13045 members Mstep: Class 3 contains 143656 members Mstep: Class 4 contains 3069 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5053 members Mstep: Class 7 contains 733 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 34959 members Mstep: Class 10 contains 6401 members Mstep: Class 11 contains 258 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14196 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2239 members Mstep: Class 16 contains 9311 members Mstep: Class 17 contains 3250 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 963 members Mstep: Class 20 contains 2376 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3473 members Mstep: Class 24 contains 2962 members Entering Unmasked Estep ConsiderDeletion Score: -33086576.000000 Penalty: 49725.679688 Iteration 168Q: 25 clusters Score -3.308658e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90942 members Mstep: Class 2 contains 13045 members Mstep: Class 3 contains 143643 members Mstep: Class 4 contains 3069 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5053 members Mstep: Class 7 contains 733 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 34965 members Mstep: Class 10 contains 6401 members Mstep: Class 11 contains 258 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14196 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2239 members Mstep: Class 16 contains 9316 members Mstep: Class 17 contains 3250 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 963 members Mstep: Class 20 contains 2376 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3473 members Mstep: Class 24 contains 2964 members Entering Unmasked Estep ConsiderDeletion Score: -33086606.000000 Penalty: 49725.679688 Iteration 169Q: 25 clusters Score -3.308661e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90942 members Mstep: Class 2 contains 13045 members Mstep: Class 3 contains 143636 members Mstep: Class 4 contains 3067 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5053 members Mstep: Class 7 contains 733 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 34964 members Mstep: Class 10 contains 6402 members Mstep: Class 11 contains 258 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14196 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2239 members Mstep: Class 16 contains 9323 members Mstep: Class 17 contains 3250 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 963 members Mstep: Class 20 contains 2376 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3473 members Mstep: Class 24 contains 2966 members Entering Unmasked Estep ConsiderDeletion Score: -33086610.000000 Penalty: 49725.679688 Iteration 170Q: 25 clusters Score -3.308661e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90942 members Mstep: Class 2 contains 13045 members Mstep: Class 3 contains 143627 members Mstep: Class 4 contains 3067 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5053 members Mstep: Class 7 contains 733 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 34969 members Mstep: Class 10 contains 6401 members Mstep: Class 11 contains 258 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14196 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2239 members Mstep: Class 16 contains 9327 members Mstep: Class 17 contains 3250 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 963 members Mstep: Class 20 contains 2376 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3473 members Mstep: Class 24 contains 2967 members Entering Unmasked Estep ConsiderDeletion Score: -33086606.000000 Penalty: 49725.679688 Iteration 171Q: 25 clusters Score -3.308661e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90942 members Mstep: Class 2 contains 13045 members Mstep: Class 3 contains 143620 members Mstep: Class 4 contains 3067 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5053 members Mstep: Class 7 contains 733 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 34972 members Mstep: Class 10 contains 6401 members Mstep: Class 11 contains 258 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14196 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2239 members Mstep: Class 16 contains 9330 members Mstep: Class 17 contains 3250 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 963 members Mstep: Class 20 contains 2376 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3473 members Mstep: Class 24 contains 2968 members Entering Unmasked Estep ConsiderDeletion Score: -33086596.000000 Penalty: 49725.679688 Iteration 172Q: 25 clusters Score -3.30866e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90942 members Mstep: Class 2 contains 13044 members Mstep: Class 3 contains 143617 members Mstep: Class 4 contains 3067 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5053 members Mstep: Class 7 contains 733 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 34971 members Mstep: Class 10 contains 6401 members Mstep: Class 11 contains 258 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14196 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2239 members Mstep: Class 16 contains 9332 members Mstep: Class 17 contains 3250 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 963 members Mstep: Class 20 contains 2376 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3473 members Mstep: Class 24 contains 2971 members Entering Unmasked Estep ConsiderDeletion Score: -33086584.000000 Penalty: 49725.679688 Iteration 173Q: 25 clusters Score -3.308658e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90942 members Mstep: Class 2 contains 13044 members Mstep: Class 3 contains 143613 members Mstep: Class 4 contains 3067 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5053 members Mstep: Class 7 contains 733 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 34970 members Mstep: Class 10 contains 6400 members Mstep: Class 11 contains 258 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14196 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2239 members Mstep: Class 16 contains 9335 members Mstep: Class 17 contains 3250 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 963 members Mstep: Class 20 contains 2376 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3473 members Mstep: Class 24 contains 2974 members Entering Unmasked Estep ConsiderDeletion Score: -33086602.000000 Penalty: 49725.679688 Iteration 174Q: 25 clusters Score -3.30866e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90943 members Mstep: Class 2 contains 13043 members Mstep: Class 3 contains 143605 members Mstep: Class 4 contains 3067 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5053 members Mstep: Class 7 contains 733 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 34976 members Mstep: Class 10 contains 6400 members Mstep: Class 11 contains 258 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14196 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2239 members Mstep: Class 16 contains 9334 members Mstep: Class 17 contains 3250 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 963 members Mstep: Class 20 contains 2376 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3473 members Mstep: Class 24 contains 2977 members Entering Unmasked Estep ConsiderDeletion Score: -33086582.000000 Penalty: 49725.679688 Iteration 175Q: 25 clusters Score -3.308658e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90943 members Mstep: Class 2 contains 13043 members Mstep: Class 3 contains 143603 members Mstep: Class 4 contains 3067 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5053 members Mstep: Class 7 contains 733 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 34976 members Mstep: Class 10 contains 6400 members Mstep: Class 11 contains 258 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14196 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2239 members Mstep: Class 16 contains 9333 members Mstep: Class 17 contains 3250 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 963 members Mstep: Class 20 contains 2376 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3473 members Mstep: Class 24 contains 2980 members Entering Unmasked Estep ConsiderDeletion Score: -33086578.000000 Penalty: 49725.679688 Iteration 176Q: 25 clusters Score -3.308658e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90943 members Mstep: Class 2 contains 13043 members Mstep: Class 3 contains 143600 members Mstep: Class 4 contains 3067 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5053 members Mstep: Class 7 contains 733 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 34976 members Mstep: Class 10 contains 6400 members Mstep: Class 11 contains 258 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14196 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2239 members Mstep: Class 16 contains 9334 members Mstep: Class 17 contains 3250 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 963 members Mstep: Class 20 contains 2376 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3473 members Mstep: Class 24 contains 2982 members Entering Unmasked Estep ConsiderDeletion Score: -33086564.000000 Penalty: 49725.679688 Iteration 177Q: 25 clusters Score -3.308656e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90943 members Mstep: Class 2 contains 13043 members Mstep: Class 3 contains 143595 members Mstep: Class 4 contains 3067 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5053 members Mstep: Class 7 contains 733 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 34980 members Mstep: Class 10 contains 6400 members Mstep: Class 11 contains 258 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14196 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2239 members Mstep: Class 16 contains 9332 members Mstep: Class 17 contains 3250 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 963 members Mstep: Class 20 contains 2376 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3473 members Mstep: Class 24 contains 2985 members Entering Unmasked Estep ConsiderDeletion Score: -33086570.000000 Penalty: 49725.679688 Iteration 178Q: 25 clusters Score -3.308657e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90943 members Mstep: Class 2 contains 13042 members Mstep: Class 3 contains 143592 members Mstep: Class 4 contains 3067 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5053 members Mstep: Class 7 contains 733 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 34983 members Mstep: Class 10 contains 6400 members Mstep: Class 11 contains 258 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14196 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2239 members Mstep: Class 16 contains 9330 members Mstep: Class 17 contains 3250 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 963 members Mstep: Class 20 contains 2376 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3473 members Mstep: Class 24 contains 2988 members Entering Unmasked Estep ConsiderDeletion Score: -33086570.000000 Penalty: 49725.679688 Iteration 179Q: 25 clusters Score -3.308657e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90943 members Mstep: Class 2 contains 13042 members Mstep: Class 3 contains 143590 members Mstep: Class 4 contains 3067 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5053 members Mstep: Class 7 contains 733 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 34984 members Mstep: Class 10 contains 6400 members Mstep: Class 11 contains 258 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14196 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2239 members Mstep: Class 16 contains 9330 members Mstep: Class 17 contains 3250 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 963 members Mstep: Class 20 contains 2376 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3473 members Mstep: Class 24 contains 2989 members Entering Unmasked Estep ConsiderDeletion Score: -33086588.000000 Penalty: 49725.679688 Iteration 180F: 25 clusters Score -3.308659e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90943 members Mstep: Class 2 contains 13042 members Mstep: Class 3 contains 143589 members Mstep: Class 4 contains 3067 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5053 members Mstep: Class 7 contains 733 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 34983 members Mstep: Class 10 contains 6400 members Mstep: Class 11 contains 258 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14196 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2239 members Mstep: Class 16 contains 9332 members Mstep: Class 17 contains 3250 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 963 members Mstep: Class 20 contains 2376 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3473 members Mstep: Class 24 contains 2989 members Entering Unmasked Estep ConsiderDeletion Score: -33086590.000000 Penalty: 49725.679688 Iteration 181Q: 25 clusters Score -3.308659e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90943 members Mstep: Class 2 contains 13042 members Mstep: Class 3 contains 143588 members Mstep: Class 4 contains 3067 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5053 members Mstep: Class 7 contains 733 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 34982 members Mstep: Class 10 contains 6400 members Mstep: Class 11 contains 258 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14196 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2239 members Mstep: Class 16 contains 9334 members Mstep: Class 17 contains 3250 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 963 members Mstep: Class 20 contains 2376 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3473 members Mstep: Class 24 contains 2989 members Entering Unmasked Estep ConsiderDeletion Score: -33086580.000000 Penalty: 49725.679688 Iteration 182Q: 25 clusters Score -3.308658e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90943 members Mstep: Class 2 contains 13042 members Mstep: Class 3 contains 143586 members Mstep: Class 4 contains 3067 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5053 members Mstep: Class 7 contains 733 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 34984 members Mstep: Class 10 contains 6400 members Mstep: Class 11 contains 258 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14196 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2239 members Mstep: Class 16 contains 9334 members Mstep: Class 17 contains 3250 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 963 members Mstep: Class 20 contains 2376 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3473 members Mstep: Class 24 contains 2989 members Entering Unmasked Estep ConsiderDeletion Score: -33086580.000000 Penalty: 49725.679688 Iteration 183Q: 25 clusters Score -3.308658e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90943 members Mstep: Class 2 contains 13042 members Mstep: Class 3 contains 143584 members Mstep: Class 4 contains 3067 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5053 members Mstep: Class 7 contains 733 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 34986 members Mstep: Class 10 contains 6400 members Mstep: Class 11 contains 258 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14196 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2239 members Mstep: Class 16 contains 9334 members Mstep: Class 17 contains 3250 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 963 members Mstep: Class 20 contains 2376 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3473 members Mstep: Class 24 contains 2989 members Entering Unmasked Estep ConsiderDeletion Score: -33086572.000000 Penalty: 49725.679688 Iteration 184Q: 25 clusters Score -3.308657e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90943 members Mstep: Class 2 contains 13042 members Mstep: Class 3 contains 143583 members Mstep: Class 4 contains 3067 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5053 members Mstep: Class 7 contains 733 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 34987 members Mstep: Class 10 contains 6400 members Mstep: Class 11 contains 258 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14196 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2239 members Mstep: Class 16 contains 9334 members Mstep: Class 17 contains 3250 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 963 members Mstep: Class 20 contains 2376 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3473 members Mstep: Class 24 contains 2989 members Entering Unmasked Estep ConsiderDeletion Score: -33086576.000000 Penalty: 49725.679688 Iteration 185Q: 25 clusters Score -3.308658e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90943 members Mstep: Class 2 contains 13042 members Mstep: Class 3 contains 143582 members Mstep: Class 4 contains 3067 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5053 members Mstep: Class 7 contains 733 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 34987 members Mstep: Class 10 contains 6400 members Mstep: Class 11 contains 258 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14196 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2239 members Mstep: Class 16 contains 9335 members Mstep: Class 17 contains 3250 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 963 members Mstep: Class 20 contains 2376 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3473 members Mstep: Class 24 contains 2989 members Entering Unmasked Estep ConsiderDeletion Score: -33086584.000000 Penalty: 49725.679688 Iteration 186Q: 25 clusters Score -3.308658e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90943 members Mstep: Class 2 contains 13042 members Mstep: Class 3 contains 143581 members Mstep: Class 4 contains 3066 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5053 members Mstep: Class 7 contains 733 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 34988 members Mstep: Class 10 contains 6400 members Mstep: Class 11 contains 258 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14196 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2239 members Mstep: Class 16 contains 9336 members Mstep: Class 17 contains 3250 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 963 members Mstep: Class 20 contains 2376 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3473 members Mstep: Class 24 contains 2989 members Entering Unmasked Estep ConsiderDeletion Score: -33086586.000000 Penalty: 49725.679688 Iteration 187Q: 25 clusters Score -3.308659e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90943 members Mstep: Class 2 contains 13042 members Mstep: Class 3 contains 143580 members Mstep: Class 4 contains 3066 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5053 members Mstep: Class 7 contains 733 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 34988 members Mstep: Class 10 contains 6400 members Mstep: Class 11 contains 258 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14196 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2239 members Mstep: Class 16 contains 9337 members Mstep: Class 17 contains 3250 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 963 members Mstep: Class 20 contains 2376 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3473 members Mstep: Class 24 contains 2989 members Entering Unmasked Estep ConsiderDeletion Score: -33086588.000000 Penalty: 49725.679688 Iteration 188Q: 25 clusters Score -3.308659e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90943 members Mstep: Class 2 contains 13042 members Mstep: Class 3 contains 143578 members Mstep: Class 4 contains 3066 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5053 members Mstep: Class 7 contains 733 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 34989 members Mstep: Class 10 contains 6400 members Mstep: Class 11 contains 258 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14196 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2239 members Mstep: Class 16 contains 9338 members Mstep: Class 17 contains 3250 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 963 members Mstep: Class 20 contains 2376 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3473 members Mstep: Class 24 contains 2989 members Entering Unmasked Estep ConsiderDeletion Score: -33086606.000000 Penalty: 49725.679688 Iteration 189Q: 25 clusters Score -3.308661e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90943 members Mstep: Class 2 contains 13042 members Mstep: Class 3 contains 143576 members Mstep: Class 4 contains 3066 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5053 members Mstep: Class 7 contains 733 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 34990 members Mstep: Class 10 contains 6400 members Mstep: Class 11 contains 258 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14196 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2239 members Mstep: Class 16 contains 9339 members Mstep: Class 17 contains 3250 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 963 members Mstep: Class 20 contains 2376 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3473 members Mstep: Class 24 contains 2989 members Entering Unmasked Estep ConsiderDeletion Score: -33086588.000000 Penalty: 49725.679688 Iteration 190Q: 25 clusters Score -3.308659e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90943 members Mstep: Class 2 contains 13042 members Mstep: Class 3 contains 143575 members Mstep: Class 4 contains 3066 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5053 members Mstep: Class 7 contains 733 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 34991 members Mstep: Class 10 contains 6399 members Mstep: Class 11 contains 258 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14196 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2239 members Mstep: Class 16 contains 9340 members Mstep: Class 17 contains 3250 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 963 members Mstep: Class 20 contains 2376 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3473 members Mstep: Class 24 contains 2989 members Entering Unmasked Estep ConsiderDeletion Score: -33086592.000000 Penalty: 49725.679688 Iteration 191Q: 25 clusters Score -3.308659e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90943 members Mstep: Class 2 contains 13042 members Mstep: Class 3 contains 143575 members Mstep: Class 4 contains 3066 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5053 members Mstep: Class 7 contains 733 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 34990 members Mstep: Class 10 contains 6399 members Mstep: Class 11 contains 258 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14196 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2239 members Mstep: Class 16 contains 9340 members Mstep: Class 17 contains 3250 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 963 members Mstep: Class 20 contains 2376 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3473 members Mstep: Class 24 contains 2990 members Entering Unmasked Estep ConsiderDeletion Score: -33086592.000000 Penalty: 49725.679688 Iteration 192Q: 25 clusters Score -3.308659e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90943 members Mstep: Class 2 contains 13042 members Mstep: Class 3 contains 143573 members Mstep: Class 4 contains 3066 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5053 members Mstep: Class 7 contains 733 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 34992 members Mstep: Class 10 contains 6399 members Mstep: Class 11 contains 258 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14196 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2239 members Mstep: Class 16 contains 9339 members Mstep: Class 17 contains 3250 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 963 members Mstep: Class 20 contains 2376 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3473 members Mstep: Class 24 contains 2991 members Entering Unmasked Estep ConsiderDeletion Score: -33086596.000000 Penalty: 49725.679688 Iteration 193Q: 25 clusters Score -3.30866e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90943 members Mstep: Class 2 contains 13042 members Mstep: Class 3 contains 143572 members Mstep: Class 4 contains 3066 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5053 members Mstep: Class 7 contains 733 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 34992 members Mstep: Class 10 contains 6399 members Mstep: Class 11 contains 258 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14196 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2239 members Mstep: Class 16 contains 9339 members Mstep: Class 17 contains 3250 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 963 members Mstep: Class 20 contains 2376 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3473 members Mstep: Class 24 contains 2992 members Entering Unmasked Estep ConsiderDeletion Score: -33086580.000000 Penalty: 49725.679688 Iteration 194Q: 25 clusters Score -3.308658e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90943 members Mstep: Class 2 contains 13042 members Mstep: Class 3 contains 143571 members Mstep: Class 4 contains 3066 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5053 members Mstep: Class 7 contains 733 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 34992 members Mstep: Class 10 contains 6399 members Mstep: Class 11 contains 258 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14196 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2239 members Mstep: Class 16 contains 9340 members Mstep: Class 17 contains 3250 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 963 members Mstep: Class 20 contains 2376 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3473 members Mstep: Class 24 contains 2992 members Entering Unmasked Estep ConsiderDeletion Score: -33086588.000000 Penalty: 49725.679688 Iteration 195Q: 25 clusters Score -3.308659e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90943 members Mstep: Class 2 contains 13042 members Mstep: Class 3 contains 143569 members Mstep: Class 4 contains 3066 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5053 members Mstep: Class 7 contains 733 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 34994 members Mstep: Class 10 contains 6399 members Mstep: Class 11 contains 258 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14196 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2239 members Mstep: Class 16 contains 9339 members Mstep: Class 17 contains 3250 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 963 members Mstep: Class 20 contains 2376 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3473 members Mstep: Class 24 contains 2993 members Entering Unmasked Estep ConsiderDeletion Score: -33086582.000000 Penalty: 49725.679688 Iteration 196Q: 25 clusters Score -3.308658e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90943 members Mstep: Class 2 contains 13042 members Mstep: Class 3 contains 143568 members Mstep: Class 4 contains 3066 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5053 members Mstep: Class 7 contains 733 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 34995 members Mstep: Class 10 contains 6399 members Mstep: Class 11 contains 258 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14196 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2239 members Mstep: Class 16 contains 9338 members Mstep: Class 17 contains 3250 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 963 members Mstep: Class 20 contains 2376 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3473 members Mstep: Class 24 contains 2994 members Entering Unmasked Estep ConsiderDeletion Score: -33086578.000000 Penalty: 49725.679688 Iteration 197Q: 25 clusters Score -3.308658e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90943 members Mstep: Class 2 contains 13042 members Mstep: Class 3 contains 143566 members Mstep: Class 4 contains 3066 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5053 members Mstep: Class 7 contains 733 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 34997 members Mstep: Class 10 contains 6399 members Mstep: Class 11 contains 258 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14196 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2239 members Mstep: Class 16 contains 9337 members Mstep: Class 17 contains 3250 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 963 members Mstep: Class 20 contains 2376 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3473 members Mstep: Class 24 contains 2995 members Entering Unmasked Estep ConsiderDeletion Score: -33086582.000000 Penalty: 49725.679688 Iteration 198Q: 25 clusters Score -3.308658e+07 nChanged 2 Entering ConstructFrom: Score: -33086582.000000 Penalty: 49725.679688 Entering ConstructFrom: Trying to split cluster 1 (90943 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90943 members Entering Unmasked Estep Score: -9080815.000000 Penalty: 1855.422974 Iteration 0F: 2 clusters Score -9080815 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45412 members Mstep: Class 2 contains 45531 members Entering Unmasked Estep Score: -9019852.000000 Penalty: 3710.845947 Iteration 0F: 3 clusters Score -9019852 nChanged 43505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45869 members Mstep: Class 2 contains 45074 members Entering Unmasked Estep Score: -9044916.000000 Penalty: 3710.845947 Iteration 1F: 3 clusters Score -9044916 nChanged 3104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46193 members Mstep: Class 2 contains 44750 members Entering Unmasked Estep Score: -9045677.000000 Penalty: 3710.845947 Iteration 2Q: 3 clusters Score -9045677 nChanged 3474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46801 members Mstep: Class 2 contains 44142 members Entering Unmasked Estep Score: -9046793.000000 Penalty: 3710.845947 Iteration 3Q: 3 clusters Score -9046793 nChanged 3793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47762 members Mstep: Class 2 contains 43181 members Entering Unmasked Estep Score: -9048036.000000 Penalty: 3710.845947 Iteration 4Q: 3 clusters Score -9048036 nChanged 4216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49138 members Mstep: Class 2 contains 41805 members Entering Unmasked Estep Score: -9049531.000000 Penalty: 3710.845947 Iteration 5Q: 3 clusters Score -9049531 nChanged 4479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50979 members Mstep: Class 2 contains 39964 members Entering Unmasked Estep Score: -9051367.000000 Penalty: 3710.845947 Iteration 6Q: 3 clusters Score -9051367 nChanged 4610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53163 members Mstep: Class 2 contains 37780 members Entering Unmasked Estep Score: -9053263.000000 Penalty: 3710.845947 Iteration 7F: 3 clusters Score -9053263 nChanged 4630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55671 members Mstep: Class 2 contains 35272 members Entering Unmasked Estep Score: -9055297.000000 Penalty: 3710.845947 Iteration 8F: 3 clusters Score -9055297 nChanged 4519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58516 members Mstep: Class 2 contains 32427 members Entering Unmasked Estep Score: -9057490.000000 Penalty: 3710.845947 Iteration 9Q: 3 clusters Score -9057490 nChanged 4441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61709 members Mstep: Class 2 contains 29234 members Entering Unmasked Estep Score: -9059853.000000 Penalty: 3710.845947 Iteration 10Q: 3 clusters Score -9059853 nChanged 4257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65130 members Mstep: Class 2 contains 25813 members Entering Unmasked Estep Score: -9062627.000000 Penalty: 3710.845947 Iteration 11Q: 3 clusters Score -9062627 nChanged 3905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68383 members Mstep: Class 2 contains 22560 members Entering Unmasked Estep Score: -9065796.000000 Penalty: 3710.845947 Iteration 12Q: 3 clusters Score -9065796 nChanged 3464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71165 members Mstep: Class 2 contains 19778 members Entering Unmasked Estep Score: -9068744.000000 Penalty: 3710.845947 Iteration 13Q: 3 clusters Score -9068744 nChanged 2894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73341 members Mstep: Class 2 contains 17602 members Entering Unmasked Estep Score: -9070836.000000 Penalty: 3710.845947 Iteration 14Q: 3 clusters Score -9070836 nChanged 2173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75046 members Mstep: Class 2 contains 15897 members Entering Unmasked Estep Score: -9072028.000000 Penalty: 3710.845947 Iteration 15Q: 3 clusters Score -9072028 nChanged 1632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76544 members Mstep: Class 2 contains 14399 members Entering Unmasked Estep Score: -9072820.000000 Penalty: 3710.845947 Iteration 16Q: 3 clusters Score -9072820 nChanged 1378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77910 members Mstep: Class 2 contains 13033 members Entering Unmasked Estep Score: -9073501.000000 Penalty: 3710.845947 Iteration 17Q: 3 clusters Score -9073501 nChanged 1244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79146 members Mstep: Class 2 contains 11797 members Entering Unmasked Estep Score: -9074109.000000 Penalty: 3710.845947 Iteration 18Q: 3 clusters Score -9074109 nChanged 1126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80270 members Mstep: Class 2 contains 10673 members Entering Unmasked Estep Score: -9074585.000000 Penalty: 3710.845947 Iteration 19Q: 3 clusters Score -9074585 nChanged 1051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81317 members Mstep: Class 2 contains 9626 members Entering Unmasked Estep Score: -9075030.000000 Penalty: 3710.845947 Iteration 20F: 3 clusters Score -9075030 nChanged 958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82271 members Mstep: Class 2 contains 8672 members Entering Unmasked Estep Score: -9075431.000000 Penalty: 3710.845947 Iteration 21Q: 3 clusters Score -9075431 nChanged 870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83141 members Mstep: Class 2 contains 7802 members Entering Unmasked Estep Score: -9075803.000000 Penalty: 3710.845947 Iteration 22Q: 3 clusters Score -9075803 nChanged 816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83957 members Mstep: Class 2 contains 6986 members Entering Unmasked Estep Score: -9076133.000000 Penalty: 3710.845947 Iteration 23Q: 3 clusters Score -9076133 nChanged 743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84700 members Mstep: Class 2 contains 6243 members Entering Unmasked Estep Score: -9076460.000000 Penalty: 3710.845947 Iteration 24Q: 3 clusters Score -9076460 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85364 members Mstep: Class 2 contains 5579 members Entering Unmasked Estep Score: -9076775.000000 Penalty: 3710.845947 Iteration 25Q: 3 clusters Score -9076775 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85998 members Mstep: Class 2 contains 4945 members Entering Unmasked Estep Score: -9077057.000000 Penalty: 3710.845947 Iteration 26Q: 3 clusters Score -9077057 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86561 members Mstep: Class 2 contains 4382 members Entering Unmasked Estep Score: -9077299.000000 Penalty: 3710.845947 Iteration 27Q: 3 clusters Score -9077299 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87109 members Mstep: Class 2 contains 3834 members Entering Unmasked Estep Score: -9077620.000000 Penalty: 3710.845947 Iteration 28Q: 3 clusters Score -9077620 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87614 members Mstep: Class 2 contains 3329 members Entering Unmasked Estep Score: -9077867.000000 Penalty: 3710.845947 Iteration 29Q: 3 clusters Score -9077867 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88054 members Mstep: Class 2 contains 2889 members Entering Unmasked Estep Score: -9078058.000000 Penalty: 3710.845947 Iteration 30Q: 3 clusters Score -9078058 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88447 members Mstep: Class 2 contains 2496 members Entering Unmasked Estep Score: -9078306.000000 Penalty: 3710.845947 Iteration 31Q: 3 clusters Score -9078306 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88767 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -9078478.000000 Penalty: 3710.845947 Iteration 32Q: 3 clusters Score -9078478 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89023 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -9078651.000000 Penalty: 3710.845947 Iteration 33Q: 3 clusters Score -9078651 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89247 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -9078792.000000 Penalty: 3710.845947 Iteration 34Q: 3 clusters Score -9078792 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89423 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -9078893.000000 Penalty: 3710.845947 Iteration 35Q: 3 clusters Score -9078893 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89575 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -9078986.000000 Penalty: 3710.845947 Iteration 36Q: 3 clusters Score -9078986 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89689 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -9079061.000000 Penalty: 3710.845947 Iteration 37Q: 3 clusters Score -9079061 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89782 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -9079093.000000 Penalty: 3710.845947 Iteration 38Q: 3 clusters Score -9079093 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89857 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -9079151.000000 Penalty: 3710.845947 Iteration 39Q: 3 clusters Score -9079151 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89924 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -9079185.000000 Penalty: 3710.845947 Iteration 40F: 3 clusters Score -9079185 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89963 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -9079229.000000 Penalty: 3710.845947 Iteration 41Q: 3 clusters Score -9079229 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90001 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -9079291.000000 Penalty: 3710.845947 Iteration 42Q: 3 clusters Score -9079291 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90038 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -9079320.000000 Penalty: 3710.845947 Iteration 43Q: 3 clusters Score -9079320 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90056 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -9079334.000000 Penalty: 3710.845947 Iteration 44Q: 3 clusters Score -9079334 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90078 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -9079361.000000 Penalty: 3710.845947 Iteration 45Q: 3 clusters Score -9079361 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90103 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -9079385.000000 Penalty: 3710.845947 Iteration 46Q: 3 clusters Score -9079385 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90121 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -9079384.000000 Penalty: 3710.845947 Iteration 47Q: 3 clusters Score -9079384 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90140 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -9079398.000000 Penalty: 3710.845947 Iteration 48Q: 3 clusters Score -9079398 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90149 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -9079403.000000 Penalty: 3710.845947 Iteration 49Q: 3 clusters Score -9079403 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90164 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -9079418.000000 Penalty: 3710.845947 Iteration 50Q: 3 clusters Score -9079418 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90174 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -9079431.000000 Penalty: 3710.845947 Iteration 51Q: 3 clusters Score -9079431 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90186 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -9079447.000000 Penalty: 3710.845947 Iteration 52Q: 3 clusters Score -9079447 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90197 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -9079463.000000 Penalty: 3710.845947 Iteration 53Q: 3 clusters Score -9079463 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90208 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -9079463.000000 Penalty: 3710.845947 Iteration 54Q: 3 clusters Score -9079463 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90219 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -9079470.000000 Penalty: 3710.845947 Iteration 55Q: 3 clusters Score -9079470 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90229 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -9079485.000000 Penalty: 3710.845947 Iteration 56Q: 3 clusters Score -9079485 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90237 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -9079486.000000 Penalty: 3710.845947 Iteration 57Q: 3 clusters Score -9079486 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90239 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -9079487.000000 Penalty: 3710.845947 Iteration 58Q: 3 clusters Score -9079487 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90244 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -9079496.000000 Penalty: 3710.845947 Iteration 59Q: 3 clusters Score -9079496 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90246 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -9079498.000000 Penalty: 3710.845947 Iteration 60F: 3 clusters Score -9079498 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90251 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -9079504.000000 Penalty: 3710.845947 Iteration 61Q: 3 clusters Score -9079504 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90250 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -9079492.000000 Penalty: 3710.845947 Iteration 62Q: 3 clusters Score -9079492 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90250 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -9079493.000000 Penalty: 3710.845947 Iteration 63Q: 3 clusters Score -9079493 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90250 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -9079495.000000 Penalty: 3710.845947 Iteration 64Q: 3 clusters Score -9079495 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90254 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -9079495.000000 Penalty: 3710.845947 Iteration 65Q: 3 clusters Score -9079495 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90257 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -9079505.000000 Penalty: 3710.845947 Iteration 66Q: 3 clusters Score -9079505 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90257 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -9079505.000000 Penalty: 3710.845947 Iteration 67F: 3 clusters Score -9079505 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (13042 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13042 members Entering Unmasked Estep Score: -1249195.000000 Penalty: 1539.838623 Iteration 0F: 2 clusters Score -1249195 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6589 members Mstep: Class 2 contains 6453 members Entering Unmasked Estep Score: -1239924.625000 Penalty: 3079.677246 Iteration 0F: 3 clusters Score -1239925 nChanged 5816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6855 members Mstep: Class 2 contains 6187 members Entering Unmasked Estep Score: -1243039.125000 Penalty: 3079.677246 Iteration 1F: 3 clusters Score -1243039 nChanged 725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6972 members Mstep: Class 2 contains 6070 members Entering Unmasked Estep Score: -1243330.000000 Penalty: 3079.677246 Iteration 2F: 3 clusters Score -1243330 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7157 members Mstep: Class 2 contains 5885 members Entering Unmasked Estep Score: -1243600.750000 Penalty: 3079.677246 Iteration 3Q: 3 clusters Score -1243601 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7400 members Mstep: Class 2 contains 5642 members Entering Unmasked Estep Score: -1243867.750000 Penalty: 3079.677246 Iteration 4Q: 3 clusters Score -1243868 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7728 members Mstep: Class 2 contains 5314 members Entering Unmasked Estep Score: -1244166.125000 Penalty: 3079.677246 Iteration 5Q: 3 clusters Score -1244166 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8147 members Mstep: Class 2 contains 4895 members Entering Unmasked Estep Score: -1244601.875000 Penalty: 3079.677246 Iteration 6Q: 3 clusters Score -1244602 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8578 members Mstep: Class 2 contains 4464 members Entering Unmasked Estep Score: -1245076.750000 Penalty: 3079.677246 Iteration 7Q: 3 clusters Score -1245077 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9012 members Mstep: Class 2 contains 4030 members Entering Unmasked Estep Score: -1245542.500000 Penalty: 3079.677246 Iteration 8Q: 3 clusters Score -1245542 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9415 members Mstep: Class 2 contains 3627 members Entering Unmasked Estep Score: -1245975.125000 Penalty: 3079.677246 Iteration 9Q: 3 clusters Score -1245975 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9785 members Mstep: Class 2 contains 3257 members Entering Unmasked Estep Score: -1246335.000000 Penalty: 3079.677246 Iteration 10Q: 3 clusters Score -1246335 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10117 members Mstep: Class 2 contains 2925 members Entering Unmasked Estep Score: -1246637.875000 Penalty: 3079.677246 Iteration 11Q: 3 clusters Score -1246638 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10435 members Mstep: Class 2 contains 2607 members Entering Unmasked Estep Score: -1246886.500000 Penalty: 3079.677246 Iteration 12Q: 3 clusters Score -1246886 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10708 members Mstep: Class 2 contains 2334 members Entering Unmasked Estep Score: -1247079.125000 Penalty: 3079.677246 Iteration 13Q: 3 clusters Score -1247079 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10945 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -1247234.750000 Penalty: 3079.677246 Iteration 14Q: 3 clusters Score -1247235 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11153 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -1247365.000000 Penalty: 3079.677246 Iteration 15Q: 3 clusters Score -1247365 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11344 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -1247483.000000 Penalty: 3079.677246 Iteration 16Q: 3 clusters Score -1247483 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11499 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -1247576.750000 Penalty: 3079.677246 Iteration 17Q: 3 clusters Score -1247577 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11641 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -1247649.875000 Penalty: 3079.677246 Iteration 18Q: 3 clusters Score -1247650 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11743 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -1247705.625000 Penalty: 3079.677246 Iteration 19Q: 3 clusters Score -1247706 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11831 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -1247747.875000 Penalty: 3079.677246 Iteration 20F: 3 clusters Score -1247748 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11903 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -1247777.250000 Penalty: 3079.677246 Iteration 21Q: 3 clusters Score -1247777 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11963 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -1247804.125000 Penalty: 3079.677246 Iteration 22Q: 3 clusters Score -1247804 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12011 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -1247827.750000 Penalty: 3079.677246 Iteration 23Q: 3 clusters Score -1247828 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12054 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -1247846.500000 Penalty: 3079.677246 Iteration 24Q: 3 clusters Score -1247846 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12086 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -1247862.250000 Penalty: 3079.677246 Iteration 25Q: 3 clusters Score -1247862 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12119 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -1247880.625000 Penalty: 3079.677246 Iteration 26Q: 3 clusters Score -1247881 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12144 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -1247891.000000 Penalty: 3079.677246 Iteration 27Q: 3 clusters Score -1247891 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12164 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -1247902.375000 Penalty: 3079.677246 Iteration 28Q: 3 clusters Score -1247902 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12172 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -1247905.875000 Penalty: 3079.677246 Iteration 29Q: 3 clusters Score -1247906 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12176 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -1247908.125000 Penalty: 3079.677246 Iteration 30Q: 3 clusters Score -1247908 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12178 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -1247909.875000 Penalty: 3079.677246 Iteration 31Q: 3 clusters Score -1247910 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12180 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -1247912.000000 Penalty: 3079.677246 Iteration 32Q: 3 clusters Score -1247912 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12186 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -1247912.875000 Penalty: 3079.677246 Iteration 33Q: 3 clusters Score -1247913 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12194 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -1247915.875000 Penalty: 3079.677246 Iteration 34Q: 3 clusters Score -1247916 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12198 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -1247915.625000 Penalty: 3079.677246 Iteration 35Q: 3 clusters Score -1247916 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12202 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -1247917.375000 Penalty: 3079.677246 Iteration 36Q: 3 clusters Score -1247917 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12205 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -1247917.000000 Penalty: 3079.677246 Iteration 37Q: 3 clusters Score -1247917 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12207 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -1247918.125000 Penalty: 3079.677246 Iteration 38Q: 3 clusters Score -1247918 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12208 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -1247918.125000 Penalty: 3079.677246 Iteration 39Q: 3 clusters Score -1247918 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12209 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -1247918.750000 Penalty: 3079.677246 Iteration 40F: 3 clusters Score -1247919 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12210 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -1247918.375000 Penalty: 3079.677246 Iteration 41Q: 3 clusters Score -1247918 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12211 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -1247917.875000 Penalty: 3079.677246 Iteration 42Q: 3 clusters Score -1247918 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12211 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -1247917.875000 Penalty: 3079.677246 Iteration 43F: 3 clusters Score -1247918 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (143566 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143566 members Entering Unmasked Estep Score: -14292427.000000 Penalty: 1929.614380 Iteration 0F: 2 clusters Score -1.429243e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72092 members Mstep: Class 2 contains 71474 members Entering Unmasked Estep Score: -14196549.000000 Penalty: 3859.228760 Iteration 0F: 3 clusters Score -1.419655e+07 nChanged 68945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79209 members Mstep: Class 2 contains 64357 members Entering Unmasked Estep Score: -14238151.000000 Penalty: 3859.228760 Iteration 1F: 3 clusters Score -1.423815e+07 nChanged 6061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83832 members Mstep: Class 2 contains 59734 members Entering Unmasked Estep Score: -14240368.000000 Penalty: 3859.228760 Iteration 2Q: 3 clusters Score -1.424037e+07 nChanged 7795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90809 members Mstep: Class 2 contains 52757 members Entering Unmasked Estep Score: -14244141.000000 Penalty: 3859.228760 Iteration 3F: 3 clusters Score -1.424414e+07 nChanged 10163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100574 members Mstep: Class 2 contains 42992 members Entering Unmasked Estep Score: -14250732.000000 Penalty: 3859.228760 Iteration 4F: 3 clusters Score -1.425073e+07 nChanged 12291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112751 members Mstep: Class 2 contains 30815 members Entering Unmasked Estep Score: -14260720.000000 Penalty: 3859.228760 Iteration 5F: 3 clusters Score -1.426072e+07 nChanged 12720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125449 members Mstep: Class 2 contains 18117 members Entering Unmasked Estep Score: -14273015.000000 Penalty: 3859.228760 Iteration 6F: 3 clusters Score -1.427302e+07 nChanged 10009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135456 members Mstep: Class 2 contains 8110 members Entering Unmasked Estep Score: -14283216.000000 Penalty: 3859.228760 Iteration 7F: 3 clusters Score -1.428322e+07 nChanged 5276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140728 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -14288307.000000 Penalty: 3859.228760 Iteration 8Q: 3 clusters Score -1.428831e+07 nChanged 1895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142623 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -14289910.000000 Penalty: 3859.228760 Iteration 9Q: 3 clusters Score -1.428991e+07 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143153 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -14290402.000000 Penalty: 3859.228760 Iteration 10Q: 3 clusters Score -1.42904e+07 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143299 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -14290583.000000 Penalty: 3859.228760 Iteration 11Q: 3 clusters Score -1.429058e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143341 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -14290660.000000 Penalty: 3859.228760 Iteration 12Q: 3 clusters Score -1.429066e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143349 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -14290697.000000 Penalty: 3859.228760 Iteration 13Q: 3 clusters Score -1.42907e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143353 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -14290732.000000 Penalty: 3859.228760 Iteration 14Q: 3 clusters Score -1.429073e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143360 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -14290761.000000 Penalty: 3859.228760 Iteration 15Q: 3 clusters Score -1.429076e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143360 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -14290762.000000 Penalty: 3859.228760 Iteration 16Q: 3 clusters Score -1.429076e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143361 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -14290767.000000 Penalty: 3859.228760 Iteration 17Q: 3 clusters Score -1.429077e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143363 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -14290775.000000 Penalty: 3859.228760 Iteration 18Q: 3 clusters Score -1.429078e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143365 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -14290776.000000 Penalty: 3859.228760 Iteration 19Q: 3 clusters Score -1.429078e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143364 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -14290786.000000 Penalty: 3859.228760 Iteration 20F: 3 clusters Score -1.429079e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143367 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -14290799.000000 Penalty: 3859.228760 Iteration 21Q: 3 clusters Score -1.42908e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143366 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -14290796.000000 Penalty: 3859.228760 Iteration 22Q: 3 clusters Score -1.42908e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143367 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -14290797.000000 Penalty: 3859.228760 Iteration 23Q: 3 clusters Score -1.42908e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143366 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -14290797.000000 Penalty: 3859.228760 Iteration 24Q: 3 clusters Score -1.42908e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143367 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -14290796.000000 Penalty: 3859.228760 Iteration 25Q: 3 clusters Score -1.42908e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143367 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -14290796.000000 Penalty: 3859.228760 Iteration 26F: 3 clusters Score -1.42908e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (3066 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3066 members Entering Unmasked Estep Score: -262664.500000 Penalty: 1304.570923 Iteration 0F: 2 clusters Score -262664.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -259933.406250 Penalty: 2609.141846 Iteration 0F: 3 clusters Score -259933.4 nChanged 1119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -260620.296875 Penalty: 2609.141846 Iteration 1F: 3 clusters Score -260620.3 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -260929.671875 Penalty: 2609.141846 Iteration 2F: 3 clusters Score -260929.7 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -261196.031250 Penalty: 2609.141846 Iteration 3F: 3 clusters Score -261196 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -261384.781250 Penalty: 2609.141846 Iteration 4F: 3 clusters Score -261384.8 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -261547.390625 Penalty: 2609.141846 Iteration 5F: 3 clusters Score -261547.4 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -261661.984375 Penalty: 2609.141846 Iteration 6Q: 3 clusters Score -261662 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -261782.250000 Penalty: 2609.141846 Iteration 7Q: 3 clusters Score -261782.2 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 2114 members Entering Unmasked Estep Score: -261891.859375 Penalty: 2609.141846 Iteration 8Q: 3 clusters Score -261891.9 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 2200 members Entering Unmasked Estep Score: -262001.968750 Penalty: 2609.141846 Iteration 9Q: 3 clusters Score -262002 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -262125.265625 Penalty: 2609.141846 Iteration 10Q: 3 clusters Score -262125.3 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -262219.500000 Penalty: 2609.141846 Iteration 11Q: 3 clusters Score -262219.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 2417 members Entering Unmasked Estep Score: -262292.343750 Penalty: 2609.141846 Iteration 12Q: 3 clusters Score -262292.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 2470 members Entering Unmasked Estep Score: -262346.250000 Penalty: 2609.141846 Iteration 13Q: 3 clusters Score -262346.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 2506 members Entering Unmasked Estep Score: -262384.687500 Penalty: 2609.141846 Iteration 14Q: 3 clusters Score -262384.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -262423.156250 Penalty: 2609.141846 Iteration 15Q: 3 clusters Score -262423.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 2568 members Entering Unmasked Estep Score: -262468.875000 Penalty: 2609.141846 Iteration 16Q: 3 clusters Score -262468.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 2589 members Entering Unmasked Estep Score: -262489.875000 Penalty: 2609.141846 Iteration 17Q: 3 clusters Score -262489.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 2613 members Entering Unmasked Estep Score: -262527.250000 Penalty: 2609.141846 Iteration 18Q: 3 clusters Score -262527.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 2633 members Entering Unmasked Estep Score: -262557.968750 Penalty: 2609.141846 Iteration 19Q: 3 clusters Score -262558 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 2645 members Entering Unmasked Estep Score: -262591.531250 Penalty: 2609.141846 Iteration 20F: 3 clusters Score -262591.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -262616.062500 Penalty: 2609.141846 Iteration 21Q: 3 clusters Score -262616.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 2665 members Entering Unmasked Estep Score: -262626.843750 Penalty: 2609.141846 Iteration 22Q: 3 clusters Score -262626.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 2670 members Entering Unmasked Estep Score: -262633.437500 Penalty: 2609.141846 Iteration 23Q: 3 clusters Score -262633.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 2672 members Entering Unmasked Estep Score: -262635.156250 Penalty: 2609.141846 Iteration 24Q: 3 clusters Score -262635.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 2672 members Entering Unmasked Estep Score: -262635.156250 Penalty: 2609.141846 Iteration 25F: 3 clusters Score -262635.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (2393 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Entering Unmasked Estep Score: -237282.328125 Penalty: 1264.299194 Iteration 0F: 2 clusters Score -237282.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -234947.031250 Penalty: 2528.598389 Iteration 0F: 3 clusters Score -234947 nChanged 865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -235426.156250 Penalty: 2528.598389 Iteration 1F: 3 clusters Score -235426.2 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -235545.843750 Penalty: 2528.598389 Iteration 2F: 3 clusters Score -235545.8 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -235627.234375 Penalty: 2528.598389 Iteration 3F: 3 clusters Score -235627.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -235691.078125 Penalty: 2528.598389 Iteration 4Q: 3 clusters Score -235691.1 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -235745.718750 Penalty: 2528.598389 Iteration 5Q: 3 clusters Score -235745.7 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -235797.062500 Penalty: 2528.598389 Iteration 6Q: 3 clusters Score -235797.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -235845.921875 Penalty: 2528.598389 Iteration 7Q: 3 clusters Score -235845.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -235894.031250 Penalty: 2528.598389 Iteration 8Q: 3 clusters Score -235894 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -235938.609375 Penalty: 2528.598389 Iteration 9Q: 3 clusters Score -235938.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -235976.343750 Penalty: 2528.598389 Iteration 10Q: 3 clusters Score -235976.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -236005.812500 Penalty: 2528.598389 Iteration 11Q: 3 clusters Score -236005.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -236032.265625 Penalty: 2528.598389 Iteration 12Q: 3 clusters Score -236032.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -236054.734375 Penalty: 2528.598389 Iteration 13Q: 3 clusters Score -236054.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -236081.921875 Penalty: 2528.598389 Iteration 14Q: 3 clusters Score -236081.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -236102.562500 Penalty: 2528.598389 Iteration 15Q: 3 clusters Score -236102.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -236114.828125 Penalty: 2528.598389 Iteration 16Q: 3 clusters Score -236114.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -236129.500000 Penalty: 2528.598389 Iteration 17Q: 3 clusters Score -236129.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -236145.125000 Penalty: 2528.598389 Iteration 18Q: 3 clusters Score -236145.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -236161.437500 Penalty: 2528.598389 Iteration 19Q: 3 clusters Score -236161.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -236181.109375 Penalty: 2528.598389 Iteration 20F: 3 clusters Score -236181.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1911 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -236201.734375 Penalty: 2528.598389 Iteration 21Q: 3 clusters Score -236201.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -236216.781250 Penalty: 2528.598389 Iteration 22Q: 3 clusters Score -236216.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -236232.171875 Penalty: 2528.598389 Iteration 23Q: 3 clusters Score -236232.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -236242.859375 Penalty: 2528.598389 Iteration 24Q: 3 clusters Score -236242.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -236251.531250 Penalty: 2528.598389 Iteration 25Q: 3 clusters Score -236251.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -236257.375000 Penalty: 2528.598389 Iteration 26Q: 3 clusters Score -236257.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -236259.234375 Penalty: 2528.598389 Iteration 27Q: 3 clusters Score -236259.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -236259.609375 Penalty: 2528.598389 Iteration 28Q: 3 clusters Score -236259.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -236260.296875 Penalty: 2528.598389 Iteration 29Q: 3 clusters Score -236260.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -236260.718750 Penalty: 2528.598389 Iteration 30Q: 3 clusters Score -236260.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -236261.625000 Penalty: 2528.598389 Iteration 31Q: 3 clusters Score -236261.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -236261.937500 Penalty: 2528.598389 Iteration 32Q: 3 clusters Score -236261.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -236261.937500 Penalty: 2528.598389 Iteration 33F: 3 clusters Score -236261.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (5053 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5053 members Entering Unmasked Estep Score: -472611.375000 Penalty: 1385.757324 Iteration 0F: 2 clusters Score -472611.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2487 members Mstep: Class 2 contains 2566 members Entering Unmasked Estep Score: -468600.875000 Penalty: 2771.514648 Iteration 0F: 3 clusters Score -468600.9 nChanged 2046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 2674 members Entering Unmasked Estep Score: -469753.593750 Penalty: 2771.514648 Iteration 1F: 3 clusters Score -469753.6 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 2793 members Entering Unmasked Estep Score: -470002.812500 Penalty: 2771.514648 Iteration 2F: 3 clusters Score -470002.8 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 2942 members Entering Unmasked Estep Score: -470222.593750 Penalty: 2771.514648 Iteration 3F: 3 clusters Score -470222.6 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 3111 members Entering Unmasked Estep Score: -470429.343750 Penalty: 2771.514648 Iteration 4F: 3 clusters Score -470429.3 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 3289 members Entering Unmasked Estep Score: -470617.468750 Penalty: 2771.514648 Iteration 5F: 3 clusters Score -470617.5 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 3435 members Entering Unmasked Estep Score: -470763.562500 Penalty: 2771.514648 Iteration 6Q: 3 clusters Score -470763.6 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 3563 members Entering Unmasked Estep Score: -470883.812500 Penalty: 2771.514648 Iteration 7Q: 3 clusters Score -470883.8 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 3680 members Entering Unmasked Estep Score: -470995.250000 Penalty: 2771.514648 Iteration 8Q: 3 clusters Score -470995.2 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 3781 members Entering Unmasked Estep Score: -471110.875000 Penalty: 2771.514648 Iteration 9Q: 3 clusters Score -471110.9 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 3886 members Entering Unmasked Estep Score: -471223.968750 Penalty: 2771.514648 Iteration 10Q: 3 clusters Score -471224 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 3967 members Entering Unmasked Estep Score: -471305.406250 Penalty: 2771.514648 Iteration 11Q: 3 clusters Score -471305.4 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 4031 members Entering Unmasked Estep Score: -471364.437500 Penalty: 2771.514648 Iteration 12Q: 3 clusters Score -471364.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 4078 members Entering Unmasked Estep Score: -471408.593750 Penalty: 2771.514648 Iteration 13Q: 3 clusters Score -471408.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 4114 members Entering Unmasked Estep Score: -471440.375000 Penalty: 2771.514648 Iteration 14Q: 3 clusters Score -471440.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 4142 members Entering Unmasked Estep Score: -471454.812500 Penalty: 2771.514648 Iteration 15Q: 3 clusters Score -471454.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 4169 members Entering Unmasked Estep Score: -471469.937500 Penalty: 2771.514648 Iteration 16Q: 3 clusters Score -471469.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 4196 members Entering Unmasked Estep Score: -471482.843750 Penalty: 2771.514648 Iteration 17Q: 3 clusters Score -471482.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 4220 members Entering Unmasked Estep Score: -471495.250000 Penalty: 2771.514648 Iteration 18Q: 3 clusters Score -471495.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 4237 members Entering Unmasked Estep Score: -471504.093750 Penalty: 2771.514648 Iteration 19Q: 3 clusters Score -471504.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 4247 members Entering Unmasked Estep Score: -471507.906250 Penalty: 2771.514648 Iteration 20F: 3 clusters Score -471507.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 4257 members Entering Unmasked Estep Score: -471516.875000 Penalty: 2771.514648 Iteration 21Q: 3 clusters Score -471516.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 4269 members Entering Unmasked Estep Score: -471522.593750 Penalty: 2771.514648 Iteration 22Q: 3 clusters Score -471522.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 4280 members Entering Unmasked Estep Score: -471530.906250 Penalty: 2771.514648 Iteration 23Q: 3 clusters Score -471530.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 4293 members Entering Unmasked Estep Score: -471540.375000 Penalty: 2771.514648 Iteration 24Q: 3 clusters Score -471540.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 4305 members Entering Unmasked Estep Score: -471548.000000 Penalty: 2771.514648 Iteration 25Q: 3 clusters Score -471548 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 4311 members Entering Unmasked Estep Score: -471552.125000 Penalty: 2771.514648 Iteration 26Q: 3 clusters Score -471552.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 4316 members Entering Unmasked Estep Score: -471554.968750 Penalty: 2771.514648 Iteration 27Q: 3 clusters Score -471555 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 4322 members Entering Unmasked Estep Score: -471557.437500 Penalty: 2771.514648 Iteration 28Q: 3 clusters Score -471557.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 4327 members Entering Unmasked Estep Score: -471561.687500 Penalty: 2771.514648 Iteration 29Q: 3 clusters Score -471561.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 4336 members Entering Unmasked Estep Score: -471570.437500 Penalty: 2771.514648 Iteration 30Q: 3 clusters Score -471570.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 4341 members Entering Unmasked Estep Score: -471576.656250 Penalty: 2771.514648 Iteration 31Q: 3 clusters Score -471576.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 4348 members Entering Unmasked Estep Score: -471581.343750 Penalty: 2771.514648 Iteration 32Q: 3 clusters Score -471581.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 4356 members Entering Unmasked Estep Score: -471586.593750 Penalty: 2771.514648 Iteration 33Q: 3 clusters Score -471586.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 4365 members Entering Unmasked Estep Score: -471593.468750 Penalty: 2771.514648 Iteration 34Q: 3 clusters Score -471593.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 4375 members Entering Unmasked Estep Score: -471602.250000 Penalty: 2771.514648 Iteration 35Q: 3 clusters Score -471602.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 4380 members Entering Unmasked Estep Score: -471605.718750 Penalty: 2771.514648 Iteration 36Q: 3 clusters Score -471605.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 4388 members Entering Unmasked Estep Score: -471611.125000 Penalty: 2771.514648 Iteration 37Q: 3 clusters Score -471611.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 4394 members Entering Unmasked Estep Score: -471613.312500 Penalty: 2771.514648 Iteration 38Q: 3 clusters Score -471613.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 4397 members Entering Unmasked Estep Score: -471615.281250 Penalty: 2771.514648 Iteration 39Q: 3 clusters Score -471615.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 4399 members Entering Unmasked Estep Score: -471616.312500 Penalty: 2771.514648 Iteration 40F: 3 clusters Score -471616.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 4401 members Entering Unmasked Estep Score: -471617.000000 Penalty: 2771.514648 Iteration 41Q: 3 clusters Score -471617 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 4402 members Entering Unmasked Estep Score: -471617.000000 Penalty: 2771.514648 Iteration 42Q: 3 clusters Score -471617 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 4405 members Entering Unmasked Estep Score: -471619.812500 Penalty: 2771.514648 Iteration 43Q: 3 clusters Score -471619.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 4408 members Entering Unmasked Estep Score: -471620.937500 Penalty: 2771.514648 Iteration 44Q: 3 clusters Score -471620.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 4410 members Entering Unmasked Estep Score: -471623.656250 Penalty: 2771.514648 Iteration 45Q: 3 clusters Score -471623.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 4415 members Entering Unmasked Estep Score: -471628.343750 Penalty: 2771.514648 Iteration 46Q: 3 clusters Score -471628.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 4421 members Entering Unmasked Estep Score: -471632.531250 Penalty: 2771.514648 Iteration 47Q: 3 clusters Score -471632.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 4427 members Entering Unmasked Estep Score: -471633.937500 Penalty: 2771.514648 Iteration 48Q: 3 clusters Score -471633.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 4430 members Entering Unmasked Estep Score: -471635.500000 Penalty: 2771.514648 Iteration 49Q: 3 clusters Score -471635.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 4432 members Entering Unmasked Estep Score: -471636.250000 Penalty: 2771.514648 Iteration 50Q: 3 clusters Score -471636.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 4433 members Entering Unmasked Estep Score: -471637.125000 Penalty: 2771.514648 Iteration 51Q: 3 clusters Score -471637.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 4433 members Entering Unmasked Estep Score: -471637.125000 Penalty: 2771.514648 Iteration 52F: 3 clusters Score -471637.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (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: -58559.242188 Penalty: 1072.036133 Iteration 0F: 2 clusters Score -58559.24 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -57411.113281 Penalty: 2144.072266 Iteration 0F: 3 clusters Score -57411.11 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -57770.281250 Penalty: 2144.072266 Iteration 1F: 3 clusters Score -57770.28 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -57921.589844 Penalty: 2144.072266 Iteration 2F: 3 clusters Score -57921.59 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -58011.394531 Penalty: 2144.072266 Iteration 3F: 3 clusters Score -58011.39 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -58087.339844 Penalty: 2144.072266 Iteration 4Q: 3 clusters Score -58087.34 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -58164.000000 Penalty: 2144.072266 Iteration 5Q: 3 clusters Score -58164 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -58197.996094 Penalty: 2144.072266 Iteration 6Q: 3 clusters Score -58198 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -58212.562500 Penalty: 2144.072266 Iteration 7Q: 3 clusters Score -58212.56 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -58222.085938 Penalty: 2144.072266 Iteration 8Q: 3 clusters Score -58222.09 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -58232.550781 Penalty: 2144.072266 Iteration 9Q: 3 clusters Score -58232.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -58235.886719 Penalty: 2144.072266 Iteration 10Q: 3 clusters Score -58235.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -58237.855469 Penalty: 2144.072266 Iteration 11Q: 3 clusters Score -58237.86 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -58241.023438 Penalty: 2144.072266 Iteration 12Q: 3 clusters Score -58241.02 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -58246.574219 Penalty: 2144.072266 Iteration 13Q: 3 clusters Score -58246.57 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -58247.351562 Penalty: 2144.072266 Iteration 14Q: 3 clusters Score -58247.35 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -58247.351562 Penalty: 2144.072266 Iteration 15F: 3 clusters Score -58247.35 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1416 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Entering Unmasked Estep Score: -133763.015625 Penalty: 1179.033569 Iteration 0F: 2 clusters Score -133763 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -132117.296875 Penalty: 2358.067139 Iteration 0F: 3 clusters Score -132117.3 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -132597.828125 Penalty: 2358.067139 Iteration 1F: 3 clusters Score -132597.8 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -132837.593750 Penalty: 2358.067139 Iteration 2F: 3 clusters Score -132837.6 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -133010.828125 Penalty: 2358.067139 Iteration 3F: 3 clusters Score -133010.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -133125.906250 Penalty: 2358.067139 Iteration 4F: 3 clusters Score -133125.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -133204.812500 Penalty: 2358.067139 Iteration 5Q: 3 clusters Score -133204.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -133265.109375 Penalty: 2358.067139 Iteration 6Q: 3 clusters Score -133265.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -133286.984375 Penalty: 2358.067139 Iteration 7Q: 3 clusters Score -133287 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -133293.578125 Penalty: 2358.067139 Iteration 8Q: 3 clusters Score -133293.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -133296.265625 Penalty: 2358.067139 Iteration 9Q: 3 clusters Score -133296.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -133296.500000 Penalty: 2358.067139 Iteration 10Q: 3 clusters Score -133296.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -133296.500000 Penalty: 2358.067139 Iteration 11F: 3 clusters Score -133296.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (34997 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34997 members Entering Unmasked Estep Score: -3358472.000000 Penalty: 1700.240356 Iteration 0F: 2 clusters Score -3358472 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17584 members Mstep: Class 2 contains 17413 members Entering Unmasked Estep Score: -3334973.750000 Penalty: 3400.480713 Iteration 0F: 3 clusters Score -3334974 nChanged 16211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18757 members Mstep: Class 2 contains 16240 members Entering Unmasked Estep Score: -3344426.000000 Penalty: 3400.480713 Iteration 1F: 3 clusters Score -3344426 nChanged 1870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19463 members Mstep: Class 2 contains 15534 members Entering Unmasked Estep Score: -3345264.750000 Penalty: 3400.480713 Iteration 2F: 3 clusters Score -3345265 nChanged 2054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20453 members Mstep: Class 2 contains 14544 members Entering Unmasked Estep Score: -3346454.500000 Penalty: 3400.480713 Iteration 3F: 3 clusters Score -3346454 nChanged 2308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21717 members Mstep: Class 2 contains 13280 members Entering Unmasked Estep Score: -3348048.500000 Penalty: 3400.480713 Iteration 4F: 3 clusters Score -3348048 nChanged 2321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23116 members Mstep: Class 2 contains 11881 members Entering Unmasked Estep Score: -3349890.500000 Penalty: 3400.480713 Iteration 5F: 3 clusters Score -3349890 nChanged 2102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24350 members Mstep: Class 2 contains 10647 members Entering Unmasked Estep Score: -3351540.000000 Penalty: 3400.480713 Iteration 6F: 3 clusters Score -3351540 nChanged 1725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25331 members Mstep: Class 2 contains 9666 members Entering Unmasked Estep Score: -3352719.000000 Penalty: 3400.480713 Iteration 7Q: 3 clusters Score -3352719 nChanged 1235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26102 members Mstep: Class 2 contains 8895 members Entering Unmasked Estep Score: -3353364.250000 Penalty: 3400.480713 Iteration 8Q: 3 clusters Score -3353364 nChanged 873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26791 members Mstep: Class 2 contains 8206 members Entering Unmasked Estep Score: -3353753.500000 Penalty: 3400.480713 Iteration 9Q: 3 clusters Score -3353754 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27416 members Mstep: Class 2 contains 7581 members Entering Unmasked Estep Score: -3354020.750000 Penalty: 3400.480713 Iteration 10Q: 3 clusters Score -3354021 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27986 members Mstep: Class 2 contains 7011 members Entering Unmasked Estep Score: -3354240.250000 Penalty: 3400.480713 Iteration 11Q: 3 clusters Score -3354240 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28535 members Mstep: Class 2 contains 6462 members Entering Unmasked Estep Score: -3354460.750000 Penalty: 3400.480713 Iteration 12Q: 3 clusters Score -3354461 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29089 members Mstep: Class 2 contains 5908 members Entering Unmasked Estep Score: -3354677.750000 Penalty: 3400.480713 Iteration 13Q: 3 clusters Score -3354678 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29637 members Mstep: Class 2 contains 5360 members Entering Unmasked Estep Score: -3354936.250000 Penalty: 3400.480713 Iteration 14Q: 3 clusters Score -3354936 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30155 members Mstep: Class 2 contains 4842 members Entering Unmasked Estep Score: -3355153.500000 Penalty: 3400.480713 Iteration 15Q: 3 clusters Score -3355154 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30648 members Mstep: Class 2 contains 4349 members Entering Unmasked Estep Score: -3355390.250000 Penalty: 3400.480713 Iteration 16Q: 3 clusters Score -3355390 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31121 members Mstep: Class 2 contains 3876 members Entering Unmasked Estep Score: -3355601.250000 Penalty: 3400.480713 Iteration 17Q: 3 clusters Score -3355601 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31521 members Mstep: Class 2 contains 3476 members Entering Unmasked Estep Score: -3355778.750000 Penalty: 3400.480713 Iteration 18Q: 3 clusters Score -3355779 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31875 members Mstep: Class 2 contains 3122 members Entering Unmasked Estep Score: -3355952.500000 Penalty: 3400.480713 Iteration 19Q: 3 clusters Score -3355952 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32208 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -3356104.250000 Penalty: 3400.480713 Iteration 20F: 3 clusters Score -3356104 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32510 members Mstep: Class 2 contains 2487 members Entering Unmasked Estep Score: -3356233.750000 Penalty: 3400.480713 Iteration 21Q: 3 clusters Score -3356234 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32798 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -3356354.750000 Penalty: 3400.480713 Iteration 22Q: 3 clusters Score -3356355 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33041 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -3356488.500000 Penalty: 3400.480713 Iteration 23Q: 3 clusters Score -3356488 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33262 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -3356584.750000 Penalty: 3400.480713 Iteration 24Q: 3 clusters Score -3356585 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33442 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -3356658.250000 Penalty: 3400.480713 Iteration 25Q: 3 clusters Score -3356658 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33606 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -3356747.250000 Penalty: 3400.480713 Iteration 26Q: 3 clusters Score -3356747 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33736 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -3356803.000000 Penalty: 3400.480713 Iteration 27Q: 3 clusters Score -3356803 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33830 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -3356840.750000 Penalty: 3400.480713 Iteration 28Q: 3 clusters Score -3356841 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33907 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -3356877.250000 Penalty: 3400.480713 Iteration 29Q: 3 clusters Score -3356877 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33966 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -3356894.250000 Penalty: 3400.480713 Iteration 30Q: 3 clusters Score -3356894 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34021 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -3356919.000000 Penalty: 3400.480713 Iteration 31Q: 3 clusters Score -3356919 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34068 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -3356938.250000 Penalty: 3400.480713 Iteration 32Q: 3 clusters Score -3356938 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34100 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -3356949.250000 Penalty: 3400.480713 Iteration 33Q: 3 clusters Score -3356949 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34139 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -3356970.250000 Penalty: 3400.480713 Iteration 34Q: 3 clusters Score -3356970 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34156 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -3356976.000000 Penalty: 3400.480713 Iteration 35Q: 3 clusters Score -3356976 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34182 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -3356990.500000 Penalty: 3400.480713 Iteration 36Q: 3 clusters Score -3356990 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34203 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -3357001.750000 Penalty: 3400.480713 Iteration 37Q: 3 clusters Score -3357002 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34227 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -3357006.250000 Penalty: 3400.480713 Iteration 38Q: 3 clusters Score -3357006 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34241 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -3357012.250000 Penalty: 3400.480713 Iteration 39Q: 3 clusters Score -3357012 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34250 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -3357024.250000 Penalty: 3400.480713 Iteration 40F: 3 clusters Score -3357024 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34264 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -3357024.750000 Penalty: 3400.480713 Iteration 41Q: 3 clusters Score -3357025 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34276 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -3357025.750000 Penalty: 3400.480713 Iteration 42Q: 3 clusters Score -3357026 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34286 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -3357035.000000 Penalty: 3400.480713 Iteration 43Q: 3 clusters Score -3357035 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34293 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -3357037.500000 Penalty: 3400.480713 Iteration 44Q: 3 clusters Score -3357038 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34305 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -3357039.000000 Penalty: 3400.480713 Iteration 45Q: 3 clusters Score -3357039 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34315 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -3357045.000000 Penalty: 3400.480713 Iteration 46Q: 3 clusters Score -3357045 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34324 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -3357047.500000 Penalty: 3400.480713 Iteration 47Q: 3 clusters Score -3357048 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34329 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -3357048.250000 Penalty: 3400.480713 Iteration 48Q: 3 clusters Score -3357048 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34336 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -3357058.250000 Penalty: 3400.480713 Iteration 49Q: 3 clusters Score -3357058 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34342 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -3357052.250000 Penalty: 3400.480713 Iteration 50Q: 3 clusters Score -3357052 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34348 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -3357054.250000 Penalty: 3400.480713 Iteration 51Q: 3 clusters Score -3357054 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34350 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -3357057.250000 Penalty: 3400.480713 Iteration 52Q: 3 clusters Score -3357057 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34353 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -3357059.250000 Penalty: 3400.480713 Iteration 53Q: 3 clusters Score -3357059 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34355 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -3357057.750000 Penalty: 3400.480713 Iteration 54Q: 3 clusters Score -3357058 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34355 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -3357057.750000 Penalty: 3400.480713 Iteration 55F: 3 clusters Score -3357058 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (6399 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6399 members Entering Unmasked Estep Score: -622881.062500 Penalty: 1424.133301 Iteration 0F: 2 clusters Score -622881.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3207 members Mstep: Class 2 contains 3192 members Entering Unmasked Estep Score: -618020.625000 Penalty: 2848.266602 Iteration 0F: 3 clusters Score -618020.6 nChanged 2658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3181 members Mstep: Class 2 contains 3218 members Entering Unmasked Estep Score: -619437.937500 Penalty: 2848.266602 Iteration 1F: 3 clusters Score -619437.9 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3158 members Mstep: Class 2 contains 3241 members Entering Unmasked Estep Score: -619627.375000 Penalty: 2848.266602 Iteration 2F: 3 clusters Score -619627.4 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3121 members Mstep: Class 2 contains 3278 members Entering Unmasked Estep Score: -619765.562500 Penalty: 2848.266602 Iteration 3Q: 3 clusters Score -619765.6 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3099 members Mstep: Class 2 contains 3300 members Entering Unmasked Estep Score: -619879.500000 Penalty: 2848.266602 Iteration 4Q: 3 clusters Score -619879.5 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3071 members Mstep: Class 2 contains 3328 members Entering Unmasked Estep Score: -619954.937500 Penalty: 2848.266602 Iteration 5Q: 3 clusters Score -619954.9 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3027 members Mstep: Class 2 contains 3372 members Entering Unmasked Estep Score: -620023.250000 Penalty: 2848.266602 Iteration 6Q: 3 clusters Score -620023.2 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2977 members Mstep: Class 2 contains 3422 members Entering Unmasked Estep Score: -620087.750000 Penalty: 2848.266602 Iteration 7Q: 3 clusters Score -620087.8 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2933 members Mstep: Class 2 contains 3466 members Entering Unmasked Estep Score: -620150.812500 Penalty: 2848.266602 Iteration 8Q: 3 clusters Score -620150.8 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Mstep: Class 2 contains 3523 members Entering Unmasked Estep Score: -620222.812500 Penalty: 2848.266602 Iteration 9Q: 3 clusters Score -620222.8 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Mstep: Class 2 contains 3600 members Entering Unmasked Estep Score: -620313.062500 Penalty: 2848.266602 Iteration 10Q: 3 clusters Score -620313.1 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2717 members Mstep: Class 2 contains 3682 members Entering Unmasked Estep Score: -620410.312500 Penalty: 2848.266602 Iteration 11Q: 3 clusters Score -620410.3 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2647 members Mstep: Class 2 contains 3752 members Entering Unmasked Estep Score: -620499.062500 Penalty: 2848.266602 Iteration 12Q: 3 clusters Score -620499.1 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2588 members Mstep: Class 2 contains 3811 members Entering Unmasked Estep Score: -620587.687500 Penalty: 2848.266602 Iteration 13Q: 3 clusters Score -620587.7 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2524 members Mstep: Class 2 contains 3875 members Entering Unmasked Estep Score: -620669.687500 Penalty: 2848.266602 Iteration 14Q: 3 clusters Score -620669.7 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2454 members Mstep: Class 2 contains 3945 members Entering Unmasked Estep Score: -620768.812500 Penalty: 2848.266602 Iteration 15Q: 3 clusters Score -620768.8 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 4024 members Entering Unmasked Estep Score: -620862.687500 Penalty: 2848.266602 Iteration 16Q: 3 clusters Score -620862.7 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 4104 members Entering Unmasked Estep Score: -620963.375000 Penalty: 2848.266602 Iteration 17Q: 3 clusters Score -620963.4 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 4180 members Entering Unmasked Estep Score: -621056.687500 Penalty: 2848.266602 Iteration 18Q: 3 clusters Score -621056.7 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 4264 members Entering Unmasked Estep Score: -621165.062500 Penalty: 2848.266602 Iteration 19Q: 3 clusters Score -621165.1 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 4328 members Entering Unmasked Estep Score: -621249.750000 Penalty: 2848.266602 Iteration 20F: 3 clusters Score -621249.8 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 4382 members Entering Unmasked Estep Score: -621325.625000 Penalty: 2848.266602 Iteration 21Q: 3 clusters Score -621325.6 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 4439 members Entering Unmasked Estep Score: -621384.625000 Penalty: 2848.266602 Iteration 22Q: 3 clusters Score -621384.6 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 4486 members Entering Unmasked Estep Score: -621425.812500 Penalty: 2848.266602 Iteration 23Q: 3 clusters Score -621425.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 4542 members Entering Unmasked Estep Score: -621456.750000 Penalty: 2848.266602 Iteration 24Q: 3 clusters Score -621456.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 4590 members Entering Unmasked Estep Score: -621479.750000 Penalty: 2848.266602 Iteration 25Q: 3 clusters Score -621479.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 4638 members Entering Unmasked Estep Score: -621502.500000 Penalty: 2848.266602 Iteration 26Q: 3 clusters Score -621502.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 4680 members Entering Unmasked Estep Score: -621521.000000 Penalty: 2848.266602 Iteration 27Q: 3 clusters Score -621521 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 4707 members Entering Unmasked Estep Score: -621534.750000 Penalty: 2848.266602 Iteration 28Q: 3 clusters Score -621534.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 4728 members Entering Unmasked Estep Score: -621543.375000 Penalty: 2848.266602 Iteration 29Q: 3 clusters Score -621543.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 4746 members Entering Unmasked Estep Score: -621552.437500 Penalty: 2848.266602 Iteration 30Q: 3 clusters Score -621552.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 4765 members Entering Unmasked Estep Score: -621558.375000 Penalty: 2848.266602 Iteration 31Q: 3 clusters Score -621558.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 4781 members Entering Unmasked Estep Score: -621566.312500 Penalty: 2848.266602 Iteration 32Q: 3 clusters Score -621566.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 4797 members Entering Unmasked Estep Score: -621574.125000 Penalty: 2848.266602 Iteration 33Q: 3 clusters Score -621574.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 4809 members Entering Unmasked Estep Score: -621580.500000 Penalty: 2848.266602 Iteration 34Q: 3 clusters Score -621580.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 4814 members Entering Unmasked Estep Score: -621587.437500 Penalty: 2848.266602 Iteration 35Q: 3 clusters Score -621587.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 4823 members Entering Unmasked Estep Score: -621592.250000 Penalty: 2848.266602 Iteration 36Q: 3 clusters Score -621592.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 4826 members Entering Unmasked Estep Score: -621595.250000 Penalty: 2848.266602 Iteration 37Q: 3 clusters Score -621595.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 4827 members Entering Unmasked Estep Score: -621596.437500 Penalty: 2848.266602 Iteration 38Q: 3 clusters Score -621596.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 4823 members Entering Unmasked Estep Score: -621598.687500 Penalty: 2848.266602 Iteration 39Q: 3 clusters Score -621598.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 4823 members Entering Unmasked Estep Score: -621600.687500 Penalty: 2848.266602 Iteration 40F: 3 clusters Score -621600.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 4827 members Entering Unmasked Estep Score: -621603.750000 Penalty: 2848.266602 Iteration 41Q: 3 clusters Score -621603.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 4831 members Entering Unmasked Estep Score: -621606.500000 Penalty: 2848.266602 Iteration 42Q: 3 clusters Score -621606.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 4831 members Entering Unmasked Estep Score: -621606.000000 Penalty: 2848.266602 Iteration 43Q: 3 clusters Score -621606 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 4830 members Entering Unmasked Estep Score: -621607.750000 Penalty: 2848.266602 Iteration 44Q: 3 clusters Score -621607.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 4833 members Entering Unmasked Estep Score: -621608.500000 Penalty: 2848.266602 Iteration 45Q: 3 clusters Score -621608.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 4834 members Entering Unmasked Estep Score: -621609.312500 Penalty: 2848.266602 Iteration 46Q: 3 clusters Score -621609.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 4834 members Entering Unmasked Estep Score: -621609.312500 Penalty: 2848.266602 Iteration 47F: 3 clusters Score -621609.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (258 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Entering Unmasked Estep Score: -18450.476562 Penalty: 902.355896 Iteration 0F: 2 clusters Score -18450.48 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -17646.339844 Penalty: 1804.711792 Iteration 0F: 3 clusters Score -17646.34 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -17765.656250 Penalty: 1804.711792 Iteration 1F: 3 clusters Score -17765.66 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -17787.365234 Penalty: 1804.711792 Iteration 2Q: 3 clusters Score -17787.37 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -17803.744141 Penalty: 1804.711792 Iteration 3Q: 3 clusters Score -17803.74 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -17811.062500 Penalty: 1804.711792 Iteration 4Q: 3 clusters Score -17811.06 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -17811.062500 Penalty: 1804.711792 Iteration 5F: 3 clusters Score -17811.06 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1125 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Entering Unmasked Estep Score: -102115.179688 Penalty: 1141.650024 Iteration 0F: 2 clusters Score -102115.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -100597.960938 Penalty: 2283.300049 Iteration 0F: 3 clusters Score -100598 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -100898.070312 Penalty: 2283.300049 Iteration 1F: 3 clusters Score -100898.1 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -101001.187500 Penalty: 2283.300049 Iteration 2F: 3 clusters Score -101001.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -101147.218750 Penalty: 2283.300049 Iteration 3F: 3 clusters Score -101147.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -101320.960938 Penalty: 2283.300049 Iteration 4F: 3 clusters Score -101321 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -101596.210938 Penalty: 2283.300049 Iteration 5F: 3 clusters Score -101596.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -101810.171875 Penalty: 2283.300049 Iteration 6F: 3 clusters Score -101810.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -101950.671875 Penalty: 2283.300049 Iteration 7Q: 3 clusters Score -101950.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -102002.921875 Penalty: 2283.300049 Iteration 8Q: 3 clusters Score -102002.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -102040.164062 Penalty: 2283.300049 Iteration 9Q: 3 clusters Score -102040.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -102053.632812 Penalty: 2283.300049 Iteration 10Q: 3 clusters Score -102053.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -102059.460938 Penalty: 2283.300049 Iteration 11Q: 3 clusters Score -102059.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -102068.414062 Penalty: 2283.300049 Iteration 12Q: 3 clusters Score -102068.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -102076.906250 Penalty: 2283.300049 Iteration 13Q: 3 clusters Score -102076.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -102082.007812 Penalty: 2283.300049 Iteration 14Q: 3 clusters Score -102082 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -102082.007812 Penalty: 2283.300049 Iteration 15F: 3 clusters Score -102082 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (14196 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14196 members Entering Unmasked Estep Score: -1325987.375000 Penalty: 1553.616333 Iteration 0F: 2 clusters Score -1325987 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7107 members Mstep: Class 2 contains 7089 members Entering Unmasked Estep Score: -1316064.750000 Penalty: 3107.232666 Iteration 0F: 3 clusters Score -1316065 nChanged 6365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7228 members Mstep: Class 2 contains 6968 members Entering Unmasked Estep Score: -1319649.125000 Penalty: 3107.232666 Iteration 1F: 3 clusters Score -1319649 nChanged 954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7336 members Mstep: Class 2 contains 6860 members Entering Unmasked Estep Score: -1320151.625000 Penalty: 3107.232666 Iteration 2F: 3 clusters Score -1320152 nChanged 917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7477 members Mstep: Class 2 contains 6719 members Entering Unmasked Estep Score: -1320705.500000 Penalty: 3107.232666 Iteration 3F: 3 clusters Score -1320706 nChanged 903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7556 members Mstep: Class 2 contains 6640 members Entering Unmasked Estep Score: -1321328.375000 Penalty: 3107.232666 Iteration 4F: 3 clusters Score -1321328 nChanged 906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7614 members Mstep: Class 2 contains 6582 members Entering Unmasked Estep Score: -1322006.000000 Penalty: 3107.232666 Iteration 5F: 3 clusters Score -1322006 nChanged 847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7713 members Mstep: Class 2 contains 6483 members Entering Unmasked Estep Score: -1322637.875000 Penalty: 3107.232666 Iteration 6F: 3 clusters Score -1322638 nChanged 772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7777 members Mstep: Class 2 contains 6419 members Entering Unmasked Estep Score: -1323111.625000 Penalty: 3107.232666 Iteration 7F: 3 clusters Score -1323112 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7778 members Mstep: Class 2 contains 6418 members Entering Unmasked Estep Score: -1323412.375000 Penalty: 3107.232666 Iteration 8Q: 3 clusters Score -1323412 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7833 members Mstep: Class 2 contains 6363 members Entering Unmasked Estep Score: -1323624.625000 Penalty: 3107.232666 Iteration 9Q: 3 clusters Score -1323625 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7911 members Mstep: Class 2 contains 6285 members Entering Unmasked Estep Score: -1323754.500000 Penalty: 3107.232666 Iteration 10Q: 3 clusters Score -1323754 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8015 members Mstep: Class 2 contains 6181 members Entering Unmasked Estep Score: -1323845.625000 Penalty: 3107.232666 Iteration 11Q: 3 clusters Score -1323846 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8130 members Mstep: Class 2 contains 6066 members Entering Unmasked Estep Score: -1323928.625000 Penalty: 3107.232666 Iteration 12Q: 3 clusters Score -1323929 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8270 members Mstep: Class 2 contains 5926 members Entering Unmasked Estep Score: -1324000.125000 Penalty: 3107.232666 Iteration 13Q: 3 clusters Score -1324000 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8406 members Mstep: Class 2 contains 5790 members Entering Unmasked Estep Score: -1324058.250000 Penalty: 3107.232666 Iteration 14Q: 3 clusters Score -1324058 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8527 members Mstep: Class 2 contains 5669 members Entering Unmasked Estep Score: -1324112.625000 Penalty: 3107.232666 Iteration 15Q: 3 clusters Score -1324113 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8658 members Mstep: Class 2 contains 5538 members Entering Unmasked Estep Score: -1324167.500000 Penalty: 3107.232666 Iteration 16Q: 3 clusters Score -1324168 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8796 members Mstep: Class 2 contains 5400 members Entering Unmasked Estep Score: -1324216.875000 Penalty: 3107.232666 Iteration 17Q: 3 clusters Score -1324217 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8935 members Mstep: Class 2 contains 5261 members Entering Unmasked Estep Score: -1324269.625000 Penalty: 3107.232666 Iteration 18Q: 3 clusters Score -1324270 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9066 members Mstep: Class 2 contains 5130 members Entering Unmasked Estep Score: -1324320.000000 Penalty: 3107.232666 Iteration 19Q: 3 clusters Score -1324320 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9211 members Mstep: Class 2 contains 4985 members Entering Unmasked Estep Score: -1324366.000000 Penalty: 3107.232666 Iteration 20F: 3 clusters Score -1324366 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9329 members Mstep: Class 2 contains 4867 members Entering Unmasked Estep Score: -1324408.375000 Penalty: 3107.232666 Iteration 21Q: 3 clusters Score -1324408 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9464 members Mstep: Class 2 contains 4732 members Entering Unmasked Estep Score: -1324452.125000 Penalty: 3107.232666 Iteration 22Q: 3 clusters Score -1324452 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9630 members Mstep: Class 2 contains 4566 members Entering Unmasked Estep Score: -1324501.750000 Penalty: 3107.232666 Iteration 23Q: 3 clusters Score -1324502 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9786 members Mstep: Class 2 contains 4410 members Entering Unmasked Estep Score: -1324551.750000 Penalty: 3107.232666 Iteration 24Q: 3 clusters Score -1324552 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9924 members Mstep: Class 2 contains 4272 members Entering Unmasked Estep Score: -1324595.375000 Penalty: 3107.232666 Iteration 25Q: 3 clusters Score -1324595 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10069 members Mstep: Class 2 contains 4127 members Entering Unmasked Estep Score: -1324649.875000 Penalty: 3107.232666 Iteration 26Q: 3 clusters Score -1324650 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10212 members Mstep: Class 2 contains 3984 members Entering Unmasked Estep Score: -1324703.375000 Penalty: 3107.232666 Iteration 27Q: 3 clusters Score -1324703 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10352 members Mstep: Class 2 contains 3844 members Entering Unmasked Estep Score: -1324760.500000 Penalty: 3107.232666 Iteration 28Q: 3 clusters Score -1324760 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10464 members Mstep: Class 2 contains 3732 members Entering Unmasked Estep Score: -1324791.250000 Penalty: 3107.232666 Iteration 29Q: 3 clusters Score -1324791 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10565 members Mstep: Class 2 contains 3631 members Entering Unmasked Estep Score: -1324826.375000 Penalty: 3107.232666 Iteration 30Q: 3 clusters Score -1324826 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10671 members Mstep: Class 2 contains 3525 members Entering Unmasked Estep Score: -1324859.250000 Penalty: 3107.232666 Iteration 31Q: 3 clusters Score -1324859 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10773 members Mstep: Class 2 contains 3423 members Entering Unmasked Estep Score: -1324899.000000 Penalty: 3107.232666 Iteration 32Q: 3 clusters Score -1324899 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10878 members Mstep: Class 2 contains 3318 members Entering Unmasked Estep Score: -1324939.750000 Penalty: 3107.232666 Iteration 33Q: 3 clusters Score -1324940 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10978 members Mstep: Class 2 contains 3218 members Entering Unmasked Estep Score: -1324980.000000 Penalty: 3107.232666 Iteration 34Q: 3 clusters Score -1324980 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11063 members Mstep: Class 2 contains 3133 members Entering Unmasked Estep Score: -1325005.250000 Penalty: 3107.232666 Iteration 35Q: 3 clusters Score -1325005 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11142 members Mstep: Class 2 contains 3054 members Entering Unmasked Estep Score: -1325030.625000 Penalty: 3107.232666 Iteration 36Q: 3 clusters Score -1325031 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11210 members Mstep: Class 2 contains 2986 members Entering Unmasked Estep Score: -1325045.375000 Penalty: 3107.232666 Iteration 37Q: 3 clusters Score -1325045 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11255 members Mstep: Class 2 contains 2941 members Entering Unmasked Estep Score: -1325057.875000 Penalty: 3107.232666 Iteration 38Q: 3 clusters Score -1325058 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11299 members Mstep: Class 2 contains 2897 members Entering Unmasked Estep Score: -1325067.375000 Penalty: 3107.232666 Iteration 39Q: 3 clusters Score -1325067 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11341 members Mstep: Class 2 contains 2855 members Entering Unmasked Estep Score: -1325075.375000 Penalty: 3107.232666 Iteration 40F: 3 clusters Score -1325075 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11368 members Mstep: Class 2 contains 2828 members Entering Unmasked Estep Score: -1325078.125000 Penalty: 3107.232666 Iteration 41Q: 3 clusters Score -1325078 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11397 members Mstep: Class 2 contains 2799 members Entering Unmasked Estep Score: -1325084.250000 Penalty: 3107.232666 Iteration 42Q: 3 clusters Score -1325084 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11420 members Mstep: Class 2 contains 2776 members Entering Unmasked Estep Score: -1325090.125000 Penalty: 3107.232666 Iteration 43Q: 3 clusters Score -1325090 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11440 members Mstep: Class 2 contains 2756 members Entering Unmasked Estep Score: -1325094.250000 Penalty: 3107.232666 Iteration 44Q: 3 clusters Score -1325094 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11462 members Mstep: Class 2 contains 2734 members Entering Unmasked Estep Score: -1325100.125000 Penalty: 3107.232666 Iteration 45Q: 3 clusters Score -1325100 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11475 members Mstep: Class 2 contains 2721 members Entering Unmasked Estep Score: -1325099.500000 Penalty: 3107.232666 Iteration 46Q: 3 clusters Score -1325100 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11490 members Mstep: Class 2 contains 2706 members Entering Unmasked Estep Score: -1325101.875000 Penalty: 3107.232666 Iteration 47Q: 3 clusters Score -1325102 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11500 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -1325104.750000 Penalty: 3107.232666 Iteration 48Q: 3 clusters Score -1325105 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11506 members Mstep: Class 2 contains 2690 members Entering Unmasked Estep Score: -1325105.625000 Penalty: 3107.232666 Iteration 49Q: 3 clusters Score -1325106 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11513 members Mstep: Class 2 contains 2683 members Entering Unmasked Estep Score: -1325105.625000 Penalty: 3107.232666 Iteration 50Q: 3 clusters Score -1325106 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11518 members Mstep: Class 2 contains 2678 members Entering Unmasked Estep Score: -1325104.750000 Penalty: 3107.232666 Iteration 51Q: 3 clusters Score -1325105 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11519 members Mstep: Class 2 contains 2677 members Entering Unmasked Estep Score: -1325106.875000 Penalty: 3107.232666 Iteration 52Q: 3 clusters Score -1325107 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11523 members Mstep: Class 2 contains 2673 members Entering Unmasked Estep Score: -1325107.125000 Penalty: 3107.232666 Iteration 53Q: 3 clusters Score -1325107 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11527 members Mstep: Class 2 contains 2669 members Entering Unmasked Estep Score: -1325110.000000 Penalty: 3107.232666 Iteration 54Q: 3 clusters Score -1325110 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11529 members Mstep: Class 2 contains 2667 members Entering Unmasked Estep Score: -1325111.250000 Penalty: 3107.232666 Iteration 55Q: 3 clusters Score -1325111 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11533 members Mstep: Class 2 contains 2663 members Entering Unmasked Estep Score: -1325111.375000 Penalty: 3107.232666 Iteration 56Q: 3 clusters Score -1325111 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11535 members Mstep: Class 2 contains 2661 members Entering Unmasked Estep Score: -1325112.125000 Penalty: 3107.232666 Iteration 57Q: 3 clusters Score -1325112 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11537 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -1325110.875000 Penalty: 3107.232666 Iteration 58Q: 3 clusters Score -1325111 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11542 members Mstep: Class 2 contains 2654 members Entering Unmasked Estep Score: -1325111.750000 Penalty: 3107.232666 Iteration 59Q: 3 clusters Score -1325112 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11547 members Mstep: Class 2 contains 2649 members Entering Unmasked Estep Score: -1325110.500000 Penalty: 3107.232666 Iteration 60F: 3 clusters Score -1325110 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11554 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -1325111.250000 Penalty: 3107.232666 Iteration 61Q: 3 clusters Score -1325111 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11559 members Mstep: Class 2 contains 2637 members Entering Unmasked Estep Score: -1325108.375000 Penalty: 3107.232666 Iteration 62Q: 3 clusters Score -1325108 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11564 members Mstep: Class 2 contains 2632 members Entering Unmasked Estep Score: -1325109.250000 Penalty: 3107.232666 Iteration 63Q: 3 clusters Score -1325109 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11568 members Mstep: Class 2 contains 2628 members Entering Unmasked Estep Score: -1325110.500000 Penalty: 3107.232666 Iteration 64Q: 3 clusters Score -1325110 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11572 members Mstep: Class 2 contains 2624 members Entering Unmasked Estep Score: -1325112.250000 Penalty: 3107.232666 Iteration 65Q: 3 clusters Score -1325112 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11576 members Mstep: Class 2 contains 2620 members Entering Unmasked Estep Score: -1325111.000000 Penalty: 3107.232666 Iteration 66Q: 3 clusters Score -1325111 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11585 members Mstep: Class 2 contains 2611 members Entering Unmasked Estep Score: -1325112.625000 Penalty: 3107.232666 Iteration 67Q: 3 clusters Score -1325113 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11593 members Mstep: Class 2 contains 2603 members Entering Unmasked Estep Score: -1325115.250000 Penalty: 3107.232666 Iteration 68Q: 3 clusters Score -1325115 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11596 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -1325116.125000 Penalty: 3107.232666 Iteration 69Q: 3 clusters Score -1325116 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11596 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -1325116.125000 Penalty: 3107.232666 Iteration 70F: 3 clusters Score -1325116 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (250 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Entering Unmasked Estep Score: -21906.958984 Penalty: 897.237427 Iteration 0F: 2 clusters Score -21906.96 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -21247.634766 Penalty: 1794.474854 Iteration 0F: 3 clusters Score -21247.63 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -21381.052734 Penalty: 1794.474854 Iteration 1F: 3 clusters Score -21381.05 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -21436.033203 Penalty: 1794.474854 Iteration 2F: 3 clusters Score -21436.03 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -21487.208984 Penalty: 1794.474854 Iteration 3F: 3 clusters Score -21487.21 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -21511.792969 Penalty: 1794.474854 Iteration 4Q: 3 clusters Score -21511.79 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -21529.349609 Penalty: 1794.474854 Iteration 5Q: 3 clusters Score -21529.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -21531.373047 Penalty: 1794.474854 Iteration 6Q: 3 clusters Score -21531.37 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -21531.373047 Penalty: 1794.474854 Iteration 7F: 3 clusters Score -21531.37 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2239 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Entering Unmasked Estep Score: -204112.078125 Penalty: 1253.489990 Iteration 0F: 2 clusters Score -204112.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -201886.765625 Penalty: 2506.979980 Iteration 0F: 3 clusters Score -201886.8 nChanged 825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -202491.015625 Penalty: 2506.979980 Iteration 1F: 3 clusters Score -202491 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -202746.156250 Penalty: 2506.979980 Iteration 2F: 3 clusters Score -202746.2 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -202998.750000 Penalty: 2506.979980 Iteration 3F: 3 clusters Score -202998.8 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -203218.437500 Penalty: 2506.979980 Iteration 4F: 3 clusters Score -203218.4 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -203422.453125 Penalty: 2506.979980 Iteration 5F: 3 clusters Score -203422.5 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -203606.734375 Penalty: 2506.979980 Iteration 6F: 3 clusters Score -203606.7 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -203716.203125 Penalty: 2506.979980 Iteration 7F: 3 clusters Score -203716.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -203762.843750 Penalty: 2506.979980 Iteration 8Q: 3 clusters Score -203762.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -203796.687500 Penalty: 2506.979980 Iteration 9Q: 3 clusters Score -203796.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -203816.750000 Penalty: 2506.979980 Iteration 10Q: 3 clusters Score -203816.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -203835.187500 Penalty: 2506.979980 Iteration 11Q: 3 clusters Score -203835.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -203844.703125 Penalty: 2506.979980 Iteration 12Q: 3 clusters Score -203844.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -203852.875000 Penalty: 2506.979980 Iteration 13Q: 3 clusters Score -203852.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -203858.984375 Penalty: 2506.979980 Iteration 14Q: 3 clusters Score -203859 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -203865.421875 Penalty: 2506.979980 Iteration 15Q: 3 clusters Score -203865.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -203868.593750 Penalty: 2506.979980 Iteration 16Q: 3 clusters Score -203868.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -203874.687500 Penalty: 2506.979980 Iteration 17Q: 3 clusters Score -203874.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -203879.312500 Penalty: 2506.979980 Iteration 18Q: 3 clusters Score -203879.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -203881.828125 Penalty: 2506.979980 Iteration 19Q: 3 clusters Score -203881.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -203883.765625 Penalty: 2506.979980 Iteration 20F: 3 clusters Score -203883.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -203884.765625 Penalty: 2506.979980 Iteration 21Q: 3 clusters Score -203884.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -203885.390625 Penalty: 2506.979980 Iteration 22Q: 3 clusters Score -203885.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -203885.937500 Penalty: 2506.979980 Iteration 23Q: 3 clusters Score -203885.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -203886.750000 Penalty: 2506.979980 Iteration 24Q: 3 clusters Score -203886.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -203887.375000 Penalty: 2506.979980 Iteration 25Q: 3 clusters Score -203887.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -203887.718750 Penalty: 2506.979980 Iteration 26Q: 3 clusters Score -203887.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -203888.265625 Penalty: 2506.979980 Iteration 27Q: 3 clusters Score -203888.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -203889.593750 Penalty: 2506.979980 Iteration 28Q: 3 clusters Score -203889.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -203889.593750 Penalty: 2506.979980 Iteration 29F: 3 clusters Score -203889.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (9335 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9335 members Entering Unmasked Estep Score: -863122.187500 Penalty: 1485.498047 Iteration 0F: 2 clusters Score -863122.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4658 members Mstep: Class 2 contains 4677 members Entering Unmasked Estep Score: -856333.312500 Penalty: 2970.996094 Iteration 0F: 3 clusters Score -856333.3 nChanged 4057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4681 members Mstep: Class 2 contains 4654 members Entering Unmasked Estep Score: -858447.375000 Penalty: 2970.996094 Iteration 1F: 3 clusters Score -858447.4 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4683 members Mstep: Class 2 contains 4652 members Entering Unmasked Estep Score: -858682.875000 Penalty: 2970.996094 Iteration 2F: 3 clusters Score -858682.9 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4680 members Mstep: Class 2 contains 4655 members Entering Unmasked Estep Score: -858865.000000 Penalty: 2970.996094 Iteration 3Q: 3 clusters Score -858865 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4660 members Mstep: Class 2 contains 4675 members Entering Unmasked Estep Score: -859027.687500 Penalty: 2970.996094 Iteration 4Q: 3 clusters Score -859027.7 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4672 members Mstep: Class 2 contains 4663 members Entering Unmasked Estep Score: -859197.437500 Penalty: 2970.996094 Iteration 5Q: 3 clusters Score -859197.4 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4712 members Mstep: Class 2 contains 4623 members Entering Unmasked Estep Score: -859373.375000 Penalty: 2970.996094 Iteration 6Q: 3 clusters Score -859373.4 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4767 members Mstep: Class 2 contains 4568 members Entering Unmasked Estep Score: -859578.187500 Penalty: 2970.996094 Iteration 7Q: 3 clusters Score -859578.2 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4799 members Mstep: Class 2 contains 4536 members Entering Unmasked Estep Score: -859837.125000 Penalty: 2970.996094 Iteration 8Q: 3 clusters Score -859837.1 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4864 members Mstep: Class 2 contains 4471 members Entering Unmasked Estep Score: -860126.812500 Penalty: 2970.996094 Iteration 9Q: 3 clusters Score -860126.8 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4886 members Mstep: Class 2 contains 4449 members Entering Unmasked Estep Score: -860470.812500 Penalty: 2970.996094 Iteration 10Q: 3 clusters Score -860470.8 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4931 members Mstep: Class 2 contains 4404 members Entering Unmasked Estep Score: -860780.125000 Penalty: 2970.996094 Iteration 11Q: 3 clusters Score -860780.1 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4990 members Mstep: Class 2 contains 4345 members Entering Unmasked Estep Score: -861011.000000 Penalty: 2970.996094 Iteration 12Q: 3 clusters Score -861011 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5050 members Mstep: Class 2 contains 4285 members Entering Unmasked Estep Score: -861180.125000 Penalty: 2970.996094 Iteration 13Q: 3 clusters Score -861180.1 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5105 members Mstep: Class 2 contains 4230 members Entering Unmasked Estep Score: -861278.375000 Penalty: 2970.996094 Iteration 14Q: 3 clusters Score -861278.4 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5179 members Mstep: Class 2 contains 4156 members Entering Unmasked Estep Score: -861358.687500 Penalty: 2970.996094 Iteration 15Q: 3 clusters Score -861358.7 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5250 members Mstep: Class 2 contains 4085 members Entering Unmasked Estep Score: -861427.562500 Penalty: 2970.996094 Iteration 16Q: 3 clusters Score -861427.6 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5325 members Mstep: Class 2 contains 4010 members Entering Unmasked Estep Score: -861483.000000 Penalty: 2970.996094 Iteration 17Q: 3 clusters Score -861483 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5409 members Mstep: Class 2 contains 3926 members Entering Unmasked Estep Score: -861536.500000 Penalty: 2970.996094 Iteration 18Q: 3 clusters Score -861536.5 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5485 members Mstep: Class 2 contains 3850 members Entering Unmasked Estep Score: -861586.625000 Penalty: 2970.996094 Iteration 19Q: 3 clusters Score -861586.6 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5554 members Mstep: Class 2 contains 3781 members Entering Unmasked Estep Score: -861626.062500 Penalty: 2970.996094 Iteration 20F: 3 clusters Score -861626.1 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5639 members Mstep: Class 2 contains 3696 members Entering Unmasked Estep Score: -861667.375000 Penalty: 2970.996094 Iteration 21Q: 3 clusters Score -861667.4 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5722 members Mstep: Class 2 contains 3613 members Entering Unmasked Estep Score: -861711.562500 Penalty: 2970.996094 Iteration 22Q: 3 clusters Score -861711.6 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5801 members Mstep: Class 2 contains 3534 members Entering Unmasked Estep Score: -861752.687500 Penalty: 2970.996094 Iteration 23Q: 3 clusters Score -861752.7 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5885 members Mstep: Class 2 contains 3450 members Entering Unmasked Estep Score: -861796.750000 Penalty: 2970.996094 Iteration 24Q: 3 clusters Score -861796.8 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5967 members Mstep: Class 2 contains 3368 members Entering Unmasked Estep Score: -861841.062500 Penalty: 2970.996094 Iteration 25Q: 3 clusters Score -861841.1 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6054 members Mstep: Class 2 contains 3281 members Entering Unmasked Estep Score: -861898.687500 Penalty: 2970.996094 Iteration 26Q: 3 clusters Score -861898.7 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6146 members Mstep: Class 2 contains 3189 members Entering Unmasked Estep Score: -861956.625000 Penalty: 2970.996094 Iteration 27Q: 3 clusters Score -861956.6 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6231 members Mstep: Class 2 contains 3104 members Entering Unmasked Estep Score: -862026.687500 Penalty: 2970.996094 Iteration 28Q: 3 clusters Score -862026.7 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6325 members Mstep: Class 2 contains 3010 members Entering Unmasked Estep Score: -862087.562500 Penalty: 2970.996094 Iteration 29Q: 3 clusters Score -862087.6 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6406 members Mstep: Class 2 contains 2929 members Entering Unmasked Estep Score: -862131.437500 Penalty: 2970.996094 Iteration 30Q: 3 clusters Score -862131.4 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6475 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -862161.437500 Penalty: 2970.996094 Iteration 31Q: 3 clusters Score -862161.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6530 members Mstep: Class 2 contains 2805 members Entering Unmasked Estep Score: -862179.687500 Penalty: 2970.996094 Iteration 32Q: 3 clusters Score -862179.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6571 members Mstep: Class 2 contains 2764 members Entering Unmasked Estep Score: -862191.125000 Penalty: 2970.996094 Iteration 33Q: 3 clusters Score -862191.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6607 members Mstep: Class 2 contains 2728 members Entering Unmasked Estep Score: -862203.562500 Penalty: 2970.996094 Iteration 34Q: 3 clusters Score -862203.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6640 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -862215.250000 Penalty: 2970.996094 Iteration 35Q: 3 clusters Score -862215.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6678 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -862221.875000 Penalty: 2970.996094 Iteration 36Q: 3 clusters Score -862221.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6702 members Mstep: Class 2 contains 2633 members Entering Unmasked Estep Score: -862228.000000 Penalty: 2970.996094 Iteration 37Q: 3 clusters Score -862228 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6717 members Mstep: Class 2 contains 2618 members Entering Unmasked Estep Score: -862230.812500 Penalty: 2970.996094 Iteration 38Q: 3 clusters Score -862230.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6734 members Mstep: Class 2 contains 2601 members Entering Unmasked Estep Score: -862234.187500 Penalty: 2970.996094 Iteration 39Q: 3 clusters Score -862234.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6742 members Mstep: Class 2 contains 2593 members Entering Unmasked Estep Score: -862236.625000 Penalty: 2970.996094 Iteration 40F: 3 clusters Score -862236.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6754 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -862237.875000 Penalty: 2970.996094 Iteration 41Q: 3 clusters Score -862237.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6760 members Mstep: Class 2 contains 2575 members Entering Unmasked Estep Score: -862239.937500 Penalty: 2970.996094 Iteration 42Q: 3 clusters Score -862239.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6770 members Mstep: Class 2 contains 2565 members Entering Unmasked Estep Score: -862240.562500 Penalty: 2970.996094 Iteration 43Q: 3 clusters Score -862240.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6783 members Mstep: Class 2 contains 2552 members Entering Unmasked Estep Score: -862243.187500 Penalty: 2970.996094 Iteration 44Q: 3 clusters Score -862243.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6791 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -862247.375000 Penalty: 2970.996094 Iteration 45Q: 3 clusters Score -862247.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6799 members Mstep: Class 2 contains 2536 members Entering Unmasked Estep Score: -862246.437500 Penalty: 2970.996094 Iteration 46Q: 3 clusters Score -862246.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6803 members Mstep: Class 2 contains 2532 members Entering Unmasked Estep Score: -862245.062500 Penalty: 2970.996094 Iteration 47Q: 3 clusters Score -862245.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6806 members Mstep: Class 2 contains 2529 members Entering Unmasked Estep Score: -862245.500000 Penalty: 2970.996094 Iteration 48Q: 3 clusters Score -862245.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6811 members Mstep: Class 2 contains 2524 members Entering Unmasked Estep Score: -862247.500000 Penalty: 2970.996094 Iteration 49Q: 3 clusters Score -862247.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6817 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -862248.937500 Penalty: 2970.996094 Iteration 50Q: 3 clusters Score -862248.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6820 members Mstep: Class 2 contains 2515 members Entering Unmasked Estep Score: -862248.250000 Penalty: 2970.996094 Iteration 51Q: 3 clusters Score -862248.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6821 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -862248.750000 Penalty: 2970.996094 Iteration 52Q: 3 clusters Score -862248.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6823 members Mstep: Class 2 contains 2512 members Entering Unmasked Estep Score: -862249.875000 Penalty: 2970.996094 Iteration 53Q: 3 clusters Score -862249.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6824 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -862250.937500 Penalty: 2970.996094 Iteration 54Q: 3 clusters Score -862250.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6824 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -862250.937500 Penalty: 2970.996094 Iteration 55F: 3 clusters Score -862250.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (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: -320138.375000 Penalty: 1314.041748 Iteration 0F: 2 clusters Score -320138.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -317233.062500 Penalty: 2628.083496 Iteration 0F: 3 clusters Score -317233.1 nChanged 1259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -317954.281250 Penalty: 2628.083496 Iteration 1F: 3 clusters Score -317954.3 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -318127.000000 Penalty: 2628.083496 Iteration 2F: 3 clusters Score -318127 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -318232.343750 Penalty: 2628.083496 Iteration 3F: 3 clusters Score -318232.3 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -318315.718750 Penalty: 2628.083496 Iteration 4Q: 3 clusters Score -318315.7 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -318368.250000 Penalty: 2628.083496 Iteration 5Q: 3 clusters Score -318368.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -318422.531250 Penalty: 2628.083496 Iteration 6Q: 3 clusters Score -318422.5 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -318470.562500 Penalty: 2628.083496 Iteration 7Q: 3 clusters Score -318470.6 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -318508.312500 Penalty: 2628.083496 Iteration 8Q: 3 clusters Score -318508.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -318528.281250 Penalty: 2628.083496 Iteration 9Q: 3 clusters Score -318528.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -318543.843750 Penalty: 2628.083496 Iteration 10Q: 3 clusters Score -318543.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -318559.812500 Penalty: 2628.083496 Iteration 11Q: 3 clusters Score -318559.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -318579.687500 Penalty: 2628.083496 Iteration 12Q: 3 clusters Score -318579.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -318597.812500 Penalty: 2628.083496 Iteration 13Q: 3 clusters Score -318597.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -318610.593750 Penalty: 2628.083496 Iteration 14Q: 3 clusters Score -318610.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -318622.281250 Penalty: 2628.083496 Iteration 15Q: 3 clusters Score -318622.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -318633.156250 Penalty: 2628.083496 Iteration 16Q: 3 clusters Score -318633.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -318644.718750 Penalty: 2628.083496 Iteration 17Q: 3 clusters Score -318644.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -318655.843750 Penalty: 2628.083496 Iteration 18Q: 3 clusters Score -318655.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -318665.156250 Penalty: 2628.083496 Iteration 19Q: 3 clusters Score -318665.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 2108 members Entering Unmasked Estep Score: -318672.625000 Penalty: 2628.083496 Iteration 20F: 3 clusters Score -318672.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 2114 members Entering Unmasked Estep Score: -318677.500000 Penalty: 2628.083496 Iteration 21Q: 3 clusters Score -318677.5 nChanged 11 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: -318683.062500 Penalty: 2628.083496 Iteration 22Q: 3 clusters Score -318683.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -318691.406250 Penalty: 2628.083496 Iteration 23Q: 3 clusters Score -318691.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -318701.531250 Penalty: 2628.083496 Iteration 24Q: 3 clusters Score -318701.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 2173 members Entering Unmasked Estep Score: -318709.843750 Penalty: 2628.083496 Iteration 25Q: 3 clusters Score -318709.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -318716.093750 Penalty: 2628.083496 Iteration 26Q: 3 clusters Score -318716.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -318725.625000 Penalty: 2628.083496 Iteration 27Q: 3 clusters Score -318725.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -318735.687500 Penalty: 2628.083496 Iteration 28Q: 3 clusters Score -318735.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -318749.812500 Penalty: 2628.083496 Iteration 29Q: 3 clusters Score -318749.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 2258 members Entering Unmasked Estep Score: -318759.781250 Penalty: 2628.083496 Iteration 30Q: 3 clusters Score -318759.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -318768.781250 Penalty: 2628.083496 Iteration 31Q: 3 clusters Score -318768.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -318775.843750 Penalty: 2628.083496 Iteration 32Q: 3 clusters Score -318775.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -318781.843750 Penalty: 2628.083496 Iteration 33Q: 3 clusters Score -318781.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -318789.406250 Penalty: 2628.083496 Iteration 34Q: 3 clusters Score -318789.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 2330 members Entering Unmasked Estep Score: -318794.406250 Penalty: 2628.083496 Iteration 35Q: 3 clusters Score -318794.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 2336 members Entering Unmasked Estep Score: -318796.375000 Penalty: 2628.083496 Iteration 36Q: 3 clusters Score -318796.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 2344 members Entering Unmasked Estep Score: -318800.437500 Penalty: 2628.083496 Iteration 37Q: 3 clusters Score -318800.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -318804.625000 Penalty: 2628.083496 Iteration 38Q: 3 clusters Score -318804.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 2361 members Entering Unmasked Estep Score: -318807.062500 Penalty: 2628.083496 Iteration 39Q: 3 clusters Score -318807.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -318809.875000 Penalty: 2628.083496 Iteration 40F: 3 clusters Score -318809.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 2369 members Entering Unmasked Estep Score: -318811.343750 Penalty: 2628.083496 Iteration 41Q: 3 clusters Score -318811.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 2375 members Entering Unmasked Estep Score: -318813.875000 Penalty: 2628.083496 Iteration 42Q: 3 clusters Score -318813.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -318817.187500 Penalty: 2628.083496 Iteration 43Q: 3 clusters Score -318817.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -318822.125000 Penalty: 2628.083496 Iteration 44Q: 3 clusters Score -318822.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -318826.218750 Penalty: 2628.083496 Iteration 45Q: 3 clusters Score -318826.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 2410 members Entering Unmasked Estep Score: -318831.093750 Penalty: 2628.083496 Iteration 46Q: 3 clusters Score -318831.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 2417 members Entering Unmasked Estep Score: -318833.031250 Penalty: 2628.083496 Iteration 47Q: 3 clusters Score -318833 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -318834.875000 Penalty: 2628.083496 Iteration 48Q: 3 clusters Score -318834.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -318836.125000 Penalty: 2628.083496 Iteration 49Q: 3 clusters Score -318836.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -318837.343750 Penalty: 2628.083496 Iteration 50Q: 3 clusters Score -318837.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -318839.500000 Penalty: 2628.083496 Iteration 51Q: 3 clusters Score -318839.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 2438 members Entering Unmasked Estep Score: -318844.062500 Penalty: 2628.083496 Iteration 52Q: 3 clusters Score -318844.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -318846.937500 Penalty: 2628.083496 Iteration 53Q: 3 clusters Score -318846.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 2451 members Entering Unmasked Estep Score: -318849.156250 Penalty: 2628.083496 Iteration 54Q: 3 clusters Score -318849.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -318851.468750 Penalty: 2628.083496 Iteration 55Q: 3 clusters Score -318851.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 2455 members Entering Unmasked Estep Score: -318853.687500 Penalty: 2628.083496 Iteration 56Q: 3 clusters Score -318853.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -318855.718750 Penalty: 2628.083496 Iteration 57Q: 3 clusters Score -318855.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 2461 members Entering Unmasked Estep Score: -318855.937500 Penalty: 2628.083496 Iteration 58Q: 3 clusters Score -318855.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -318857.750000 Penalty: 2628.083496 Iteration 59Q: 3 clusters Score -318857.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 2467 members Entering Unmasked Estep Score: -318860.500000 Penalty: 2628.083496 Iteration 60F: 3 clusters Score -318860.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 2470 members Entering Unmasked Estep Score: -318861.906250 Penalty: 2628.083496 Iteration 61Q: 3 clusters Score -318861.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 2474 members Entering Unmasked Estep Score: -318863.843750 Penalty: 2628.083496 Iteration 62Q: 3 clusters Score -318863.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 2480 members Entering Unmasked Estep Score: -318867.906250 Penalty: 2628.083496 Iteration 63Q: 3 clusters Score -318867.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 2489 members Entering Unmasked Estep Score: -318871.718750 Penalty: 2628.083496 Iteration 64Q: 3 clusters Score -318871.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 2495 members Entering Unmasked Estep Score: -318874.718750 Penalty: 2628.083496 Iteration 65Q: 3 clusters Score -318874.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 2497 members Entering Unmasked Estep Score: -318874.968750 Penalty: 2628.083496 Iteration 66Q: 3 clusters Score -318875 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 2500 members Entering Unmasked Estep Score: -318877.343750 Penalty: 2628.083496 Iteration 67Q: 3 clusters Score -318877.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 2506 members Entering Unmasked Estep Score: -318879.750000 Penalty: 2628.083496 Iteration 68Q: 3 clusters Score -318879.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 2512 members Entering Unmasked Estep Score: -318881.593750 Penalty: 2628.083496 Iteration 69Q: 3 clusters Score -318881.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -318883.875000 Penalty: 2628.083496 Iteration 70Q: 3 clusters Score -318883.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -318889.062500 Penalty: 2628.083496 Iteration 71Q: 3 clusters Score -318889.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -318891.187500 Penalty: 2628.083496 Iteration 72Q: 3 clusters Score -318891.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -318892.718750 Penalty: 2628.083496 Iteration 73Q: 3 clusters Score -318892.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 2529 members Entering Unmasked Estep Score: -318893.468750 Penalty: 2628.083496 Iteration 74Q: 3 clusters Score -318893.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 2530 members Entering Unmasked Estep Score: -318893.468750 Penalty: 2628.083496 Iteration 75Q: 3 clusters Score -318893.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 2531 members Entering Unmasked Estep Score: -318894.343750 Penalty: 2628.083496 Iteration 76Q: 3 clusters Score -318894.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 2531 members Entering Unmasked Estep Score: -318894.343750 Penalty: 2628.083496 Iteration 77F: 3 clusters Score -318894.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1376 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Entering Unmasked Estep Score: -128798.695312 Penalty: 1174.377075 Iteration 0F: 2 clusters Score -128798.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -127152.390625 Penalty: 2348.754150 Iteration 0F: 3 clusters Score -127152.4 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -127517.421875 Penalty: 2348.754150 Iteration 1F: 3 clusters Score -127517.4 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -127628.835938 Penalty: 2348.754150 Iteration 2F: 3 clusters Score -127628.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -127716.750000 Penalty: 2348.754150 Iteration 3Q: 3 clusters Score -127716.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -127820.007812 Penalty: 2348.754150 Iteration 4Q: 3 clusters Score -127820 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -127950.351562 Penalty: 2348.754150 Iteration 5Q: 3 clusters Score -127950.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -128041.078125 Penalty: 2348.754150 Iteration 6Q: 3 clusters Score -128041.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -128115.476562 Penalty: 2348.754150 Iteration 7Q: 3 clusters Score -128115.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -128165.164062 Penalty: 2348.754150 Iteration 8Q: 3 clusters Score -128165.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -128199.406250 Penalty: 2348.754150 Iteration 9Q: 3 clusters Score -128199.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -128227.953125 Penalty: 2348.754150 Iteration 10Q: 3 clusters Score -128228 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -128256.750000 Penalty: 2348.754150 Iteration 11Q: 3 clusters Score -128256.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -128285.531250 Penalty: 2348.754150 Iteration 12Q: 3 clusters Score -128285.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -128312.023438 Penalty: 2348.754150 Iteration 13Q: 3 clusters Score -128312 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -128342.367188 Penalty: 2348.754150 Iteration 14Q: 3 clusters Score -128342.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -128377.296875 Penalty: 2348.754150 Iteration 15Q: 3 clusters Score -128377.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -128397.429688 Penalty: 2348.754150 Iteration 16Q: 3 clusters Score -128397.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -128415.460938 Penalty: 2348.754150 Iteration 17Q: 3 clusters Score -128415.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -128436.390625 Penalty: 2348.754150 Iteration 18Q: 3 clusters Score -128436.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -128446.367188 Penalty: 2348.754150 Iteration 19Q: 3 clusters Score -128446.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -128454.960938 Penalty: 2348.754150 Iteration 20F: 3 clusters Score -128455 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -128463.476562 Penalty: 2348.754150 Iteration 21Q: 3 clusters Score -128463.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -128479.898438 Penalty: 2348.754150 Iteration 22Q: 3 clusters Score -128479.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -128494.343750 Penalty: 2348.754150 Iteration 23Q: 3 clusters Score -128494.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -128506.093750 Penalty: 2348.754150 Iteration 24Q: 3 clusters Score -128506.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -128524.523438 Penalty: 2348.754150 Iteration 25Q: 3 clusters Score -128524.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -128537.148438 Penalty: 2348.754150 Iteration 26Q: 3 clusters Score -128537.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -128546.234375 Penalty: 2348.754150 Iteration 27Q: 3 clusters Score -128546.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -128555.093750 Penalty: 2348.754150 Iteration 28Q: 3 clusters Score -128555.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -128566.421875 Penalty: 2348.754150 Iteration 29Q: 3 clusters Score -128566.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -128570.835938 Penalty: 2348.754150 Iteration 30Q: 3 clusters Score -128570.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -128570.835938 Penalty: 2348.754150 Iteration 31F: 3 clusters Score -128570.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (963 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Entering Unmasked Estep Score: -88555.039062 Penalty: 1116.383667 Iteration 0F: 2 clusters Score -88555.04 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -87166.031250 Penalty: 2232.767334 Iteration 0F: 3 clusters Score -87166.03 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -87406.078125 Penalty: 2232.767334 Iteration 1F: 3 clusters Score -87406.08 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -87463.921875 Penalty: 2232.767334 Iteration 2F: 3 clusters Score -87463.92 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -87498.195312 Penalty: 2232.767334 Iteration 3Q: 3 clusters Score -87498.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -87517.351562 Penalty: 2232.767334 Iteration 4Q: 3 clusters Score -87517.35 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -87532.640625 Penalty: 2232.767334 Iteration 5Q: 3 clusters Score -87532.64 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -87554.414062 Penalty: 2232.767334 Iteration 6Q: 3 clusters Score -87554.41 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -87572.140625 Penalty: 2232.767334 Iteration 7Q: 3 clusters Score -87572.14 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -87582.046875 Penalty: 2232.767334 Iteration 8Q: 3 clusters Score -87582.05 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -87586.609375 Penalty: 2232.767334 Iteration 9Q: 3 clusters Score -87586.61 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -87588.406250 Penalty: 2232.767334 Iteration 10Q: 3 clusters Score -87588.41 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -87591.312500 Penalty: 2232.767334 Iteration 11Q: 3 clusters Score -87591.31 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -87596.835938 Penalty: 2232.767334 Iteration 12Q: 3 clusters Score -87596.84 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -87601.796875 Penalty: 2232.767334 Iteration 13Q: 3 clusters Score -87601.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -87609.531250 Penalty: 2232.767334 Iteration 14Q: 3 clusters Score -87609.53 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -87620.500000 Penalty: 2232.767334 Iteration 15Q: 3 clusters Score -87620.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -87626.757812 Penalty: 2232.767334 Iteration 16Q: 3 clusters Score -87626.76 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -87632.609375 Penalty: 2232.767334 Iteration 17Q: 3 clusters Score -87632.61 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -87647.335938 Penalty: 2232.767334 Iteration 18Q: 3 clusters Score -87647.34 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -87660.906250 Penalty: 2232.767334 Iteration 19Q: 3 clusters Score -87660.91 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -87666.203125 Penalty: 2232.767334 Iteration 20F: 3 clusters Score -87666.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -87669.718750 Penalty: 2232.767334 Iteration 21Q: 3 clusters Score -87669.72 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -87673.453125 Penalty: 2232.767334 Iteration 22Q: 3 clusters Score -87673.45 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -87677.164062 Penalty: 2232.767334 Iteration 23Q: 3 clusters Score -87677.16 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -87680.593750 Penalty: 2232.767334 Iteration 24Q: 3 clusters Score -87680.59 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -87683.585938 Penalty: 2232.767334 Iteration 25Q: 3 clusters Score -87683.59 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -87689.460938 Penalty: 2232.767334 Iteration 26Q: 3 clusters Score -87689.46 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -87702.085938 Penalty: 2232.767334 Iteration 27Q: 3 clusters Score -87702.09 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -87709.609375 Penalty: 2232.767334 Iteration 28Q: 3 clusters Score -87709.61 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -87712.156250 Penalty: 2232.767334 Iteration 29Q: 3 clusters Score -87712.16 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -87713.414062 Penalty: 2232.767334 Iteration 30Q: 3 clusters Score -87713.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -87718.320312 Penalty: 2232.767334 Iteration 31Q: 3 clusters Score -87718.32 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -87725.156250 Penalty: 2232.767334 Iteration 32Q: 3 clusters Score -87725.16 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -87731.078125 Penalty: 2232.767334 Iteration 33Q: 3 clusters Score -87731.08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -87732.265625 Penalty: 2232.767334 Iteration 34Q: 3 clusters Score -87732.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -87732.671875 Penalty: 2232.767334 Iteration 35Q: 3 clusters Score -87732.67 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -87732.671875 Penalty: 2232.767334 Iteration 36F: 3 clusters Score -87732.67 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (2376 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2376 members Entering Unmasked Estep Score: -207289.328125 Penalty: 1263.140747 Iteration 0F: 2 clusters Score -207289.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -204959.843750 Penalty: 2526.281494 Iteration 0F: 3 clusters Score -204959.8 nChanged 853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -205424.859375 Penalty: 2526.281494 Iteration 1F: 3 clusters Score -205424.9 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -205549.468750 Penalty: 2526.281494 Iteration 2F: 3 clusters Score -205549.5 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -205638.125000 Penalty: 2526.281494 Iteration 3F: 3 clusters Score -205638.1 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -205716.640625 Penalty: 2526.281494 Iteration 4Q: 3 clusters Score -205716.6 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -205803.578125 Penalty: 2526.281494 Iteration 5Q: 3 clusters Score -205803.6 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -205966.218750 Penalty: 2526.281494 Iteration 6Q: 3 clusters Score -205966.2 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -206179.312500 Penalty: 2526.281494 Iteration 7F: 3 clusters Score -206179.3 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -206361.156250 Penalty: 2526.281494 Iteration 8F: 3 clusters Score -206361.2 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -206514.328125 Penalty: 2526.281494 Iteration 9F: 3 clusters Score -206514.3 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -206652.734375 Penalty: 2526.281494 Iteration 10F: 3 clusters Score -206652.7 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -206738.812500 Penalty: 2526.281494 Iteration 11Q: 3 clusters Score -206738.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -206778.406250 Penalty: 2526.281494 Iteration 12Q: 3 clusters Score -206778.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -206801.609375 Penalty: 2526.281494 Iteration 13Q: 3 clusters Score -206801.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -206816.000000 Penalty: 2526.281494 Iteration 14Q: 3 clusters Score -206816 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -206824.484375 Penalty: 2526.281494 Iteration 15Q: 3 clusters Score -206824.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -206833.312500 Penalty: 2526.281494 Iteration 16Q: 3 clusters Score -206833.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -206841.078125 Penalty: 2526.281494 Iteration 17Q: 3 clusters Score -206841.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -206847.140625 Penalty: 2526.281494 Iteration 18Q: 3 clusters Score -206847.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -206851.515625 Penalty: 2526.281494 Iteration 19Q: 3 clusters Score -206851.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -206853.453125 Penalty: 2526.281494 Iteration 20F: 3 clusters Score -206853.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -206855.125000 Penalty: 2526.281494 Iteration 21Q: 3 clusters Score -206855.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -206856.312500 Penalty: 2526.281494 Iteration 22Q: 3 clusters Score -206856.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -206856.312500 Penalty: 2526.281494 Iteration 23F: 3 clusters Score -206856.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (708 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Entering Unmasked Estep Score: -63097.984375 Penalty: 1066.397217 Iteration 0F: 2 clusters Score -63097.98 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -61918.996094 Penalty: 2132.794434 Iteration 0F: 3 clusters Score -61919 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -62149.785156 Penalty: 2132.794434 Iteration 1F: 3 clusters Score -62149.79 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -62223.652344 Penalty: 2132.794434 Iteration 2F: 3 clusters Score -62223.65 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -62253.082031 Penalty: 2132.794434 Iteration 3Q: 3 clusters Score -62253.08 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -62284.125000 Penalty: 2132.794434 Iteration 4Q: 3 clusters Score -62284.12 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -62321.074219 Penalty: 2132.794434 Iteration 5Q: 3 clusters Score -62321.07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -62357.136719 Penalty: 2132.794434 Iteration 6Q: 3 clusters Score -62357.14 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -62400.609375 Penalty: 2132.794434 Iteration 7Q: 3 clusters Score -62400.61 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -62433.660156 Penalty: 2132.794434 Iteration 8Q: 3 clusters Score -62433.66 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -62467.167969 Penalty: 2132.794434 Iteration 9Q: 3 clusters Score -62467.17 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -62498.066406 Penalty: 2132.794434 Iteration 10Q: 3 clusters Score -62498.07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -62517.222656 Penalty: 2132.794434 Iteration 11Q: 3 clusters Score -62517.22 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -62523.750000 Penalty: 2132.794434 Iteration 12Q: 3 clusters Score -62523.75 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -62535.375000 Penalty: 2132.794434 Iteration 13Q: 3 clusters Score -62535.38 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -62547.195312 Penalty: 2132.794434 Iteration 14Q: 3 clusters Score -62547.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -62553.042969 Penalty: 2132.794434 Iteration 15Q: 3 clusters Score -62553.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -62555.578125 Penalty: 2132.794434 Iteration 16Q: 3 clusters Score -62555.58 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -62555.578125 Penalty: 2132.794434 Iteration 17F: 3 clusters Score -62555.58 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (439 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Entering Unmasked Estep Score: -37792.191406 Penalty: 988.731140 Iteration 0F: 2 clusters Score -37792.19 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -36823.671875 Penalty: 1977.462280 Iteration 0F: 3 clusters Score -36823.67 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -37028.394531 Penalty: 1977.462280 Iteration 1F: 3 clusters Score -37028.39 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -37162.253906 Penalty: 1977.462280 Iteration 2F: 3 clusters Score -37162.25 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -37241.003906 Penalty: 1977.462280 Iteration 3F: 3 clusters Score -37241 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -37284.058594 Penalty: 1977.462280 Iteration 4Q: 3 clusters Score -37284.06 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -37309.167969 Penalty: 1977.462280 Iteration 5Q: 3 clusters Score -37309.17 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -37345.500000 Penalty: 1977.462280 Iteration 6Q: 3 clusters Score -37345.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -37371.183594 Penalty: 1977.462280 Iteration 7Q: 3 clusters Score -37371.18 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -37388.675781 Penalty: 1977.462280 Iteration 8Q: 3 clusters Score -37388.68 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -37394.171875 Penalty: 1977.462280 Iteration 9Q: 3 clusters Score -37394.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -37397.042969 Penalty: 1977.462280 Iteration 10Q: 3 clusters Score -37397.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -37403.675781 Penalty: 1977.462280 Iteration 11Q: 3 clusters Score -37403.68 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -37403.675781 Penalty: 1977.462280 Iteration 12F: 3 clusters Score -37403.68 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (3473 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3473 members Entering Unmasked Estep Score: -324024.375000 Penalty: 1324.825806 Iteration 0F: 2 clusters Score -324024.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -320942.437500 Penalty: 2649.651611 Iteration 0F: 3 clusters Score -320942.4 nChanged 1389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -321857.250000 Penalty: 2649.651611 Iteration 1F: 3 clusters Score -321857.2 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -322229.031250 Penalty: 2649.651611 Iteration 2F: 3 clusters Score -322229 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -322617.593750 Penalty: 2649.651611 Iteration 3F: 3 clusters Score -322617.6 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -322944.968750 Penalty: 2649.651611 Iteration 4F: 3 clusters Score -322945 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -323196.906250 Penalty: 2649.651611 Iteration 5F: 3 clusters Score -323196.9 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -323345.312500 Penalty: 2649.651611 Iteration 6Q: 3 clusters Score -323345.3 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2287 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -323432.000000 Penalty: 2649.651611 Iteration 7Q: 3 clusters Score -323432 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -323481.062500 Penalty: 2649.651611 Iteration 8Q: 3 clusters Score -323481.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -323512.062500 Penalty: 2649.651611 Iteration 9Q: 3 clusters Score -323512.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2240 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -323534.906250 Penalty: 2649.651611 Iteration 10Q: 3 clusters Score -323534.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -323549.062500 Penalty: 2649.651611 Iteration 11Q: 3 clusters Score -323549.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -323558.093750 Penalty: 2649.651611 Iteration 12Q: 3 clusters Score -323558.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -323563.812500 Penalty: 2649.651611 Iteration 13Q: 3 clusters Score -323563.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -323568.968750 Penalty: 2649.651611 Iteration 14Q: 3 clusters Score -323569 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -323575.250000 Penalty: 2649.651611 Iteration 15Q: 3 clusters Score -323575.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2171 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -323582.437500 Penalty: 2649.651611 Iteration 16Q: 3 clusters Score -323582.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -323587.031250 Penalty: 2649.651611 Iteration 17Q: 3 clusters Score -323587 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -323589.968750 Penalty: 2649.651611 Iteration 18Q: 3 clusters Score -323590 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -323591.875000 Penalty: 2649.651611 Iteration 19Q: 3 clusters Score -323591.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2143 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -323593.000000 Penalty: 2649.651611 Iteration 20F: 3 clusters Score -323593 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -323594.718750 Penalty: 2649.651611 Iteration 21Q: 3 clusters Score -323594.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -323596.937500 Penalty: 2649.651611 Iteration 22Q: 3 clusters Score -323596.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -323600.468750 Penalty: 2649.651611 Iteration 23Q: 3 clusters Score -323600.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -323605.093750 Penalty: 2649.651611 Iteration 24Q: 3 clusters Score -323605.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -323608.656250 Penalty: 2649.651611 Iteration 25Q: 3 clusters Score -323608.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -323612.125000 Penalty: 2649.651611 Iteration 26Q: 3 clusters Score -323612.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -323613.968750 Penalty: 2649.651611 Iteration 27Q: 3 clusters Score -323614 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -323616.031250 Penalty: 2649.651611 Iteration 28Q: 3 clusters Score -323616 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -323617.000000 Penalty: 2649.651611 Iteration 29Q: 3 clusters Score -323617 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2117 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -323618.531250 Penalty: 2649.651611 Iteration 30Q: 3 clusters Score -323618.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -323621.500000 Penalty: 2649.651611 Iteration 31Q: 3 clusters Score -323621.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -323623.906250 Penalty: 2649.651611 Iteration 32Q: 3 clusters Score -323623.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -323626.468750 Penalty: 2649.651611 Iteration 33Q: 3 clusters Score -323626.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -323629.062500 Penalty: 2649.651611 Iteration 34Q: 3 clusters Score -323629.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -323631.375000 Penalty: 2649.651611 Iteration 35Q: 3 clusters Score -323631.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -323634.375000 Penalty: 2649.651611 Iteration 36Q: 3 clusters Score -323634.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -323636.781250 Penalty: 2649.651611 Iteration 37Q: 3 clusters Score -323636.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -323641.156250 Penalty: 2649.651611 Iteration 38Q: 3 clusters Score -323641.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -323644.062500 Penalty: 2649.651611 Iteration 39Q: 3 clusters Score -323644.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -323644.906250 Penalty: 2649.651611 Iteration 40F: 3 clusters Score -323644.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -323645.593750 Penalty: 2649.651611 Iteration 41Q: 3 clusters Score -323645.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2038 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -323645.843750 Penalty: 2649.651611 Iteration 42Q: 3 clusters Score -323645.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -323646.625000 Penalty: 2649.651611 Iteration 43Q: 3 clusters Score -323646.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -323647.062500 Penalty: 2649.651611 Iteration 44Q: 3 clusters Score -323647.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -323647.875000 Penalty: 2649.651611 Iteration 45Q: 3 clusters Score -323647.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -323647.937500 Penalty: 2649.651611 Iteration 46Q: 3 clusters Score -323647.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -323647.937500 Penalty: 2649.651611 Iteration 47F: 3 clusters Score -323647.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (2997 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2997 members Entering Unmasked Estep Score: -263985.312500 Penalty: 1300.872192 Iteration 0F: 2 clusters Score -263985.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -261253.250000 Penalty: 2601.744385 Iteration 0F: 3 clusters Score -261253.2 nChanged 1132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -261966.218750 Penalty: 2601.744385 Iteration 1F: 3 clusters Score -261966.2 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -262097.250000 Penalty: 2601.744385 Iteration 2F: 3 clusters Score -262097.2 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -262177.500000 Penalty: 2601.744385 Iteration 3Q: 3 clusters Score -262177.5 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -262238.312500 Penalty: 2601.744385 Iteration 4Q: 3 clusters Score -262238.3 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -262281.031250 Penalty: 2601.744385 Iteration 5Q: 3 clusters Score -262281 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -262309.125000 Penalty: 2601.744385 Iteration 6Q: 3 clusters Score -262309.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -262327.406250 Penalty: 2601.744385 Iteration 7Q: 3 clusters Score -262327.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -262346.781250 Penalty: 2601.744385 Iteration 8Q: 3 clusters Score -262346.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -262366.500000 Penalty: 2601.744385 Iteration 9Q: 3 clusters Score -262366.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -262388.468750 Penalty: 2601.744385 Iteration 10Q: 3 clusters Score -262388.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -262408.281250 Penalty: 2601.744385 Iteration 11Q: 3 clusters Score -262408.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -262419.437500 Penalty: 2601.744385 Iteration 12Q: 3 clusters Score -262419.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -262426.343750 Penalty: 2601.744385 Iteration 13Q: 3 clusters Score -262426.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -262439.843750 Penalty: 2601.744385 Iteration 14Q: 3 clusters Score -262439.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -262455.156250 Penalty: 2601.744385 Iteration 15Q: 3 clusters Score -262455.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -262469.343750 Penalty: 2601.744385 Iteration 16Q: 3 clusters Score -262469.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -262483.500000 Penalty: 2601.744385 Iteration 17Q: 3 clusters Score -262483.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -262498.281250 Penalty: 2601.744385 Iteration 18Q: 3 clusters Score -262498.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -262516.406250 Penalty: 2601.744385 Iteration 19Q: 3 clusters Score -262516.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -262532.062500 Penalty: 2601.744385 Iteration 20F: 3 clusters Score -262532.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -262548.968750 Penalty: 2601.744385 Iteration 21Q: 3 clusters Score -262549 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -262563.500000 Penalty: 2601.744385 Iteration 22Q: 3 clusters Score -262563.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -262581.500000 Penalty: 2601.744385 Iteration 23Q: 3 clusters Score -262581.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -262622.312500 Penalty: 2601.744385 Iteration 24Q: 3 clusters Score -262622.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -262693.156250 Penalty: 2601.744385 Iteration 25Q: 3 clusters Score -262693.2 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -262813.750000 Penalty: 2601.744385 Iteration 26Q: 3 clusters Score -262813.8 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -262930.093750 Penalty: 2601.744385 Iteration 27Q: 3 clusters Score -262930.1 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -263017.875000 Penalty: 2601.744385 Iteration 28Q: 3 clusters Score -263017.9 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -263103.625000 Penalty: 2601.744385 Iteration 29Q: 3 clusters Score -263103.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -263184.968750 Penalty: 2601.744385 Iteration 30Q: 3 clusters Score -263185 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -263287.593750 Penalty: 2601.744385 Iteration 31Q: 3 clusters Score -263287.6 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -263443.062500 Penalty: 2601.744385 Iteration 32Q: 3 clusters Score -263443.1 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -263617.656250 Penalty: 2601.744385 Iteration 33Q: 3 clusters Score -263617.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -263669.812500 Penalty: 2601.744385 Iteration 34Q: 3 clusters Score -263669.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -263684.781250 Penalty: 2601.744385 Iteration 35Q: 3 clusters Score -263684.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -263690.562500 Penalty: 2601.744385 Iteration 36Q: 3 clusters Score -263690.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -263695.312500 Penalty: 2601.744385 Iteration 37Q: 3 clusters Score -263695.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -263696.968750 Penalty: 2601.744385 Iteration 38Q: 3 clusters Score -263697 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -263697.781250 Penalty: 2601.744385 Iteration 39Q: 3 clusters Score -263697.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -263698.937500 Penalty: 2601.744385 Iteration 40F: 3 clusters Score -263698.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -263700.343750 Penalty: 2601.744385 Iteration 41Q: 3 clusters Score -263700.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -263701.500000 Penalty: 2601.744385 Iteration 42Q: 3 clusters Score -263701.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -263701.906250 Penalty: 2601.744385 Iteration 43Q: 3 clusters Score -263701.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -263701.906250 Penalty: 2601.744385 Iteration 44F: 3 clusters Score -263701.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90943 members Mstep: Class 2 contains 13042 members Mstep: Class 3 contains 143566 members Mstep: Class 4 contains 3066 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5053 members Mstep: Class 7 contains 733 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 34997 members Mstep: Class 10 contains 6399 members Mstep: Class 11 contains 258 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14196 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2239 members Mstep: Class 16 contains 9335 members Mstep: Class 17 contains 3250 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 963 members Mstep: Class 20 contains 2376 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3473 members Mstep: Class 24 contains 2997 members Entering Unmasked Estep ConsiderDeletion Score: -33086596.000000 Penalty: 49725.679688 Iteration 199Q: 25 clusters Score -3.30866e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 90943 members Mstep: Class 2 contains 13042 members Mstep: Class 3 contains 143566 members Mstep: Class 4 contains 3066 members Mstep: Class 5 contains 2393 members Mstep: Class 6 contains 5053 members Mstep: Class 7 contains 733 members Mstep: Class 8 contains 1416 members Mstep: Class 9 contains 34996 members Mstep: Class 10 contains 6399 members Mstep: Class 11 contains 258 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 14196 members Mstep: Class 14 contains 250 members Mstep: Class 15 contains 2239 members Mstep: Class 16 contains 9335 members Mstep: Class 17 contains 3250 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 963 members Mstep: Class 20 contains 2376 members Mstep: Class 21 contains 708 members Mstep: Class 22 contains 439 members Mstep: Class 23 contains 3473 members Mstep: Class 24 contains 2998 members Entering Unmasked Estep ConsiderDeletion Score: -33086590.000000 Penalty: 49725.679688 Iteration 200F: 25 clusters Score -3.308659e+07 nChanged 0 Entering ConstructFrom: Score: -33086590.000000 Penalty: 49725.679688 Entering ConstructFrom: Trying to split cluster 1 (90943 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90943 members Entering Unmasked Estep Score: -9080815.000000 Penalty: 1855.422974 Iteration 0F: 2 clusters Score -9080815 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45634 members Mstep: Class 2 contains 45309 members Entering Unmasked Estep Score: -9020524.000000 Penalty: 3710.845947 Iteration 0F: 3 clusters Score -9020524 nChanged 43017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48853 members Mstep: Class 2 contains 42090 members Entering Unmasked Estep Score: -9045351.000000 Penalty: 3710.845947 Iteration 1F: 3 clusters Score -9045351 nChanged 3926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51019 members Mstep: Class 2 contains 39924 members Entering Unmasked Estep Score: -9046765.000000 Penalty: 3710.845947 Iteration 2Q: 3 clusters Score -9046765 nChanged 4875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54346 members Mstep: Class 2 contains 36597 members Entering Unmasked Estep Score: -9048943.000000 Penalty: 3710.845947 Iteration 3F: 3 clusters Score -9048943 nChanged 5854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58960 members Mstep: Class 2 contains 31983 members Entering Unmasked Estep Score: -9052040.000000 Penalty: 3710.845947 Iteration 4F: 3 clusters Score -9052040 nChanged 6533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64729 members Mstep: Class 2 contains 26214 members Entering Unmasked Estep Score: -9056497.000000 Penalty: 3710.845947 Iteration 5F: 3 clusters Score -9056497 nChanged 6861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71238 members Mstep: Class 2 contains 19705 members Entering Unmasked Estep Score: -9061994.000000 Penalty: 3710.845947 Iteration 6F: 3 clusters Score -9061994 nChanged 6362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77472 members Mstep: Class 2 contains 13471 members Entering Unmasked Estep Score: -9067586.000000 Penalty: 3710.845947 Iteration 7F: 3 clusters Score -9067586 nChanged 5121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82575 members Mstep: Class 2 contains 8368 members Entering Unmasked Estep Score: -9072402.000000 Penalty: 3710.845947 Iteration 8F: 3 clusters Score -9072402 nChanged 3481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86052 members Mstep: Class 2 contains 4891 members Entering Unmasked Estep Score: -9075884.000000 Penalty: 3710.845947 Iteration 9Q: 3 clusters Score -9075884 nChanged 1822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87866 members Mstep: Class 2 contains 3077 members Entering Unmasked Estep Score: -9077691.000000 Penalty: 3710.845947 Iteration 10Q: 3 clusters Score -9077691 nChanged 856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88682 members Mstep: Class 2 contains 2261 members Entering Unmasked Estep Score: -9078591.000000 Penalty: 3710.845947 Iteration 11Q: 3 clusters Score -9078591 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89056 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -9078942.000000 Penalty: 3710.845947 Iteration 12Q: 3 clusters Score -9078942 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89292 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -9079132.000000 Penalty: 3710.845947 Iteration 13Q: 3 clusters Score -9079132 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89449 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -9079198.000000 Penalty: 3710.845947 Iteration 14Q: 3 clusters Score -9079198 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89545 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -9079228.000000 Penalty: 3710.845947 Iteration 15Q: 3 clusters Score -9079228 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89618 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -9079267.000000 Penalty: 3710.845947 Iteration 16Q: 3 clusters Score -9079267 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89674 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -9079303.000000 Penalty: 3710.845947 Iteration 17Q: 3 clusters Score -9079303 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89720 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -9079323.000000 Penalty: 3710.845947 Iteration 18Q: 3 clusters Score -9079323 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89766 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -9079344.000000 Penalty: 3710.845947 Iteration 19Q: 3 clusters Score -9079344 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89794 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -9079366.000000 Penalty: 3710.845947 Iteration 20F: 3 clusters Score -9079366 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89815 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -9079369.000000 Penalty: 3710.845947 Iteration 21Q: 3 clusters Score -9079369 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89836 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -9079380.000000 Penalty: 3710.845947 Iteration 22Q: 3 clusters Score -9079380 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89853 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -9079394.000000 Penalty: 3710.845947 Iteration 23Q: 3 clusters Score -9079394 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89865 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -9079382.000000 Penalty: 3710.845947 Iteration 24Q: 3 clusters Score -9079382 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89877 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -9079397.000000 Penalty: 3710.845947 Iteration 25Q: 3 clusters Score -9079397 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89891 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -9079409.000000 Penalty: 3710.845947 Iteration 26Q: 3 clusters Score -9079409 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89902 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -9079411.000000 Penalty: 3710.845947 Iteration 27Q: 3 clusters Score -9079411 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89911 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -9079414.000000 Penalty: 3710.845947 Iteration 28Q: 3 clusters Score -9079414 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89916 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -9079417.000000 Penalty: 3710.845947 Iteration 29Q: 3 clusters Score -9079417 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89920 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -9079416.000000 Penalty: 3710.845947 Iteration 30Q: 3 clusters Score -9079416 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89923 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -9079419.000000 Penalty: 3710.845947 Iteration 31Q: 3 clusters Score -9079419 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89925 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -9079416.000000 Penalty: 3710.845947 Iteration 32Q: 3 clusters Score -9079416 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89927 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -9079421.000000 Penalty: 3710.845947 Iteration 33Q: 3 clusters Score -9079421 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89930 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -9079426.000000 Penalty: 3710.845947 Iteration 34Q: 3 clusters Score -9079426 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89932 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -9079424.000000 Penalty: 3710.845947 Iteration 35Q: 3 clusters Score -9079424 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89932 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -9079424.000000 Penalty: 3710.845947 Iteration 36F: 3 clusters Score -9079424 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (13042 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13042 members Entering Unmasked Estep Score: -1249195.000000 Penalty: 1539.838623 Iteration 0F: 2 clusters Score -1249195 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6501 members Mstep: Class 2 contains 6541 members Entering Unmasked Estep Score: -1240042.875000 Penalty: 3079.677246 Iteration 0F: 3 clusters Score -1240043 nChanged 5815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6394 members Mstep: Class 2 contains 6648 members Entering Unmasked Estep Score: -1243068.875000 Penalty: 3079.677246 Iteration 1F: 3 clusters Score -1243069 nChanged 709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6391 members Mstep: Class 2 contains 6651 members Entering Unmasked Estep Score: -1243313.000000 Penalty: 3079.677246 Iteration 2F: 3 clusters Score -1243313 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6368 members Mstep: Class 2 contains 6674 members Entering Unmasked Estep Score: -1243512.125000 Penalty: 3079.677246 Iteration 3Q: 3 clusters Score -1243512 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6336 members Mstep: Class 2 contains 6706 members Entering Unmasked Estep Score: -1243674.500000 Penalty: 3079.677246 Iteration 4Q: 3 clusters Score -1243674 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6309 members Mstep: Class 2 contains 6733 members Entering Unmasked Estep Score: -1243807.125000 Penalty: 3079.677246 Iteration 5Q: 3 clusters Score -1243807 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6227 members Mstep: Class 2 contains 6815 members Entering Unmasked Estep Score: -1243895.750000 Penalty: 3079.677246 Iteration 6Q: 3 clusters Score -1243896 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6131 members Mstep: Class 2 contains 6911 members Entering Unmasked Estep Score: -1243977.250000 Penalty: 3079.677246 Iteration 7Q: 3 clusters Score -1243977 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5990 members Mstep: Class 2 contains 7052 members Entering Unmasked Estep Score: -1244070.125000 Penalty: 3079.677246 Iteration 8Q: 3 clusters Score -1244070 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5804 members Mstep: Class 2 contains 7238 members Entering Unmasked Estep Score: -1244181.500000 Penalty: 3079.677246 Iteration 9Q: 3 clusters Score -1244182 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5608 members Mstep: Class 2 contains 7434 members Entering Unmasked Estep Score: -1244319.375000 Penalty: 3079.677246 Iteration 10Q: 3 clusters Score -1244319 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5344 members Mstep: Class 2 contains 7698 members Entering Unmasked Estep Score: -1244524.125000 Penalty: 3079.677246 Iteration 11Q: 3 clusters Score -1244524 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4998 members Mstep: Class 2 contains 8044 members Entering Unmasked Estep Score: -1244809.000000 Penalty: 3079.677246 Iteration 12Q: 3 clusters Score -1244809 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4587 members Mstep: Class 2 contains 8455 members Entering Unmasked Estep Score: -1245199.250000 Penalty: 3079.677246 Iteration 13Q: 3 clusters Score -1245199 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4085 members Mstep: Class 2 contains 8957 members Entering Unmasked Estep Score: -1245711.250000 Penalty: 3079.677246 Iteration 14F: 3 clusters Score -1245711 nChanged 789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3518 members Mstep: Class 2 contains 9524 members Entering Unmasked Estep Score: -1246303.125000 Penalty: 3079.677246 Iteration 15F: 3 clusters Score -1246303 nChanged 725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3015 members Mstep: Class 2 contains 10027 members Entering Unmasked Estep Score: -1246882.125000 Penalty: 3079.677246 Iteration 16F: 3 clusters Score -1246882 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2628 members Mstep: Class 2 contains 10414 members Entering Unmasked Estep Score: -1247388.375000 Penalty: 3079.677246 Iteration 17Q: 3 clusters Score -1247388 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 10692 members Entering Unmasked Estep Score: -1247844.125000 Penalty: 3079.677246 Iteration 18Q: 3 clusters Score -1247844 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 10884 members Entering Unmasked Estep Score: -1248288.500000 Penalty: 3079.677246 Iteration 19Q: 3 clusters Score -1248288 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 10978 members Entering Unmasked Estep Score: -1248458.500000 Penalty: 3079.677246 Iteration 20F: 3 clusters Score -1248458 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2004 members Mstep: Class 2 contains 11038 members Entering Unmasked Estep Score: -1248507.750000 Penalty: 3079.677246 Iteration 21Q: 3 clusters Score -1248508 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 11082 members Entering Unmasked Estep Score: -1248524.500000 Penalty: 3079.677246 Iteration 22Q: 3 clusters Score -1248524 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 11123 members Entering Unmasked Estep Score: -1248542.750000 Penalty: 3079.677246 Iteration 23Q: 3 clusters Score -1248543 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 11161 members Entering Unmasked Estep Score: -1248548.000000 Penalty: 3079.677246 Iteration 24Q: 3 clusters Score -1248548 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 11181 members Entering Unmasked Estep Score: -1248551.500000 Penalty: 3079.677246 Iteration 25Q: 3 clusters Score -1248552 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 11198 members Entering Unmasked Estep Score: -1248557.750000 Penalty: 3079.677246 Iteration 26Q: 3 clusters Score -1248558 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 11213 members Entering Unmasked Estep Score: -1248558.375000 Penalty: 3079.677246 Iteration 27Q: 3 clusters Score -1248558 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 11231 members Entering Unmasked Estep Score: -1248564.250000 Penalty: 3079.677246 Iteration 28Q: 3 clusters Score -1248564 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 11241 members Entering Unmasked Estep Score: -1248566.250000 Penalty: 3079.677246 Iteration 29Q: 3 clusters Score -1248566 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 11245 members Entering Unmasked Estep Score: -1248566.375000 Penalty: 3079.677246 Iteration 30Q: 3 clusters Score -1248566 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 11251 members Entering Unmasked Estep Score: -1248567.125000 Penalty: 3079.677246 Iteration 31Q: 3 clusters Score -1248567 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 11259 members Entering Unmasked Estep Score: -1248572.125000 Penalty: 3079.677246 Iteration 32Q: 3 clusters Score -1248572 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 11264 members Entering Unmasked Estep Score: -1248570.500000 Penalty: 3079.677246 Iteration 33Q: 3 clusters Score -1248570 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 11270 members Entering Unmasked Estep Score: -1248571.250000 Penalty: 3079.677246 Iteration 34Q: 3 clusters Score -1248571 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 11276 members Entering Unmasked Estep Score: -1248573.000000 Penalty: 3079.677246 Iteration 35Q: 3 clusters Score -1248573 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 11282 members Entering Unmasked Estep Score: -1248573.375000 Penalty: 3079.677246 Iteration 36Q: 3 clusters Score -1248573 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 11288 members Entering Unmasked Estep Score: -1248571.625000 Penalty: 3079.677246 Iteration 37Q: 3 clusters Score -1248572 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 11294 members Entering Unmasked Estep Score: -1248575.250000 Penalty: 3079.677246 Iteration 38Q: 3 clusters Score -1248575 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 11298 members Entering Unmasked Estep Score: -1248576.875000 Penalty: 3079.677246 Iteration 39Q: 3 clusters Score -1248577 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 11300 members Entering Unmasked Estep Score: -1248576.250000 Penalty: 3079.677246 Iteration 40F: 3 clusters Score -1248576 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 11303 members Entering Unmasked Estep Score: -1248577.500000 Penalty: 3079.677246 Iteration 41Q: 3 clusters Score -1248578 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 11304 members Entering Unmasked Estep Score: -1248579.125000 Penalty: 3079.677246 Iteration 42Q: 3 clusters Score -1248579 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 11304 members Entering Unmasked Estep Score: -1248579.125000 Penalty: 3079.677246 Iteration 43F: 3 clusters Score -1248579 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (143566 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143566 members Entering Unmasked Estep Score: -14292427.000000 Penalty: 1929.614380 Iteration 0F: 2 clusters Score -1.429243e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71853 members Mstep: Class 2 contains 71713 members Entering Unmasked Estep Score: -14196258.000000 Penalty: 3859.228760 Iteration 0F: 3 clusters Score -1.419626e+07 nChanged 69235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72716 members Mstep: Class 2 contains 70850 members Entering Unmasked Estep Score: -14236930.000000 Penalty: 3859.228760 Iteration 1F: 3 clusters Score -1.423693e+07 nChanged 4439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73069 members Mstep: Class 2 contains 70497 members Entering Unmasked Estep Score: -14238055.000000 Penalty: 3859.228760 Iteration 2Q: 3 clusters Score -1.423806e+07 nChanged 4844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73577 members Mstep: Class 2 contains 69989 members Entering Unmasked Estep Score: -14239389.000000 Penalty: 3859.228760 Iteration 3Q: 3 clusters Score -1.423939e+07 nChanged 5310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74255 members Mstep: Class 2 contains 69311 members Entering Unmasked Estep Score: -14241169.000000 Penalty: 3859.228760 Iteration 4Q: 3 clusters Score -1.424117e+07 nChanged 5944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75027 members Mstep: Class 2 contains 68539 members Entering Unmasked Estep Score: -14243564.000000 Penalty: 3859.228760 Iteration 5Q: 3 clusters Score -1.424356e+07 nChanged 6785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75790 members Mstep: Class 2 contains 67776 members Entering Unmasked Estep Score: -14247021.000000 Penalty: 3859.228760 Iteration 6Q: 3 clusters Score -1.424702e+07 nChanged 7664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76686 members Mstep: Class 2 contains 66880 members Entering Unmasked Estep Score: -14251575.000000 Penalty: 3859.228760 Iteration 7F: 3 clusters Score -1.425158e+07 nChanged 8388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77582 members Mstep: Class 2 contains 65984 members Entering Unmasked Estep Score: -14257223.000000 Penalty: 3859.228760 Iteration 8F: 3 clusters Score -1.425722e+07 nChanged 8156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78362 members Mstep: Class 2 contains 65204 members Entering Unmasked Estep Score: -14262105.000000 Penalty: 3859.228760 Iteration 9F: 3 clusters Score -1.42621e+07 nChanged 6569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78841 members Mstep: Class 2 contains 64725 members Entering Unmasked Estep Score: -14264836.000000 Penalty: 3859.228760 Iteration 10Q: 3 clusters Score -1.426484e+07 nChanged 4115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79132 members Mstep: Class 2 contains 64434 members Entering Unmasked Estep Score: -14265701.000000 Penalty: 3859.228760 Iteration 11Q: 3 clusters Score -1.42657e+07 nChanged 2171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79473 members Mstep: Class 2 contains 64093 members Entering Unmasked Estep Score: -14266020.000000 Penalty: 3859.228760 Iteration 12Q: 3 clusters Score -1.426602e+07 nChanged 1261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79794 members Mstep: Class 2 contains 63772 members Entering Unmasked Estep Score: -14266198.000000 Penalty: 3859.228760 Iteration 13Q: 3 clusters Score -1.42662e+07 nChanged 832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80092 members Mstep: Class 2 contains 63474 members Entering Unmasked Estep Score: -14266191.000000 Penalty: 3859.228760 Iteration 14Q: 3 clusters Score -1.426619e+07 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80339 members Mstep: Class 2 contains 63227 members Entering Unmasked Estep Score: -14266304.000000 Penalty: 3859.228760 Iteration 15Q: 3 clusters Score -1.42663e+07 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80565 members Mstep: Class 2 contains 63001 members Entering Unmasked Estep Score: -14266319.000000 Penalty: 3859.228760 Iteration 16Q: 3 clusters Score -1.426632e+07 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80770 members Mstep: Class 2 contains 62796 members Entering Unmasked Estep Score: -14266395.000000 Penalty: 3859.228760 Iteration 17Q: 3 clusters Score -1.42664e+07 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80996 members Mstep: Class 2 contains 62570 members Entering Unmasked Estep Score: -14266457.000000 Penalty: 3859.228760 Iteration 18Q: 3 clusters Score -1.426646e+07 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81183 members Mstep: Class 2 contains 62383 members Entering Unmasked Estep Score: -14266445.000000 Penalty: 3859.228760 Iteration 19Q: 3 clusters Score -1.426644e+07 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81390 members Mstep: Class 2 contains 62176 members Entering Unmasked Estep Score: -14266546.000000 Penalty: 3859.228760 Iteration 20F: 3 clusters Score -1.426655e+07 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81584 members Mstep: Class 2 contains 61982 members Entering Unmasked Estep Score: -14266563.000000 Penalty: 3859.228760 Iteration 21Q: 3 clusters Score -1.426656e+07 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81819 members Mstep: Class 2 contains 61747 members Entering Unmasked Estep Score: -14266621.000000 Penalty: 3859.228760 Iteration 22Q: 3 clusters Score -1.426662e+07 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82068 members Mstep: Class 2 contains 61498 members Entering Unmasked Estep Score: -14266722.000000 Penalty: 3859.228760 Iteration 23Q: 3 clusters Score -1.426672e+07 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82270 members Mstep: Class 2 contains 61296 members Entering Unmasked Estep Score: -14266764.000000 Penalty: 3859.228760 Iteration 24Q: 3 clusters Score -1.426676e+07 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82478 members Mstep: Class 2 contains 61088 members Entering Unmasked Estep Score: -14266862.000000 Penalty: 3859.228760 Iteration 25Q: 3 clusters Score -1.426686e+07 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82705 members Mstep: Class 2 contains 60861 members Entering Unmasked Estep Score: -14266905.000000 Penalty: 3859.228760 Iteration 26Q: 3 clusters Score -1.42669e+07 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82928 members Mstep: Class 2 contains 60638 members Entering Unmasked Estep Score: -14266977.000000 Penalty: 3859.228760 Iteration 27Q: 3 clusters Score -1.426698e+07 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83159 members Mstep: Class 2 contains 60407 members Entering Unmasked Estep Score: -14267016.000000 Penalty: 3859.228760 Iteration 28Q: 3 clusters Score -1.426702e+07 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83421 members Mstep: Class 2 contains 60145 members Entering Unmasked Estep Score: -14267058.000000 Penalty: 3859.228760 Iteration 29Q: 3 clusters Score -1.426706e+07 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83696 members Mstep: Class 2 contains 59870 members Entering Unmasked Estep Score: -14267119.000000 Penalty: 3859.228760 Iteration 30Q: 3 clusters Score -1.426712e+07 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84021 members Mstep: Class 2 contains 59545 members Entering Unmasked Estep Score: -14267155.000000 Penalty: 3859.228760 Iteration 31Q: 3 clusters Score -1.426716e+07 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84411 members Mstep: Class 2 contains 59155 members Entering Unmasked Estep Score: -14267171.000000 Penalty: 3859.228760 Iteration 32Q: 3 clusters Score -1.426717e+07 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84785 members Mstep: Class 2 contains 58781 members Entering Unmasked Estep Score: -14267188.000000 Penalty: 3859.228760 Iteration 33Q: 3 clusters Score -1.426719e+07 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85179 members Mstep: Class 2 contains 58387 members Entering Unmasked Estep Score: -14267241.000000 Penalty: 3859.228760 Iteration 34Q: 3 clusters Score -1.426724e+07 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85620 members Mstep: Class 2 contains 57946 members Entering Unmasked Estep Score: -14267275.000000 Penalty: 3859.228760 Iteration 35Q: 3 clusters Score -1.426728e+07 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86080 members Mstep: Class 2 contains 57486 members Entering Unmasked Estep Score: -14267329.000000 Penalty: 3859.228760 Iteration 36Q: 3 clusters Score -1.426733e+07 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86558 members Mstep: Class 2 contains 57008 members Entering Unmasked Estep Score: -14267364.000000 Penalty: 3859.228760 Iteration 37Q: 3 clusters Score -1.426736e+07 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87089 members Mstep: Class 2 contains 56477 members Entering Unmasked Estep Score: -14267419.000000 Penalty: 3859.228760 Iteration 38Q: 3 clusters Score -1.426742e+07 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87634 members Mstep: Class 2 contains 55932 members Entering Unmasked Estep Score: -14267448.000000 Penalty: 3859.228760 Iteration 39Q: 3 clusters Score -1.426745e+07 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88244 members Mstep: Class 2 contains 55322 members Entering Unmasked Estep Score: -14267502.000000 Penalty: 3859.228760 Iteration 40F: 3 clusters Score -1.42675e+07 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88915 members Mstep: Class 2 contains 54651 members Entering Unmasked Estep Score: -14267595.000000 Penalty: 3859.228760 Iteration 41Q: 3 clusters Score -1.42676e+07 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89636 members Mstep: Class 2 contains 53930 members Entering Unmasked Estep Score: -14267632.000000 Penalty: 3859.228760 Iteration 42Q: 3 clusters Score -1.426763e+07 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90420 members Mstep: Class 2 contains 53146 members Entering Unmasked Estep Score: -14267715.000000 Penalty: 3859.228760 Iteration 43Q: 3 clusters Score -1.426772e+07 nChanged 855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91255 members Mstep: Class 2 contains 52311 members Entering Unmasked Estep Score: -14267778.000000 Penalty: 3859.228760 Iteration 44Q: 3 clusters Score -1.426778e+07 nChanged 906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92141 members Mstep: Class 2 contains 51425 members Entering Unmasked Estep Score: -14267897.000000 Penalty: 3859.228760 Iteration 45Q: 3 clusters Score -1.42679e+07 nChanged 998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93123 members Mstep: Class 2 contains 50443 members Entering Unmasked Estep Score: -14267993.000000 Penalty: 3859.228760 Iteration 46Q: 3 clusters Score -1.426799e+07 nChanged 1056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94169 members Mstep: Class 2 contains 49397 members Entering Unmasked Estep Score: -14268220.000000 Penalty: 3859.228760 Iteration 47Q: 3 clusters Score -1.426822e+07 nChanged 1098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95261 members Mstep: Class 2 contains 48305 members Entering Unmasked Estep Score: -14268337.000000 Penalty: 3859.228760 Iteration 48Q: 3 clusters Score -1.426834e+07 nChanged 1241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96498 members Mstep: Class 2 contains 47068 members Entering Unmasked Estep Score: -14268500.000000 Penalty: 3859.228760 Iteration 49Q: 3 clusters Score -1.42685e+07 nChanged 1295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97783 members Mstep: Class 2 contains 45783 members Entering Unmasked Estep Score: -14268711.000000 Penalty: 3859.228760 Iteration 50Q: 3 clusters Score -1.426871e+07 nChanged 1434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99217 members Mstep: Class 2 contains 44349 members Entering Unmasked Estep Score: -14269019.000000 Penalty: 3859.228760 Iteration 51Q: 3 clusters Score -1.426902e+07 nChanged 1593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100810 members Mstep: Class 2 contains 42756 members Entering Unmasked Estep Score: -14269288.000000 Penalty: 3859.228760 Iteration 52Q: 3 clusters Score -1.426929e+07 nChanged 1750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102560 members Mstep: Class 2 contains 41006 members Entering Unmasked Estep Score: -14269611.000000 Penalty: 3859.228760 Iteration 53Q: 3 clusters Score -1.426961e+07 nChanged 1833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104393 members Mstep: Class 2 contains 39173 members Entering Unmasked Estep Score: -14269946.000000 Penalty: 3859.228760 Iteration 54Q: 3 clusters Score -1.426995e+07 nChanged 2017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106410 members Mstep: Class 2 contains 37156 members Entering Unmasked Estep Score: -14270469.000000 Penalty: 3859.228760 Iteration 55Q: 3 clusters Score -1.427047e+07 nChanged 2152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108562 members Mstep: Class 2 contains 35004 members Entering Unmasked Estep Score: -14270949.000000 Penalty: 3859.228760 Iteration 56Q: 3 clusters Score -1.427095e+07 nChanged 2256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110818 members Mstep: Class 2 contains 32748 members Entering Unmasked Estep Score: -14271550.000000 Penalty: 3859.228760 Iteration 57Q: 3 clusters Score -1.427155e+07 nChanged 2411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113229 members Mstep: Class 2 contains 30337 members Entering Unmasked Estep Score: -14272391.000000 Penalty: 3859.228760 Iteration 58Q: 3 clusters Score -1.427239e+07 nChanged 2548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115777 members Mstep: Class 2 contains 27789 members Entering Unmasked Estep Score: -14273335.000000 Penalty: 3859.228760 Iteration 59Q: 3 clusters Score -1.427334e+07 nChanged 2745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118522 members Mstep: Class 2 contains 25044 members Entering Unmasked Estep Score: -14274421.000000 Penalty: 3859.228760 Iteration 60F: 3 clusters Score -1.427442e+07 nChanged 2826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121348 members Mstep: Class 2 contains 22218 members Entering Unmasked Estep Score: -14275708.000000 Penalty: 3859.228760 Iteration 61Q: 3 clusters Score -1.427571e+07 nChanged 2937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124285 members Mstep: Class 2 contains 19281 members Entering Unmasked Estep Score: -14277126.000000 Penalty: 3859.228760 Iteration 62Q: 3 clusters Score -1.427713e+07 nChanged 3085 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127370 members Mstep: Class 2 contains 16196 members Entering Unmasked Estep Score: -14278846.000000 Penalty: 3859.228760 Iteration 63Q: 3 clusters Score -1.427885e+07 nChanged 2999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130369 members Mstep: Class 2 contains 13197 members Entering Unmasked Estep Score: -14280591.000000 Penalty: 3859.228760 Iteration 64Q: 3 clusters Score -1.428059e+07 nChanged 2907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133276 members Mstep: Class 2 contains 10290 members Entering Unmasked Estep Score: -14282718.000000 Penalty: 3859.228760 Iteration 65Q: 3 clusters Score -1.428272e+07 nChanged 2718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135994 members Mstep: Class 2 contains 7572 members Entering Unmasked Estep Score: -14284733.000000 Penalty: 3859.228760 Iteration 66Q: 3 clusters Score -1.428473e+07 nChanged 2394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138388 members Mstep: Class 2 contains 5178 members Entering Unmasked Estep Score: -14286593.000000 Penalty: 3859.228760 Iteration 67Q: 3 clusters Score -1.428659e+07 nChanged 1975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140363 members Mstep: Class 2 contains 3203 members Entering Unmasked Estep Score: -14288245.000000 Penalty: 3859.228760 Iteration 68Q: 3 clusters Score -1.428824e+07 nChanged 1388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141749 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -14289420.000000 Penalty: 3859.228760 Iteration 69Q: 3 clusters Score -1.428942e+07 nChanged 817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142566 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -14290096.000000 Penalty: 3859.228760 Iteration 70Q: 3 clusters Score -1.42901e+07 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142909 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -14290379.000000 Penalty: 3859.228760 Iteration 71Q: 3 clusters Score -1.429038e+07 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143085 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -14290530.000000 Penalty: 3859.228760 Iteration 72Q: 3 clusters Score -1.429053e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143186 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -14290609.000000 Penalty: 3859.228760 Iteration 73Q: 3 clusters Score -1.429061e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143242 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -14290676.000000 Penalty: 3859.228760 Iteration 74Q: 3 clusters Score -1.429068e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143279 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -14290693.000000 Penalty: 3859.228760 Iteration 75Q: 3 clusters Score -1.429069e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143300 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -14290714.000000 Penalty: 3859.228760 Iteration 76Q: 3 clusters Score -1.429071e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143320 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -14290731.000000 Penalty: 3859.228760 Iteration 77Q: 3 clusters Score -1.429073e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143328 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -14290747.000000 Penalty: 3859.228760 Iteration 78Q: 3 clusters Score -1.429075e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143334 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -14290746.000000 Penalty: 3859.228760 Iteration 79Q: 3 clusters Score -1.429075e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143341 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -14290751.000000 Penalty: 3859.228760 Iteration 80F: 3 clusters Score -1.429075e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143345 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -14290759.000000 Penalty: 3859.228760 Iteration 81Q: 3 clusters Score -1.429076e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143348 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -14290760.000000 Penalty: 3859.228760 Iteration 82Q: 3 clusters Score -1.429076e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143351 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -14290770.000000 Penalty: 3859.228760 Iteration 83Q: 3 clusters Score -1.429077e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143351 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -14290779.000000 Penalty: 3859.228760 Iteration 84Q: 3 clusters Score -1.429078e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143352 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -14290780.000000 Penalty: 3859.228760 Iteration 85Q: 3 clusters Score -1.429078e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143352 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -14290780.000000 Penalty: 3859.228760 Iteration 86F: 3 clusters Score -1.429078e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (3066 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3066 members Entering Unmasked Estep Score: -262664.500000 Penalty: 1304.570923 Iteration 0F: 2 clusters Score -262664.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -259924.265625 Penalty: 2609.141846 Iteration 0F: 3 clusters Score -259924.3 nChanged 1124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -260626.593750 Penalty: 2609.141846 Iteration 1F: 3 clusters Score -260626.6 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -260922.312500 Penalty: 2609.141846 Iteration 2F: 3 clusters Score -260922.3 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -261174.046875 Penalty: 2609.141846 Iteration 3F: 3 clusters Score -261174 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -261295.984375 Penalty: 2609.141846 Iteration 4F: 3 clusters Score -261296 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -261376.875000 Penalty: 2609.141846 Iteration 5Q: 3 clusters Score -261376.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -261445.984375 Penalty: 2609.141846 Iteration 6Q: 3 clusters Score -261446 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -261528.281250 Penalty: 2609.141846 Iteration 7Q: 3 clusters Score -261528.3 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -261591.890625 Penalty: 2609.141846 Iteration 8Q: 3 clusters Score -261591.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -261648.765625 Penalty: 2609.141846 Iteration 9Q: 3 clusters Score -261648.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -261710.234375 Penalty: 2609.141846 Iteration 10Q: 3 clusters Score -261710.2 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -261792.343750 Penalty: 2609.141846 Iteration 11Q: 3 clusters Score -261792.3 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -261860.828125 Penalty: 2609.141846 Iteration 12Q: 3 clusters Score -261860.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -261925.953125 Penalty: 2609.141846 Iteration 13Q: 3 clusters Score -261926 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -261992.078125 Penalty: 2609.141846 Iteration 14Q: 3 clusters Score -261992.1 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -262071.859375 Penalty: 2609.141846 Iteration 15Q: 3 clusters Score -262071.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -262136.000000 Penalty: 2609.141846 Iteration 16Q: 3 clusters Score -262136 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -262206.937500 Penalty: 2609.141846 Iteration 17Q: 3 clusters Score -262206.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -262275.593750 Penalty: 2609.141846 Iteration 18Q: 3 clusters Score -262275.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -262321.031250 Penalty: 2609.141846 Iteration 19Q: 3 clusters Score -262321 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2479 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -262378.343750 Penalty: 2609.141846 Iteration 20F: 3 clusters Score -262378.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2521 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -262426.593750 Penalty: 2609.141846 Iteration 21Q: 3 clusters Score -262426.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -262458.406250 Penalty: 2609.141846 Iteration 22Q: 3 clusters Score -262458.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2566 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -262489.500000 Penalty: 2609.141846 Iteration 23Q: 3 clusters Score -262489.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2584 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -262521.312500 Penalty: 2609.141846 Iteration 24Q: 3 clusters Score -262521.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2602 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -262550.687500 Penalty: 2609.141846 Iteration 25Q: 3 clusters Score -262550.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2617 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -262572.781250 Penalty: 2609.141846 Iteration 26Q: 3 clusters Score -262572.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2631 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -262598.125000 Penalty: 2609.141846 Iteration 27Q: 3 clusters Score -262598.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -262612.531250 Penalty: 2609.141846 Iteration 28Q: 3 clusters Score -262612.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2650 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -262622.562500 Penalty: 2609.141846 Iteration 29Q: 3 clusters Score -262622.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2650 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -262622.562500 Penalty: 2609.141846 Iteration 30F: 3 clusters Score -262622.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (2393 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Entering Unmasked Estep Score: -237282.328125 Penalty: 1264.299194 Iteration 0F: 2 clusters Score -237282.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -234947.421875 Penalty: 2528.598389 Iteration 0F: 3 clusters Score -234947.4 nChanged 863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -235488.406250 Penalty: 2528.598389 Iteration 1F: 3 clusters Score -235488.4 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -235629.937500 Penalty: 2528.598389 Iteration 2F: 3 clusters Score -235629.9 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -235715.078125 Penalty: 2528.598389 Iteration 3F: 3 clusters Score -235715.1 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -235778.000000 Penalty: 2528.598389 Iteration 4Q: 3 clusters Score -235778 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -235831.140625 Penalty: 2528.598389 Iteration 5Q: 3 clusters Score -235831.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -235875.812500 Penalty: 2528.598389 Iteration 6Q: 3 clusters Score -235875.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -235910.703125 Penalty: 2528.598389 Iteration 7Q: 3 clusters Score -235910.7 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -235948.656250 Penalty: 2528.598389 Iteration 8Q: 3 clusters Score -235948.7 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -235987.015625 Penalty: 2528.598389 Iteration 9Q: 3 clusters Score -235987 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -236017.531250 Penalty: 2528.598389 Iteration 10Q: 3 clusters Score -236017.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -236043.640625 Penalty: 2528.598389 Iteration 11Q: 3 clusters Score -236043.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -236059.718750 Penalty: 2528.598389 Iteration 12Q: 3 clusters Score -236059.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -236074.359375 Penalty: 2528.598389 Iteration 13Q: 3 clusters Score -236074.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -236095.890625 Penalty: 2528.598389 Iteration 14Q: 3 clusters Score -236095.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -236122.000000 Penalty: 2528.598389 Iteration 15Q: 3 clusters Score -236122 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -236159.000000 Penalty: 2528.598389 Iteration 16Q: 3 clusters Score -236159 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -236194.796875 Penalty: 2528.598389 Iteration 17Q: 3 clusters Score -236194.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -236214.640625 Penalty: 2528.598389 Iteration 18Q: 3 clusters Score -236214.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1911 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -236224.250000 Penalty: 2528.598389 Iteration 19Q: 3 clusters Score -236224.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -236230.421875 Penalty: 2528.598389 Iteration 20F: 3 clusters Score -236230.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -236239.750000 Penalty: 2528.598389 Iteration 21Q: 3 clusters Score -236239.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -236248.156250 Penalty: 2528.598389 Iteration 22Q: 3 clusters Score -236248.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -236253.796875 Penalty: 2528.598389 Iteration 23Q: 3 clusters Score -236253.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -236257.437500 Penalty: 2528.598389 Iteration 24Q: 3 clusters Score -236257.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -236259.781250 Penalty: 2528.598389 Iteration 25Q: 3 clusters Score -236259.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -236259.796875 Penalty: 2528.598389 Iteration 26Q: 3 clusters Score -236259.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -236259.796875 Penalty: 2528.598389 Iteration 27F: 3 clusters Score -236259.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (5053 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5053 members Entering Unmasked Estep Score: -472611.375000 Penalty: 1385.757324 Iteration 0F: 2 clusters Score -472611.4 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 2451 members Entering Unmasked Estep Score: -468626.093750 Penalty: 2771.514648 Iteration 0F: 3 clusters Score -468626.1 nChanged 2034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -469749.843750 Penalty: 2771.514648 Iteration 1F: 3 clusters Score -469749.8 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2821 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -469938.156250 Penalty: 2771.514648 Iteration 2F: 3 clusters Score -469938.2 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2909 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -470114.718750 Penalty: 2771.514648 Iteration 3F: 3 clusters Score -470114.7 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3013 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -470307.437500 Penalty: 2771.514648 Iteration 4Q: 3 clusters Score -470307.4 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3112 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -470493.531250 Penalty: 2771.514648 Iteration 5F: 3 clusters Score -470493.5 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3185 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -470674.500000 Penalty: 2771.514648 Iteration 6Q: 3 clusters Score -470674.5 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3260 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -470820.312500 Penalty: 2771.514648 Iteration 7Q: 3 clusters Score -470820.3 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3333 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -470928.125000 Penalty: 2771.514648 Iteration 8Q: 3 clusters Score -470928.1 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3407 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -471017.000000 Penalty: 2771.514648 Iteration 9Q: 3 clusters Score -471017 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3483 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -471100.656250 Penalty: 2771.514648 Iteration 10Q: 3 clusters Score -471100.7 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3549 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -471165.468750 Penalty: 2771.514648 Iteration 11Q: 3 clusters Score -471165.5 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3589 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -471215.437500 Penalty: 2771.514648 Iteration 12Q: 3 clusters Score -471215.4 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3649 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -471266.812500 Penalty: 2771.514648 Iteration 13Q: 3 clusters Score -471266.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3702 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -471306.906250 Penalty: 2771.514648 Iteration 14Q: 3 clusters Score -471306.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3741 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -471334.312500 Penalty: 2771.514648 Iteration 15Q: 3 clusters Score -471334.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3780 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -471354.625000 Penalty: 2771.514648 Iteration 16Q: 3 clusters Score -471354.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3813 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -471372.437500 Penalty: 2771.514648 Iteration 17Q: 3 clusters Score -471372.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3841 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -471387.218750 Penalty: 2771.514648 Iteration 18Q: 3 clusters Score -471387.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3861 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -471395.125000 Penalty: 2771.514648 Iteration 19Q: 3 clusters Score -471395.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3875 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -471401.250000 Penalty: 2771.514648 Iteration 20F: 3 clusters Score -471401.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3890 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -471409.156250 Penalty: 2771.514648 Iteration 21Q: 3 clusters Score -471409.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3911 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -471417.187500 Penalty: 2771.514648 Iteration 22Q: 3 clusters Score -471417.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3931 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -471428.000000 Penalty: 2771.514648 Iteration 23Q: 3 clusters Score -471428 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3952 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -471435.906250 Penalty: 2771.514648 Iteration 24Q: 3 clusters Score -471435.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3966 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -471437.875000 Penalty: 2771.514648 Iteration 25Q: 3 clusters Score -471437.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3976 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -471442.500000 Penalty: 2771.514648 Iteration 26Q: 3 clusters Score -471442.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3985 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -471446.500000 Penalty: 2771.514648 Iteration 27Q: 3 clusters Score -471446.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3993 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -471448.812500 Penalty: 2771.514648 Iteration 28Q: 3 clusters Score -471448.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4001 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -471452.218750 Penalty: 2771.514648 Iteration 29Q: 3 clusters Score -471452.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4007 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -471454.593750 Penalty: 2771.514648 Iteration 30Q: 3 clusters Score -471454.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4011 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -471455.593750 Penalty: 2771.514648 Iteration 31Q: 3 clusters Score -471455.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4016 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -471458.218750 Penalty: 2771.514648 Iteration 32Q: 3 clusters Score -471458.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4024 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -471460.031250 Penalty: 2771.514648 Iteration 33Q: 3 clusters Score -471460 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4031 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -471462.750000 Penalty: 2771.514648 Iteration 34Q: 3 clusters Score -471462.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4042 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -471465.281250 Penalty: 2771.514648 Iteration 35Q: 3 clusters Score -471465.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4058 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -471471.406250 Penalty: 2771.514648 Iteration 36Q: 3 clusters Score -471471.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4074 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -471475.625000 Penalty: 2771.514648 Iteration 37Q: 3 clusters Score -471475.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4083 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -471480.500000 Penalty: 2771.514648 Iteration 38Q: 3 clusters Score -471480.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4096 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -471486.531250 Penalty: 2771.514648 Iteration 39Q: 3 clusters Score -471486.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4107 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -471492.062500 Penalty: 2771.514648 Iteration 40F: 3 clusters Score -471492.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4114 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -471495.218750 Penalty: 2771.514648 Iteration 41Q: 3 clusters Score -471495.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4127 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -471501.156250 Penalty: 2771.514648 Iteration 42Q: 3 clusters Score -471501.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4138 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -471504.562500 Penalty: 2771.514648 Iteration 43Q: 3 clusters Score -471504.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4146 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -471508.125000 Penalty: 2771.514648 Iteration 44Q: 3 clusters Score -471508.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4153 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -471510.656250 Penalty: 2771.514648 Iteration 45Q: 3 clusters Score -471510.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4157 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -471511.156250 Penalty: 2771.514648 Iteration 46Q: 3 clusters Score -471511.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4160 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -471511.906250 Penalty: 2771.514648 Iteration 47Q: 3 clusters Score -471511.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4160 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -471511.906250 Penalty: 2771.514648 Iteration 48F: 3 clusters Score -471511.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (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: -58559.242188 Penalty: 1072.036133 Iteration 0F: 2 clusters Score -58559.24 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -57348.507812 Penalty: 2144.072266 Iteration 0F: 3 clusters Score -57348.51 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -57613.441406 Penalty: 2144.072266 Iteration 1F: 3 clusters Score -57613.44 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -57717.042969 Penalty: 2144.072266 Iteration 2F: 3 clusters Score -57717.04 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -57797.457031 Penalty: 2144.072266 Iteration 3F: 3 clusters Score -57797.46 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -57847.582031 Penalty: 2144.072266 Iteration 4Q: 3 clusters Score -57847.58 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -57881.394531 Penalty: 2144.072266 Iteration 5Q: 3 clusters Score -57881.39 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -57914.117188 Penalty: 2144.072266 Iteration 6Q: 3 clusters Score -57914.12 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -57961.097656 Penalty: 2144.072266 Iteration 7Q: 3 clusters Score -57961.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -57991.105469 Penalty: 2144.072266 Iteration 8Q: 3 clusters Score -57991.11 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -58023.445312 Penalty: 2144.072266 Iteration 9Q: 3 clusters Score -58023.45 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -58089.820312 Penalty: 2144.072266 Iteration 10Q: 3 clusters Score -58089.82 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -58110.699219 Penalty: 2144.072266 Iteration 11Q: 3 clusters Score -58110.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -58157.777344 Penalty: 2144.072266 Iteration 12Q: 3 clusters Score -58157.78 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -58229.394531 Penalty: 2144.072266 Iteration 13Q: 3 clusters Score -58229.39 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -58263.687500 Penalty: 2144.072266 Iteration 14Q: 3 clusters Score -58263.69 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -58285.058594 Penalty: 2144.072266 Iteration 15Q: 3 clusters Score -58285.06 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -58298.250000 Penalty: 2144.072266 Iteration 16Q: 3 clusters Score -58298.25 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -58314.414062 Penalty: 2144.072266 Iteration 17Q: 3 clusters Score -58314.41 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -58333.273438 Penalty: 2144.072266 Iteration 18Q: 3 clusters Score -58333.27 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -58339.375000 Penalty: 2144.072266 Iteration 19Q: 3 clusters Score -58339.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -58348.890625 Penalty: 2144.072266 Iteration 20F: 3 clusters Score -58348.89 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -58360.949219 Penalty: 2144.072266 Iteration 21Q: 3 clusters Score -58360.95 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -58368.617188 Penalty: 2144.072266 Iteration 22Q: 3 clusters Score -58368.62 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -58373.203125 Penalty: 2144.072266 Iteration 23Q: 3 clusters Score -58373.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -58379.457031 Penalty: 2144.072266 Iteration 24Q: 3 clusters Score -58379.46 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -58382.679688 Penalty: 2144.072266 Iteration 25Q: 3 clusters Score -58382.68 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -58399.691406 Penalty: 2144.072266 Iteration 26Q: 3 clusters Score -58399.69 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -58410.507812 Penalty: 2144.072266 Iteration 27Q: 3 clusters Score -58410.51 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -58414.628906 Penalty: 2144.072266 Iteration 28Q: 3 clusters Score -58414.63 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -58417.429688 Penalty: 2144.072266 Iteration 29Q: 3 clusters Score -58417.43 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -58417.429688 Penalty: 2144.072266 Iteration 30F: 3 clusters Score -58417.43 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1416 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Entering Unmasked Estep Score: -133763.015625 Penalty: 1179.033569 Iteration 0F: 2 clusters Score -133763 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -132061.671875 Penalty: 2358.067139 Iteration 0F: 3 clusters Score -132061.7 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -132485.515625 Penalty: 2358.067139 Iteration 1F: 3 clusters Score -132485.5 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -132628.453125 Penalty: 2358.067139 Iteration 2F: 3 clusters Score -132628.5 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -132727.703125 Penalty: 2358.067139 Iteration 3F: 3 clusters Score -132727.7 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -132812.875000 Penalty: 2358.067139 Iteration 4F: 3 clusters Score -132812.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -132870.515625 Penalty: 2358.067139 Iteration 5Q: 3 clusters Score -132870.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -132920.015625 Penalty: 2358.067139 Iteration 6Q: 3 clusters Score -132920 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -132951.484375 Penalty: 2358.067139 Iteration 7Q: 3 clusters Score -132951.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -132973.843750 Penalty: 2358.067139 Iteration 8Q: 3 clusters Score -132973.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -132990.781250 Penalty: 2358.067139 Iteration 9Q: 3 clusters Score -132990.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -133008.218750 Penalty: 2358.067139 Iteration 10Q: 3 clusters Score -133008.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -133024.593750 Penalty: 2358.067139 Iteration 11Q: 3 clusters Score -133024.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -133038.734375 Penalty: 2358.067139 Iteration 12Q: 3 clusters Score -133038.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -133046.015625 Penalty: 2358.067139 Iteration 13Q: 3 clusters Score -133046 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -133056.234375 Penalty: 2358.067139 Iteration 14Q: 3 clusters Score -133056.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -133067.484375 Penalty: 2358.067139 Iteration 15Q: 3 clusters Score -133067.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -133080.953125 Penalty: 2358.067139 Iteration 16Q: 3 clusters Score -133081 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -133101.078125 Penalty: 2358.067139 Iteration 17Q: 3 clusters Score -133101.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -133117.250000 Penalty: 2358.067139 Iteration 18Q: 3 clusters Score -133117.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -133136.109375 Penalty: 2358.067139 Iteration 19Q: 3 clusters Score -133136.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -133166.859375 Penalty: 2358.067139 Iteration 20F: 3 clusters Score -133166.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -133176.187500 Penalty: 2358.067139 Iteration 21Q: 3 clusters Score -133176.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -133181.906250 Penalty: 2358.067139 Iteration 22Q: 3 clusters Score -133181.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -133182.390625 Penalty: 2358.067139 Iteration 23Q: 3 clusters Score -133182.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -133182.390625 Penalty: 2358.067139 Iteration 24F: 3 clusters Score -133182.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (34996 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34996 members Entering Unmasked Estep Score: -3358392.500000 Penalty: 1700.235718 Iteration 0F: 2 clusters Score -3358392 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17718 members Mstep: Class 2 contains 17278 members Entering Unmasked Estep Score: -3335028.000000 Penalty: 3400.471436 Iteration 0F: 3 clusters Score -3335028 nChanged 16030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19802 members Mstep: Class 2 contains 15194 members Entering Unmasked Estep Score: -3344517.250000 Penalty: 3400.471436 Iteration 1F: 3 clusters Score -3344517 nChanged 1845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20947 members Mstep: Class 2 contains 14049 members Entering Unmasked Estep Score: -3345349.000000 Penalty: 3400.471436 Iteration 2F: 3 clusters Score -3345349 nChanged 1986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22499 members Mstep: Class 2 contains 12497 members Entering Unmasked Estep Score: -3346408.750000 Penalty: 3400.471436 Iteration 3F: 3 clusters Score -3346409 nChanged 2215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24454 members Mstep: Class 2 contains 10542 members Entering Unmasked Estep Score: -3347816.000000 Penalty: 3400.471436 Iteration 4F: 3 clusters Score -3347816 nChanged 2527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26847 members Mstep: Class 2 contains 8149 members Entering Unmasked Estep Score: -3349858.500000 Penalty: 3400.471436 Iteration 5F: 3 clusters Score -3349858 nChanged 2591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29368 members Mstep: Class 2 contains 5628 members Entering Unmasked Estep Score: -3352147.500000 Penalty: 3400.471436 Iteration 6F: 3 clusters Score -3352148 nChanged 2161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31507 members Mstep: Class 2 contains 3489 members Entering Unmasked Estep Score: -3354175.000000 Penalty: 3400.471436 Iteration 7F: 3 clusters Score -3354175 nChanged 1503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33002 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -3355593.750000 Penalty: 3400.471436 Iteration 8Q: 3 clusters Score -3355594 nChanged 789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33785 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -3356311.500000 Penalty: 3400.471436 Iteration 9Q: 3 clusters Score -3356312 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34132 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -3356666.500000 Penalty: 3400.471436 Iteration 10Q: 3 clusters Score -3356666 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34305 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -3356850.000000 Penalty: 3400.471436 Iteration 11Q: 3 clusters Score -3356850 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34375 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -3356943.000000 Penalty: 3400.471436 Iteration 12Q: 3 clusters Score -3356943 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34422 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -3357005.250000 Penalty: 3400.471436 Iteration 13Q: 3 clusters Score -3357005 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34454 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -3357044.000000 Penalty: 3400.471436 Iteration 14Q: 3 clusters Score -3357044 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34472 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -3357064.000000 Penalty: 3400.471436 Iteration 15Q: 3 clusters Score -3357064 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34483 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -3357073.000000 Penalty: 3400.471436 Iteration 16Q: 3 clusters Score -3357073 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34487 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -3357075.000000 Penalty: 3400.471436 Iteration 17Q: 3 clusters Score -3357075 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34489 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -3357081.750000 Penalty: 3400.471436 Iteration 18Q: 3 clusters Score -3357082 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34492 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -3357080.250000 Penalty: 3400.471436 Iteration 19Q: 3 clusters Score -3357080 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34495 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -3357080.500000 Penalty: 3400.471436 Iteration 20F: 3 clusters Score -3357080 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34500 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -3357086.500000 Penalty: 3400.471436 Iteration 21Q: 3 clusters Score -3357086 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34505 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -3357087.500000 Penalty: 3400.471436 Iteration 22Q: 3 clusters Score -3357088 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34510 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -3357090.750000 Penalty: 3400.471436 Iteration 23Q: 3 clusters Score -3357091 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34514 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -3357092.250000 Penalty: 3400.471436 Iteration 24Q: 3 clusters Score -3357092 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34516 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -3357095.000000 Penalty: 3400.471436 Iteration 25Q: 3 clusters Score -3357095 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34516 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -3357095.000000 Penalty: 3400.471436 Iteration 26F: 3 clusters Score -3357095 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (6399 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6399 members Entering Unmasked Estep Score: -622881.062500 Penalty: 1424.133301 Iteration 0F: 2 clusters Score -622881.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3191 members Mstep: Class 2 contains 3208 members Entering Unmasked Estep Score: -618003.000000 Penalty: 2848.266602 Iteration 0F: 3 clusters Score -618003 nChanged 2691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3074 members Mstep: Class 2 contains 3325 members Entering Unmasked Estep Score: -619482.312500 Penalty: 2848.266602 Iteration 1F: 3 clusters Score -619482.3 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3025 members Mstep: Class 2 contains 3374 members Entering Unmasked Estep Score: -619664.750000 Penalty: 2848.266602 Iteration 2F: 3 clusters Score -619664.8 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 3438 members Entering Unmasked Estep Score: -619789.625000 Penalty: 2848.266602 Iteration 3Q: 3 clusters Score -619789.6 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2883 members Mstep: Class 2 contains 3516 members Entering Unmasked Estep Score: -619906.187500 Penalty: 2848.266602 Iteration 4Q: 3 clusters Score -619906.2 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2789 members Mstep: Class 2 contains 3610 members Entering Unmasked Estep Score: -620017.500000 Penalty: 2848.266602 Iteration 5Q: 3 clusters Score -620017.5 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2703 members Mstep: Class 2 contains 3696 members Entering Unmasked Estep Score: -620128.687500 Penalty: 2848.266602 Iteration 6Q: 3 clusters Score -620128.7 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2599 members Mstep: Class 2 contains 3800 members Entering Unmasked Estep Score: -620212.437500 Penalty: 2848.266602 Iteration 7Q: 3 clusters Score -620212.4 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2489 members Mstep: Class 2 contains 3910 members Entering Unmasked Estep Score: -620295.125000 Penalty: 2848.266602 Iteration 8Q: 3 clusters Score -620295.1 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 4028 members Entering Unmasked Estep Score: -620395.500000 Penalty: 2848.266602 Iteration 9Q: 3 clusters Score -620395.5 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 4142 members Entering Unmasked Estep Score: -620496.750000 Penalty: 2848.266602 Iteration 10Q: 3 clusters Score -620496.8 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 4274 members Entering Unmasked Estep Score: -620600.437500 Penalty: 2848.266602 Iteration 11Q: 3 clusters Score -620600.4 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 4430 members Entering Unmasked Estep Score: -620714.937500 Penalty: 2848.266602 Iteration 12Q: 3 clusters Score -620714.9 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 4573 members Entering Unmasked Estep Score: -620822.875000 Penalty: 2848.266602 Iteration 13Q: 3 clusters Score -620822.9 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 4723 members Entering Unmasked Estep Score: -620942.750000 Penalty: 2848.266602 Iteration 14Q: 3 clusters Score -620942.8 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 4875 members Entering Unmasked Estep Score: -621076.750000 Penalty: 2848.266602 Iteration 15Q: 3 clusters Score -621076.8 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 5039 members Entering Unmasked Estep Score: -621221.375000 Penalty: 2848.266602 Iteration 16Q: 3 clusters Score -621221.4 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 5163 members Entering Unmasked Estep Score: -621329.812500 Penalty: 2848.266602 Iteration 17Q: 3 clusters Score -621329.8 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 5248 members Entering Unmasked Estep Score: -621412.437500 Penalty: 2848.266602 Iteration 18Q: 3 clusters Score -621412.4 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 5332 members Entering Unmasked Estep Score: -621492.062500 Penalty: 2848.266602 Iteration 19Q: 3 clusters Score -621492.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 5401 members Entering Unmasked Estep Score: -621551.125000 Penalty: 2848.266602 Iteration 20F: 3 clusters Score -621551.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 5453 members Entering Unmasked Estep Score: -621605.062500 Penalty: 2848.266602 Iteration 21Q: 3 clusters Score -621605.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 5505 members Entering Unmasked Estep Score: -621662.187500 Penalty: 2848.266602 Iteration 22Q: 3 clusters Score -621662.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 5551 members Entering Unmasked Estep Score: -621708.125000 Penalty: 2848.266602 Iteration 23Q: 3 clusters Score -621708.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 5591 members Entering Unmasked Estep Score: -621732.750000 Penalty: 2848.266602 Iteration 24Q: 3 clusters Score -621732.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 5616 members Entering Unmasked Estep Score: -621748.562500 Penalty: 2848.266602 Iteration 25Q: 3 clusters Score -621748.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 5637 members Entering Unmasked Estep Score: -621758.625000 Penalty: 2848.266602 Iteration 26Q: 3 clusters Score -621758.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 5653 members Entering Unmasked Estep Score: -621767.500000 Penalty: 2848.266602 Iteration 27Q: 3 clusters Score -621767.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 5666 members Entering Unmasked Estep Score: -621772.250000 Penalty: 2848.266602 Iteration 28Q: 3 clusters Score -621772.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 5669 members Entering Unmasked Estep Score: -621774.125000 Penalty: 2848.266602 Iteration 29Q: 3 clusters Score -621774.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 5670 members Entering Unmasked Estep Score: -621773.500000 Penalty: 2848.266602 Iteration 30Q: 3 clusters Score -621773.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 5669 members Entering Unmasked Estep Score: -621774.937500 Penalty: 2848.266602 Iteration 31Q: 3 clusters Score -621774.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 5669 members Entering Unmasked Estep Score: -621774.937500 Penalty: 2848.266602 Iteration 32F: 3 clusters Score -621774.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (258 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Entering Unmasked Estep Score: -18450.476562 Penalty: 902.355896 Iteration 0F: 2 clusters Score -18450.48 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -17655.960938 Penalty: 1804.711792 Iteration 0F: 3 clusters Score -17655.96 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -17719.056641 Penalty: 1804.711792 Iteration 1F: 3 clusters Score -17719.06 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -17733.580078 Penalty: 1804.711792 Iteration 2Q: 3 clusters Score -17733.58 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -17736.800781 Penalty: 1804.711792 Iteration 3Q: 3 clusters Score -17736.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -17742.125000 Penalty: 1804.711792 Iteration 4Q: 3 clusters Score -17742.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -17742.125000 Penalty: 1804.711792 Iteration 5F: 3 clusters Score -17742.12 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1125 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Entering Unmasked Estep Score: -102115.179688 Penalty: 1141.650024 Iteration 0F: 2 clusters Score -102115.2 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 529 members Entering Unmasked Estep Score: -100677.750000 Penalty: 2283.300049 Iteration 0F: 3 clusters Score -100677.8 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -101137.507812 Penalty: 2283.300049 Iteration 1F: 3 clusters Score -101137.5 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -101292.757812 Penalty: 2283.300049 Iteration 2F: 3 clusters Score -101292.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -101377.476562 Penalty: 2283.300049 Iteration 3F: 3 clusters Score -101377.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -101432.890625 Penalty: 2283.300049 Iteration 4Q: 3 clusters Score -101432.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -101469.429688 Penalty: 2283.300049 Iteration 5Q: 3 clusters Score -101469.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -101506.625000 Penalty: 2283.300049 Iteration 6Q: 3 clusters Score -101506.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -101549.695312 Penalty: 2283.300049 Iteration 7Q: 3 clusters Score -101549.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -101577.484375 Penalty: 2283.300049 Iteration 8Q: 3 clusters Score -101577.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -101605.632812 Penalty: 2283.300049 Iteration 9Q: 3 clusters Score -101605.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -101635.054688 Penalty: 2283.300049 Iteration 10Q: 3 clusters Score -101635.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -101661.679688 Penalty: 2283.300049 Iteration 11Q: 3 clusters Score -101661.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -101679.203125 Penalty: 2283.300049 Iteration 12Q: 3 clusters Score -101679.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -101688.539062 Penalty: 2283.300049 Iteration 13Q: 3 clusters Score -101688.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -101691.789062 Penalty: 2283.300049 Iteration 14Q: 3 clusters Score -101691.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -101691.789062 Penalty: 2283.300049 Iteration 15F: 3 clusters Score -101691.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (14196 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14196 members Entering Unmasked Estep Score: -1325987.375000 Penalty: 1553.616333 Iteration 0F: 2 clusters Score -1325987 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7158 members Mstep: Class 2 contains 7038 members Entering Unmasked Estep Score: -1316208.750000 Penalty: 3107.232666 Iteration 0F: 3 clusters Score -1316209 nChanged 6190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7634 members Mstep: Class 2 contains 6562 members Entering Unmasked Estep Score: -1319584.250000 Penalty: 3107.232666 Iteration 1F: 3 clusters Score -1319584 nChanged 846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7934 members Mstep: Class 2 contains 6262 members Entering Unmasked Estep Score: -1319981.250000 Penalty: 3107.232666 Iteration 2F: 3 clusters Score -1319981 nChanged 819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8289 members Mstep: Class 2 contains 5907 members Entering Unmasked Estep Score: -1320393.250000 Penalty: 3107.232666 Iteration 3F: 3 clusters Score -1320393 nChanged 807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8760 members Mstep: Class 2 contains 5436 members Entering Unmasked Estep Score: -1320927.000000 Penalty: 3107.232666 Iteration 4F: 3 clusters Score -1320927 nChanged 934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9356 members Mstep: Class 2 contains 4840 members Entering Unmasked Estep Score: -1321617.375000 Penalty: 3107.232666 Iteration 5F: 3 clusters Score -1321617 nChanged 959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9999 members Mstep: Class 2 contains 4197 members Entering Unmasked Estep Score: -1322439.750000 Penalty: 3107.232666 Iteration 6F: 3 clusters Score -1322440 nChanged 891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10500 members Mstep: Class 2 contains 3696 members Entering Unmasked Estep Score: -1323249.125000 Penalty: 3107.232666 Iteration 7F: 3 clusters Score -1323249 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10813 members Mstep: Class 2 contains 3383 members Entering Unmasked Estep Score: -1323884.750000 Penalty: 3107.232666 Iteration 8F: 3 clusters Score -1323885 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11041 members Mstep: Class 2 contains 3155 members Entering Unmasked Estep Score: -1324324.625000 Penalty: 3107.232666 Iteration 9Q: 3 clusters Score -1324325 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11201 members Mstep: Class 2 contains 2995 members Entering Unmasked Estep Score: -1324607.375000 Penalty: 3107.232666 Iteration 10Q: 3 clusters Score -1324607 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11326 members Mstep: Class 2 contains 2870 members Entering Unmasked Estep Score: -1324735.000000 Penalty: 3107.232666 Iteration 11Q: 3 clusters Score -1324735 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11422 members Mstep: Class 2 contains 2774 members Entering Unmasked Estep Score: -1324818.250000 Penalty: 3107.232666 Iteration 12Q: 3 clusters Score -1324818 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11511 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -1324877.625000 Penalty: 3107.232666 Iteration 13Q: 3 clusters Score -1324878 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11588 members Mstep: Class 2 contains 2608 members Entering Unmasked Estep Score: -1324921.875000 Penalty: 3107.232666 Iteration 14Q: 3 clusters Score -1324922 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11642 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -1324957.125000 Penalty: 3107.232666 Iteration 15Q: 3 clusters Score -1324957 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11697 members Mstep: Class 2 contains 2499 members Entering Unmasked Estep Score: -1324999.875000 Penalty: 3107.232666 Iteration 16Q: 3 clusters Score -1325000 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11763 members Mstep: Class 2 contains 2433 members Entering Unmasked Estep Score: -1325040.000000 Penalty: 3107.232666 Iteration 17Q: 3 clusters Score -1325040 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11805 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -1325063.125000 Penalty: 3107.232666 Iteration 18Q: 3 clusters Score -1325063 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11849 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -1325074.750000 Penalty: 3107.232666 Iteration 19Q: 3 clusters Score -1325075 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11879 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -1325081.750000 Penalty: 3107.232666 Iteration 20F: 3 clusters Score -1325082 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11900 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -1325090.000000 Penalty: 3107.232666 Iteration 21Q: 3 clusters Score -1325090 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11917 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -1325095.000000 Penalty: 3107.232666 Iteration 22Q: 3 clusters Score -1325095 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11939 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -1325098.375000 Penalty: 3107.232666 Iteration 23Q: 3 clusters Score -1325098 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11950 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -1325103.375000 Penalty: 3107.232666 Iteration 24Q: 3 clusters Score -1325103 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11966 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -1325108.125000 Penalty: 3107.232666 Iteration 25Q: 3 clusters Score -1325108 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11977 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -1325115.875000 Penalty: 3107.232666 Iteration 26Q: 3 clusters Score -1325116 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11988 members Mstep: Class 2 contains 2208 members Entering Unmasked Estep Score: -1325117.500000 Penalty: 3107.232666 Iteration 27Q: 3 clusters Score -1325118 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11995 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -1325121.875000 Penalty: 3107.232666 Iteration 28Q: 3 clusters Score -1325122 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12008 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -1325121.500000 Penalty: 3107.232666 Iteration 29Q: 3 clusters Score -1325122 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12022 members Mstep: Class 2 contains 2174 members Entering Unmasked Estep Score: -1325125.125000 Penalty: 3107.232666 Iteration 30Q: 3 clusters Score -1325125 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12034 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -1325125.375000 Penalty: 3107.232666 Iteration 31Q: 3 clusters Score -1325125 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12044 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -1325126.125000 Penalty: 3107.232666 Iteration 32Q: 3 clusters Score -1325126 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12054 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -1325128.750000 Penalty: 3107.232666 Iteration 33Q: 3 clusters Score -1325129 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12065 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -1325130.000000 Penalty: 3107.232666 Iteration 34Q: 3 clusters Score -1325130 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12070 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -1325132.000000 Penalty: 3107.232666 Iteration 35Q: 3 clusters Score -1325132 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12076 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -1325133.875000 Penalty: 3107.232666 Iteration 36Q: 3 clusters Score -1325134 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12079 members Mstep: Class 2 contains 2117 members Entering Unmasked Estep Score: -1325132.750000 Penalty: 3107.232666 Iteration 37Q: 3 clusters Score -1325133 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12081 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -1325132.750000 Penalty: 3107.232666 Iteration 38Q: 3 clusters Score -1325133 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12082 members Mstep: Class 2 contains 2114 members Entering Unmasked Estep Score: -1325132.125000 Penalty: 3107.232666 Iteration 39Q: 3 clusters Score -1325132 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12083 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -1325132.250000 Penalty: 3107.232666 Iteration 40F: 3 clusters Score -1325132 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12085 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -1325132.625000 Penalty: 3107.232666 Iteration 41Q: 3 clusters Score -1325133 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12088 members Mstep: Class 2 contains 2108 members Entering Unmasked Estep Score: -1325131.375000 Penalty: 3107.232666 Iteration 42Q: 3 clusters Score -1325131 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12091 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -1325134.125000 Penalty: 3107.232666 Iteration 43Q: 3 clusters Score -1325134 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12092 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -1325133.625000 Penalty: 3107.232666 Iteration 44Q: 3 clusters Score -1325134 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12094 members Mstep: Class 2 contains 2102 members Entering Unmasked Estep Score: -1325133.750000 Penalty: 3107.232666 Iteration 45Q: 3 clusters Score -1325134 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12098 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -1325134.375000 Penalty: 3107.232666 Iteration 46Q: 3 clusters Score -1325134 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12099 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -1325135.375000 Penalty: 3107.232666 Iteration 47Q: 3 clusters Score -1325135 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12101 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -1325134.500000 Penalty: 3107.232666 Iteration 48Q: 3 clusters Score -1325134 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12103 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -1325136.000000 Penalty: 3107.232666 Iteration 49Q: 3 clusters Score -1325136 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12106 members Mstep: Class 2 contains 2090 members Entering Unmasked Estep Score: -1325135.375000 Penalty: 3107.232666 Iteration 50Q: 3 clusters Score -1325135 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12107 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -1325136.000000 Penalty: 3107.232666 Iteration 51Q: 3 clusters Score -1325136 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12107 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -1325136.000000 Penalty: 3107.232666 Iteration 52F: 3 clusters Score -1325136 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (250 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Entering Unmasked Estep Score: -21906.958984 Penalty: 897.237427 Iteration 0F: 2 clusters Score -21906.96 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -21218.513672 Penalty: 1794.474854 Iteration 0F: 3 clusters Score -21218.51 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -21404.830078 Penalty: 1794.474854 Iteration 1F: 3 clusters Score -21404.83 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -21449.376953 Penalty: 1794.474854 Iteration 2F: 3 clusters Score -21449.38 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -21520.572266 Penalty: 1794.474854 Iteration 3Q: 3 clusters Score -21520.57 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -21579.748047 Penalty: 1794.474854 Iteration 4Q: 3 clusters Score -21579.75 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -21588.541016 Penalty: 1794.474854 Iteration 5Q: 3 clusters Score -21588.54 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -21636.773438 Penalty: 1794.474854 Iteration 6Q: 3 clusters Score -21636.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -21654.302734 Penalty: 1794.474854 Iteration 7Q: 3 clusters Score -21654.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -21654.302734 Penalty: 1794.474854 Iteration 8F: 3 clusters Score -21654.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2239 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Entering Unmasked Estep Score: -204112.078125 Penalty: 1253.489990 Iteration 0F: 2 clusters Score -204112.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -201854.500000 Penalty: 2506.979980 Iteration 0F: 3 clusters Score -201854.5 nChanged 822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -202444.921875 Penalty: 2506.979980 Iteration 1F: 3 clusters Score -202444.9 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -202688.359375 Penalty: 2506.979980 Iteration 2F: 3 clusters Score -202688.4 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -202931.671875 Penalty: 2506.979980 Iteration 3F: 3 clusters Score -202931.7 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -203265.843750 Penalty: 2506.979980 Iteration 4F: 3 clusters Score -203265.8 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -203591.671875 Penalty: 2506.979980 Iteration 5F: 3 clusters Score -203591.7 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -203754.796875 Penalty: 2506.979980 Iteration 6F: 3 clusters Score -203754.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -203833.546875 Penalty: 2506.979980 Iteration 7Q: 3 clusters Score -203833.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -203864.578125 Penalty: 2506.979980 Iteration 8Q: 3 clusters Score -203864.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -203883.546875 Penalty: 2506.979980 Iteration 9Q: 3 clusters Score -203883.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -203890.593750 Penalty: 2506.979980 Iteration 10Q: 3 clusters Score -203890.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -203895.953125 Penalty: 2506.979980 Iteration 11Q: 3 clusters Score -203896 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -203902.984375 Penalty: 2506.979980 Iteration 12Q: 3 clusters Score -203903 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -203911.265625 Penalty: 2506.979980 Iteration 13Q: 3 clusters Score -203911.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -203916.390625 Penalty: 2506.979980 Iteration 14Q: 3 clusters Score -203916.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -203920.953125 Penalty: 2506.979980 Iteration 15Q: 3 clusters Score -203921 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -203922.046875 Penalty: 2506.979980 Iteration 16Q: 3 clusters Score -203922 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -203923.156250 Penalty: 2506.979980 Iteration 17Q: 3 clusters Score -203923.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -203923.156250 Penalty: 2506.979980 Iteration 18F: 3 clusters Score -203923.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (9335 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9335 members Entering Unmasked Estep Score: -863117.187500 Penalty: 1485.498047 Iteration 0F: 2 clusters Score -863117.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4672 members Mstep: Class 2 contains 4663 members Entering Unmasked Estep Score: -856388.375000 Penalty: 2970.996094 Iteration 0F: 3 clusters Score -856388.4 nChanged 4014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4578 members Mstep: Class 2 contains 4757 members Entering Unmasked Estep Score: -858511.875000 Penalty: 2970.996094 Iteration 1F: 3 clusters Score -858511.9 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4550 members Mstep: Class 2 contains 4785 members Entering Unmasked Estep Score: -858753.625000 Penalty: 2970.996094 Iteration 2F: 3 clusters Score -858753.6 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4509 members Mstep: Class 2 contains 4826 members Entering Unmasked Estep Score: -858928.625000 Penalty: 2970.996094 Iteration 3Q: 3 clusters Score -858928.6 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4490 members Mstep: Class 2 contains 4845 members Entering Unmasked Estep Score: -859073.937500 Penalty: 2970.996094 Iteration 4Q: 3 clusters Score -859073.9 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4465 members Mstep: Class 2 contains 4870 members Entering Unmasked Estep Score: -859216.750000 Penalty: 2970.996094 Iteration 5Q: 3 clusters Score -859216.8 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4429 members Mstep: Class 2 contains 4906 members Entering Unmasked Estep Score: -859356.625000 Penalty: 2970.996094 Iteration 6Q: 3 clusters Score -859356.6 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4379 members Mstep: Class 2 contains 4956 members Entering Unmasked Estep Score: -859494.000000 Penalty: 2970.996094 Iteration 7Q: 3 clusters Score -859494 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4354 members Mstep: Class 2 contains 4981 members Entering Unmasked Estep Score: -859597.937500 Penalty: 2970.996094 Iteration 8Q: 3 clusters Score -859597.9 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4342 members Mstep: Class 2 contains 4993 members Entering Unmasked Estep Score: -859697.875000 Penalty: 2970.996094 Iteration 9Q: 3 clusters Score -859697.9 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4329 members Mstep: Class 2 contains 5006 members Entering Unmasked Estep Score: -859794.625000 Penalty: 2970.996094 Iteration 10Q: 3 clusters Score -859794.6 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4329 members Mstep: Class 2 contains 5006 members Entering Unmasked Estep Score: -859923.812500 Penalty: 2970.996094 Iteration 11Q: 3 clusters Score -859923.8 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4337 members Mstep: Class 2 contains 4998 members Entering Unmasked Estep Score: -860061.062500 Penalty: 2970.996094 Iteration 12Q: 3 clusters Score -860061.1 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4353 members Mstep: Class 2 contains 4982 members Entering Unmasked Estep Score: -860251.937500 Penalty: 2970.996094 Iteration 13Q: 3 clusters Score -860251.9 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4355 members Mstep: Class 2 contains 4980 members Entering Unmasked Estep Score: -860483.375000 Penalty: 2970.996094 Iteration 14Q: 3 clusters Score -860483.4 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4349 members Mstep: Class 2 contains 4986 members Entering Unmasked Estep Score: -860716.750000 Penalty: 2970.996094 Iteration 15Q: 3 clusters Score -860716.8 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4347 members Mstep: Class 2 contains 4988 members Entering Unmasked Estep Score: -860907.562500 Penalty: 2970.996094 Iteration 16Q: 3 clusters Score -860907.6 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4337 members Mstep: Class 2 contains 4998 members Entering Unmasked Estep Score: -861064.937500 Penalty: 2970.996094 Iteration 17Q: 3 clusters Score -861064.9 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4309 members Mstep: Class 2 contains 5026 members Entering Unmasked Estep Score: -861173.312500 Penalty: 2970.996094 Iteration 18Q: 3 clusters Score -861173.3 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4261 members Mstep: Class 2 contains 5074 members Entering Unmasked Estep Score: -861267.937500 Penalty: 2970.996094 Iteration 19Q: 3 clusters Score -861267.9 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4208 members Mstep: Class 2 contains 5127 members Entering Unmasked Estep Score: -861350.312500 Penalty: 2970.996094 Iteration 20F: 3 clusters Score -861350.3 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4132 members Mstep: Class 2 contains 5203 members Entering Unmasked Estep Score: -861414.750000 Penalty: 2970.996094 Iteration 21Q: 3 clusters Score -861414.8 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4072 members Mstep: Class 2 contains 5263 members Entering Unmasked Estep Score: -861459.625000 Penalty: 2970.996094 Iteration 22Q: 3 clusters Score -861459.6 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4019 members Mstep: Class 2 contains 5316 members Entering Unmasked Estep Score: -861493.437500 Penalty: 2970.996094 Iteration 23Q: 3 clusters Score -861493.4 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3965 members Mstep: Class 2 contains 5370 members Entering Unmasked Estep Score: -861539.312500 Penalty: 2970.996094 Iteration 24Q: 3 clusters Score -861539.3 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3886 members Mstep: Class 2 contains 5449 members Entering Unmasked Estep Score: -861588.125000 Penalty: 2970.996094 Iteration 25Q: 3 clusters Score -861588.1 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3802 members Mstep: Class 2 contains 5533 members Entering Unmasked Estep Score: -861631.187500 Penalty: 2970.996094 Iteration 26Q: 3 clusters Score -861631.2 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3717 members Mstep: Class 2 contains 5618 members Entering Unmasked Estep Score: -861675.750000 Penalty: 2970.996094 Iteration 27Q: 3 clusters Score -861675.8 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3639 members Mstep: Class 2 contains 5696 members Entering Unmasked Estep Score: -861723.062500 Penalty: 2970.996094 Iteration 28Q: 3 clusters Score -861723.1 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3544 members Mstep: Class 2 contains 5791 members Entering Unmasked Estep Score: -861783.312500 Penalty: 2970.996094 Iteration 29Q: 3 clusters Score -861783.3 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3431 members Mstep: Class 2 contains 5904 members Entering Unmasked Estep Score: -861865.625000 Penalty: 2970.996094 Iteration 30Q: 3 clusters Score -861865.6 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3311 members Mstep: Class 2 contains 6024 members Entering Unmasked Estep Score: -861954.062500 Penalty: 2970.996094 Iteration 31Q: 3 clusters Score -861954.1 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3210 members Mstep: Class 2 contains 6125 members Entering Unmasked Estep Score: -862017.687500 Penalty: 2970.996094 Iteration 32Q: 3 clusters Score -862017.7 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3125 members Mstep: Class 2 contains 6210 members Entering Unmasked Estep Score: -862067.937500 Penalty: 2970.996094 Iteration 33Q: 3 clusters Score -862067.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3054 members Mstep: Class 2 contains 6281 members Entering Unmasked Estep Score: -862103.000000 Penalty: 2970.996094 Iteration 34Q: 3 clusters Score -862103 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3000 members Mstep: Class 2 contains 6335 members Entering Unmasked Estep Score: -862130.562500 Penalty: 2970.996094 Iteration 35Q: 3 clusters Score -862130.6 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2937 members Mstep: Class 2 contains 6398 members Entering Unmasked Estep Score: -862161.062500 Penalty: 2970.996094 Iteration 36Q: 3 clusters Score -862161.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2891 members Mstep: Class 2 contains 6444 members Entering Unmasked Estep Score: -862177.375000 Penalty: 2970.996094 Iteration 37Q: 3 clusters Score -862177.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2846 members Mstep: Class 2 contains 6489 members Entering Unmasked Estep Score: -862189.562500 Penalty: 2970.996094 Iteration 38Q: 3 clusters Score -862189.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2804 members Mstep: Class 2 contains 6531 members Entering Unmasked Estep Score: -862198.750000 Penalty: 2970.996094 Iteration 39Q: 3 clusters Score -862198.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2774 members Mstep: Class 2 contains 6561 members Entering Unmasked Estep Score: -862203.375000 Penalty: 2970.996094 Iteration 40F: 3 clusters Score -862203.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2751 members Mstep: Class 2 contains 6584 members Entering Unmasked Estep Score: -862208.750000 Penalty: 2970.996094 Iteration 41Q: 3 clusters Score -862208.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 6605 members Entering Unmasked Estep Score: -862213.125000 Penalty: 2970.996094 Iteration 42Q: 3 clusters Score -862213.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2709 members Mstep: Class 2 contains 6626 members Entering Unmasked Estep Score: -862215.750000 Penalty: 2970.996094 Iteration 43Q: 3 clusters Score -862215.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2693 members Mstep: Class 2 contains 6642 members Entering Unmasked Estep Score: -862220.250000 Penalty: 2970.996094 Iteration 44Q: 3 clusters Score -862220.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2674 members Mstep: Class 2 contains 6661 members Entering Unmasked Estep Score: -862220.437500 Penalty: 2970.996094 Iteration 45Q: 3 clusters Score -862220.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2657 members Mstep: Class 2 contains 6678 members Entering Unmasked Estep Score: -862225.937500 Penalty: 2970.996094 Iteration 46Q: 3 clusters Score -862225.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Mstep: Class 2 contains 6691 members Entering Unmasked Estep Score: -862228.312500 Penalty: 2970.996094 Iteration 47Q: 3 clusters Score -862228.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Mstep: Class 2 contains 6698 members Entering Unmasked Estep Score: -862229.562500 Penalty: 2970.996094 Iteration 48Q: 3 clusters Score -862229.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2631 members Mstep: Class 2 contains 6704 members Entering Unmasked Estep Score: -862230.187500 Penalty: 2970.996094 Iteration 49Q: 3 clusters Score -862230.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2629 members Mstep: Class 2 contains 6706 members Entering Unmasked Estep Score: -862229.625000 Penalty: 2970.996094 Iteration 50Q: 3 clusters Score -862229.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2629 members Mstep: Class 2 contains 6706 members Entering Unmasked Estep Score: -862229.625000 Penalty: 2970.996094 Iteration 51F: 3 clusters Score -862229.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (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: -320138.375000 Penalty: 1314.041748 Iteration 0F: 2 clusters Score -320138.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -317281.156250 Penalty: 2628.083496 Iteration 0F: 3 clusters Score -317281.2 nChanged 1208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -317994.718750 Penalty: 2628.083496 Iteration 1F: 3 clusters Score -317994.7 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -318132.281250 Penalty: 2628.083496 Iteration 2F: 3 clusters Score -318132.3 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -318207.968750 Penalty: 2628.083496 Iteration 3Q: 3 clusters Score -318208 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -318269.625000 Penalty: 2628.083496 Iteration 4Q: 3 clusters Score -318269.6 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -318314.281250 Penalty: 2628.083496 Iteration 5Q: 3 clusters Score -318314.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -318341.062500 Penalty: 2628.083496 Iteration 6Q: 3 clusters Score -318341.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -318355.375000 Penalty: 2628.083496 Iteration 7Q: 3 clusters Score -318355.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -318370.562500 Penalty: 2628.083496 Iteration 8Q: 3 clusters Score -318370.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -318383.843750 Penalty: 2628.083496 Iteration 9Q: 3 clusters Score -318383.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -318396.218750 Penalty: 2628.083496 Iteration 10Q: 3 clusters Score -318396.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -318408.125000 Penalty: 2628.083496 Iteration 11Q: 3 clusters Score -318408.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -318418.281250 Penalty: 2628.083496 Iteration 12Q: 3 clusters Score -318418.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -318427.656250 Penalty: 2628.083496 Iteration 13Q: 3 clusters Score -318427.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -318436.937500 Penalty: 2628.083496 Iteration 14Q: 3 clusters Score -318436.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -318442.218750 Penalty: 2628.083496 Iteration 15Q: 3 clusters Score -318442.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -318448.812500 Penalty: 2628.083496 Iteration 16Q: 3 clusters Score -318448.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -318454.718750 Penalty: 2628.083496 Iteration 17Q: 3 clusters Score -318454.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -318463.312500 Penalty: 2628.083496 Iteration 18Q: 3 clusters Score -318463.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -318475.968750 Penalty: 2628.083496 Iteration 19Q: 3 clusters Score -318476 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -318488.656250 Penalty: 2628.083496 Iteration 20F: 3 clusters Score -318488.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -318503.437500 Penalty: 2628.083496 Iteration 21Q: 3 clusters Score -318503.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -318514.125000 Penalty: 2628.083496 Iteration 22Q: 3 clusters Score -318514.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -318524.718750 Penalty: 2628.083496 Iteration 23Q: 3 clusters Score -318524.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -318538.781250 Penalty: 2628.083496 Iteration 24Q: 3 clusters Score -318538.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -318551.468750 Penalty: 2628.083496 Iteration 25Q: 3 clusters Score -318551.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -318558.250000 Penalty: 2628.083496 Iteration 26Q: 3 clusters Score -318558.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -318563.406250 Penalty: 2628.083496 Iteration 27Q: 3 clusters Score -318563.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 2174 members Entering Unmasked Estep Score: -318567.687500 Penalty: 2628.083496 Iteration 28Q: 3 clusters Score -318567.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -318569.843750 Penalty: 2628.083496 Iteration 29Q: 3 clusters Score -318569.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -318573.687500 Penalty: 2628.083496 Iteration 30Q: 3 clusters Score -318573.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -318579.812500 Penalty: 2628.083496 Iteration 31Q: 3 clusters Score -318579.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -318584.531250 Penalty: 2628.083496 Iteration 32Q: 3 clusters Score -318584.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -318589.906250 Penalty: 2628.083496 Iteration 33Q: 3 clusters Score -318589.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -318594.968750 Penalty: 2628.083496 Iteration 34Q: 3 clusters Score -318595 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -318601.812500 Penalty: 2628.083496 Iteration 35Q: 3 clusters Score -318601.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -318607.031250 Penalty: 2628.083496 Iteration 36Q: 3 clusters Score -318607 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 2280 members Entering Unmasked Estep Score: -318611.875000 Penalty: 2628.083496 Iteration 37Q: 3 clusters Score -318611.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 2297 members Entering Unmasked Estep Score: -318618.593750 Penalty: 2628.083496 Iteration 38Q: 3 clusters Score -318618.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -318622.062500 Penalty: 2628.083496 Iteration 39Q: 3 clusters Score -318622.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 2320 members Entering Unmasked Estep Score: -318625.968750 Penalty: 2628.083496 Iteration 40F: 3 clusters Score -318626 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 2334 members Entering Unmasked Estep Score: -318632.843750 Penalty: 2628.083496 Iteration 41Q: 3 clusters Score -318632.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -318639.906250 Penalty: 2628.083496 Iteration 42Q: 3 clusters Score -318639.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -318645.843750 Penalty: 2628.083496 Iteration 43Q: 3 clusters Score -318645.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 2380 members Entering Unmasked Estep Score: -318652.843750 Penalty: 2628.083496 Iteration 44Q: 3 clusters Score -318652.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -318660.937500 Penalty: 2628.083496 Iteration 45Q: 3 clusters Score -318660.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -318669.593750 Penalty: 2628.083496 Iteration 46Q: 3 clusters Score -318669.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 2438 members Entering Unmasked Estep Score: -318675.406250 Penalty: 2628.083496 Iteration 47Q: 3 clusters Score -318675.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -318681.343750 Penalty: 2628.083496 Iteration 48Q: 3 clusters Score -318681.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 2471 members Entering Unmasked Estep Score: -318687.750000 Penalty: 2628.083496 Iteration 49Q: 3 clusters Score -318687.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 2488 members Entering Unmasked Estep Score: -318693.718750 Penalty: 2628.083496 Iteration 50Q: 3 clusters Score -318693.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 2499 members Entering Unmasked Estep Score: -318698.843750 Penalty: 2628.083496 Iteration 51Q: 3 clusters Score -318698.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -318704.687500 Penalty: 2628.083496 Iteration 52Q: 3 clusters Score -318704.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 2524 members Entering Unmasked Estep Score: -318710.812500 Penalty: 2628.083496 Iteration 53Q: 3 clusters Score -318710.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 2543 members Entering Unmasked Estep Score: -318720.125000 Penalty: 2628.083496 Iteration 54Q: 3 clusters Score -318720.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 2560 members Entering Unmasked Estep Score: -318731.187500 Penalty: 2628.083496 Iteration 55Q: 3 clusters Score -318731.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 2579 members Entering Unmasked Estep Score: -318740.625000 Penalty: 2628.083496 Iteration 56Q: 3 clusters Score -318740.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 2598 members Entering Unmasked Estep Score: -318750.125000 Penalty: 2628.083496 Iteration 57Q: 3 clusters Score -318750.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 2620 members Entering Unmasked Estep Score: -318761.281250 Penalty: 2628.083496 Iteration 58Q: 3 clusters Score -318761.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 2631 members Entering Unmasked Estep Score: -318765.437500 Penalty: 2628.083496 Iteration 59Q: 3 clusters Score -318765.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 2641 members Entering Unmasked Estep Score: -318769.437500 Penalty: 2628.083496 Iteration 60F: 3 clusters Score -318769.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 2647 members Entering Unmasked Estep Score: -318772.375000 Penalty: 2628.083496 Iteration 61Q: 3 clusters Score -318772.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 2654 members Entering Unmasked Estep Score: -318775.156250 Penalty: 2628.083496 Iteration 62Q: 3 clusters Score -318775.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 2662 members Entering Unmasked Estep Score: -318777.437500 Penalty: 2628.083496 Iteration 63Q: 3 clusters Score -318777.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 2669 members Entering Unmasked Estep Score: -318780.812500 Penalty: 2628.083496 Iteration 64Q: 3 clusters Score -318780.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 2673 members Entering Unmasked Estep Score: -318784.062500 Penalty: 2628.083496 Iteration 65Q: 3 clusters Score -318784.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 2683 members Entering Unmasked Estep Score: -318789.062500 Penalty: 2628.083496 Iteration 66Q: 3 clusters Score -318789.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -318795.000000 Penalty: 2628.083496 Iteration 67Q: 3 clusters Score -318795 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 2708 members Entering Unmasked Estep Score: -318801.875000 Penalty: 2628.083496 Iteration 68Q: 3 clusters Score -318801.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 2718 members Entering Unmasked Estep Score: -318806.687500 Penalty: 2628.083496 Iteration 69Q: 3 clusters Score -318806.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -318809.843750 Penalty: 2628.083496 Iteration 70Q: 3 clusters Score -318809.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 2733 members Entering Unmasked Estep Score: -318815.218750 Penalty: 2628.083496 Iteration 71Q: 3 clusters Score -318815.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 2739 members Entering Unmasked Estep Score: -318819.750000 Penalty: 2628.083496 Iteration 72Q: 3 clusters Score -318819.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 2748 members Entering Unmasked Estep Score: -318825.750000 Penalty: 2628.083496 Iteration 73Q: 3 clusters Score -318825.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 2762 members Entering Unmasked Estep Score: -318835.031250 Penalty: 2628.083496 Iteration 74Q: 3 clusters Score -318835 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 2776 members Entering Unmasked Estep Score: -318846.062500 Penalty: 2628.083496 Iteration 75Q: 3 clusters Score -318846.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 2783 members Entering Unmasked Estep Score: -318851.093750 Penalty: 2628.083496 Iteration 76Q: 3 clusters Score -318851.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 2791 members Entering Unmasked Estep Score: -318856.656250 Penalty: 2628.083496 Iteration 77Q: 3 clusters Score -318856.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 2804 members Entering Unmasked Estep Score: -318867.812500 Penalty: 2628.083496 Iteration 78Q: 3 clusters Score -318867.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 2820 members Entering Unmasked Estep Score: -318878.468750 Penalty: 2628.083496 Iteration 79Q: 3 clusters Score -318878.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 2835 members Entering Unmasked Estep Score: -318888.312500 Penalty: 2628.083496 Iteration 80F: 3 clusters Score -318888.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 2846 members Entering Unmasked Estep Score: -318896.437500 Penalty: 2628.083496 Iteration 81Q: 3 clusters Score -318896.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 2854 members Entering Unmasked Estep Score: -318903.625000 Penalty: 2628.083496 Iteration 82Q: 3 clusters Score -318903.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -318909.625000 Penalty: 2628.083496 Iteration 83Q: 3 clusters Score -318909.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 2871 members Entering Unmasked Estep Score: -318914.000000 Penalty: 2628.083496 Iteration 84Q: 3 clusters Score -318914 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 2876 members Entering Unmasked Estep Score: -318915.875000 Penalty: 2628.083496 Iteration 85Q: 3 clusters Score -318915.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 2877 members Entering Unmasked Estep Score: -318916.062500 Penalty: 2628.083496 Iteration 86Q: 3 clusters Score -318916.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 2877 members Entering Unmasked Estep Score: -318916.062500 Penalty: 2628.083496 Iteration 87F: 3 clusters Score -318916.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1376 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Entering Unmasked Estep Score: -128798.695312 Penalty: 1174.377075 Iteration 0F: 2 clusters Score -128798.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -127120.523438 Penalty: 2348.754150 Iteration 0F: 3 clusters Score -127120.5 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -127622.437500 Penalty: 2348.754150 Iteration 1F: 3 clusters Score -127622.4 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -127849.960938 Penalty: 2348.754150 Iteration 2F: 3 clusters Score -127850 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -128016.578125 Penalty: 2348.754150 Iteration 3F: 3 clusters Score -128016.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -128098.476562 Penalty: 2348.754150 Iteration 4F: 3 clusters Score -128098.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -128149.890625 Penalty: 2348.754150 Iteration 5Q: 3 clusters Score -128149.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -128215.851562 Penalty: 2348.754150 Iteration 6Q: 3 clusters Score -128215.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -128259.710938 Penalty: 2348.754150 Iteration 7Q: 3 clusters Score -128259.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -128304.554688 Penalty: 2348.754150 Iteration 8Q: 3 clusters Score -128304.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -128355.390625 Penalty: 2348.754150 Iteration 9Q: 3 clusters Score -128355.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -128392.179688 Penalty: 2348.754150 Iteration 10Q: 3 clusters Score -128392.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -128439.351562 Penalty: 2348.754150 Iteration 11Q: 3 clusters Score -128439.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -128471.453125 Penalty: 2348.754150 Iteration 12Q: 3 clusters Score -128471.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -128506.218750 Penalty: 2348.754150 Iteration 13Q: 3 clusters Score -128506.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -128516.773438 Penalty: 2348.754150 Iteration 14Q: 3 clusters Score -128516.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -128528.890625 Penalty: 2348.754150 Iteration 15Q: 3 clusters Score -128528.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -128535.070312 Penalty: 2348.754150 Iteration 16Q: 3 clusters Score -128535.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -128537.937500 Penalty: 2348.754150 Iteration 17Q: 3 clusters Score -128537.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -128540.687500 Penalty: 2348.754150 Iteration 18Q: 3 clusters Score -128540.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -128542.187500 Penalty: 2348.754150 Iteration 19Q: 3 clusters Score -128542.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -128548.367188 Penalty: 2348.754150 Iteration 20F: 3 clusters Score -128548.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -128551.593750 Penalty: 2348.754150 Iteration 21Q: 3 clusters Score -128551.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -128551.593750 Penalty: 2348.754150 Iteration 22F: 3 clusters Score -128551.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (963 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Entering Unmasked Estep Score: -88555.039062 Penalty: 1116.383667 Iteration 0F: 2 clusters Score -88555.04 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -87118.117188 Penalty: 2232.767334 Iteration 0F: 3 clusters Score -87118.12 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -87344.343750 Penalty: 2232.767334 Iteration 1F: 3 clusters Score -87344.34 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -87416.593750 Penalty: 2232.767334 Iteration 2F: 3 clusters Score -87416.59 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -87463.890625 Penalty: 2232.767334 Iteration 3Q: 3 clusters Score -87463.89 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -87486.164062 Penalty: 2232.767334 Iteration 4Q: 3 clusters Score -87486.16 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -87502.414062 Penalty: 2232.767334 Iteration 5Q: 3 clusters Score -87502.41 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -87510.312500 Penalty: 2232.767334 Iteration 6Q: 3 clusters Score -87510.31 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -87516.226562 Penalty: 2232.767334 Iteration 7Q: 3 clusters Score -87516.23 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -87523.867188 Penalty: 2232.767334 Iteration 8Q: 3 clusters Score -87523.87 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -87531.867188 Penalty: 2232.767334 Iteration 9Q: 3 clusters Score -87531.87 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -87537.203125 Penalty: 2232.767334 Iteration 10Q: 3 clusters Score -87537.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -87539.437500 Penalty: 2232.767334 Iteration 11Q: 3 clusters Score -87539.44 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -87539.906250 Penalty: 2232.767334 Iteration 12Q: 3 clusters Score -87539.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -87540.085938 Penalty: 2232.767334 Iteration 13Q: 3 clusters Score -87540.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -87540.085938 Penalty: 2232.767334 Iteration 14F: 3 clusters Score -87540.09 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (2376 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2376 members Entering Unmasked Estep Score: -207289.328125 Penalty: 1263.140747 Iteration 0F: 2 clusters Score -207289.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -204967.953125 Penalty: 2526.281494 Iteration 0F: 3 clusters Score -204968 nChanged 839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -205505.484375 Penalty: 2526.281494 Iteration 1F: 3 clusters Score -205505.5 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -205700.953125 Penalty: 2526.281494 Iteration 2F: 3 clusters Score -205701 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -205943.140625 Penalty: 2526.281494 Iteration 3F: 3 clusters Score -205943.1 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -206262.406250 Penalty: 2526.281494 Iteration 4F: 3 clusters Score -206262.4 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -206503.781250 Penalty: 2526.281494 Iteration 5F: 3 clusters Score -206503.8 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -206645.843750 Penalty: 2526.281494 Iteration 6F: 3 clusters Score -206645.8 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -206722.656250 Penalty: 2526.281494 Iteration 7Q: 3 clusters Score -206722.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -206762.890625 Penalty: 2526.281494 Iteration 8Q: 3 clusters Score -206762.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -206800.828125 Penalty: 2526.281494 Iteration 9Q: 3 clusters Score -206800.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -206826.312500 Penalty: 2526.281494 Iteration 10Q: 3 clusters Score -206826.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -206839.984375 Penalty: 2526.281494 Iteration 11Q: 3 clusters Score -206840 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -206845.062500 Penalty: 2526.281494 Iteration 12Q: 3 clusters Score -206845.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -206849.562500 Penalty: 2526.281494 Iteration 13Q: 3 clusters Score -206849.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -206851.437500 Penalty: 2526.281494 Iteration 14Q: 3 clusters Score -206851.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -206853.125000 Penalty: 2526.281494 Iteration 15Q: 3 clusters Score -206853.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -206855.125000 Penalty: 2526.281494 Iteration 16Q: 3 clusters Score -206855.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -206856.656250 Penalty: 2526.281494 Iteration 17Q: 3 clusters Score -206856.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -206857.109375 Penalty: 2526.281494 Iteration 18Q: 3 clusters Score -206857.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -206857.109375 Penalty: 2526.281494 Iteration 19F: 3 clusters Score -206857.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (708 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Entering Unmasked Estep Score: -63097.984375 Penalty: 1066.397217 Iteration 0F: 2 clusters Score -63097.98 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -61912.796875 Penalty: 2132.794434 Iteration 0F: 3 clusters Score -61912.8 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -62169.898438 Penalty: 2132.794434 Iteration 1F: 3 clusters Score -62169.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -62306.312500 Penalty: 2132.794434 Iteration 2F: 3 clusters Score -62306.31 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -62446.824219 Penalty: 2132.794434 Iteration 3F: 3 clusters Score -62446.82 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -62524.058594 Penalty: 2132.794434 Iteration 4F: 3 clusters Score -62524.06 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -62573.882812 Penalty: 2132.794434 Iteration 5Q: 3 clusters Score -62573.88 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -62614.710938 Penalty: 2132.794434 Iteration 6Q: 3 clusters Score -62614.71 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -62647.558594 Penalty: 2132.794434 Iteration 7Q: 3 clusters Score -62647.56 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -62679.152344 Penalty: 2132.794434 Iteration 8Q: 3 clusters Score -62679.15 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -62702.312500 Penalty: 2132.794434 Iteration 9Q: 3 clusters Score -62702.31 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -62713.796875 Penalty: 2132.794434 Iteration 10Q: 3 clusters Score -62713.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -62725.199219 Penalty: 2132.794434 Iteration 11Q: 3 clusters Score -62725.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -62730.781250 Penalty: 2132.794434 Iteration 12Q: 3 clusters Score -62730.78 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -62738.964844 Penalty: 2132.794434 Iteration 13Q: 3 clusters Score -62738.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -62745.273438 Penalty: 2132.794434 Iteration 14Q: 3 clusters Score -62745.27 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -62752.128906 Penalty: 2132.794434 Iteration 15Q: 3 clusters Score -62752.13 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -62758.046875 Penalty: 2132.794434 Iteration 16Q: 3 clusters Score -62758.05 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -62766.582031 Penalty: 2132.794434 Iteration 17Q: 3 clusters Score -62766.58 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -62775.808594 Penalty: 2132.794434 Iteration 18Q: 3 clusters Score -62775.81 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -62786.828125 Penalty: 2132.794434 Iteration 19Q: 3 clusters Score -62786.83 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -62787.308594 Penalty: 2132.794434 Iteration 20F: 3 clusters Score -62787.31 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -62788.359375 Penalty: 2132.794434 Iteration 21Q: 3 clusters Score -62788.36 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -62789.210938 Penalty: 2132.794434 Iteration 22Q: 3 clusters Score -62789.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -62791.355469 Penalty: 2132.794434 Iteration 23Q: 3 clusters Score -62791.36 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -62791.355469 Penalty: 2132.794434 Iteration 24F: 3 clusters Score -62791.36 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (439 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Entering Unmasked Estep Score: -37792.191406 Penalty: 988.731140 Iteration 0F: 2 clusters Score -37792.19 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -36857.554688 Penalty: 1977.462280 Iteration 0F: 3 clusters Score -36857.55 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -37014.289062 Penalty: 1977.462280 Iteration 1F: 3 clusters Score -37014.29 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -37052.132812 Penalty: 1977.462280 Iteration 2Q: 3 clusters Score -37052.13 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -37074.031250 Penalty: 1977.462280 Iteration 3Q: 3 clusters Score -37074.03 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -37090.863281 Penalty: 1977.462280 Iteration 4Q: 3 clusters Score -37090.86 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -37122.382812 Penalty: 1977.462280 Iteration 5Q: 3 clusters Score -37122.38 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -37148.484375 Penalty: 1977.462280 Iteration 6Q: 3 clusters Score -37148.48 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -37164.507812 Penalty: 1977.462280 Iteration 7Q: 3 clusters Score -37164.51 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -37177.113281 Penalty: 1977.462280 Iteration 8Q: 3 clusters Score -37177.11 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -37217.136719 Penalty: 1977.462280 Iteration 9Q: 3 clusters Score -37217.14 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -37282.515625 Penalty: 1977.462280 Iteration 10Q: 3 clusters Score -37282.52 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -37304.320312 Penalty: 1977.462280 Iteration 11Q: 3 clusters Score -37304.32 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -37313.035156 Penalty: 1977.462280 Iteration 12Q: 3 clusters Score -37313.04 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -37332.769531 Penalty: 1977.462280 Iteration 13Q: 3 clusters Score -37332.77 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -37348.140625 Penalty: 1977.462280 Iteration 14Q: 3 clusters Score -37348.14 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -37358.617188 Penalty: 1977.462280 Iteration 15Q: 3 clusters Score -37358.62 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -37382.285156 Penalty: 1977.462280 Iteration 16Q: 3 clusters Score -37382.29 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -37389.925781 Penalty: 1977.462280 Iteration 17Q: 3 clusters Score -37389.93 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -37389.925781 Penalty: 1977.462280 Iteration 18F: 3 clusters Score -37389.93 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (3473 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3473 members Entering Unmasked Estep Score: -324024.375000 Penalty: 1324.825806 Iteration 0F: 2 clusters Score -324024.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -320972.125000 Penalty: 2649.651611 Iteration 0F: 3 clusters Score -320972.1 nChanged 1356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -321718.656250 Penalty: 2649.651611 Iteration 1F: 3 clusters Score -321718.7 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -321956.281250 Penalty: 2649.651611 Iteration 2F: 3 clusters Score -321956.3 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -322121.093750 Penalty: 2649.651611 Iteration 3F: 3 clusters Score -322121.1 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -322332.500000 Penalty: 2649.651611 Iteration 4F: 3 clusters Score -322332.5 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -322563.031250 Penalty: 2649.651611 Iteration 5F: 3 clusters Score -322563 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -322764.031250 Penalty: 2649.651611 Iteration 6F: 3 clusters Score -322764 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -322983.843750 Penalty: 2649.651611 Iteration 7F: 3 clusters Score -322983.8 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -323196.375000 Penalty: 2649.651611 Iteration 8F: 3 clusters Score -323196.4 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 2073 members Entering Unmasked Estep Score: -323354.750000 Penalty: 2649.651611 Iteration 9Q: 3 clusters Score -323354.8 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 2099 members Entering Unmasked Estep Score: -323453.500000 Penalty: 2649.651611 Iteration 10Q: 3 clusters Score -323453.5 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -323537.593750 Penalty: 2649.651611 Iteration 11Q: 3 clusters Score -323537.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -323577.937500 Penalty: 2649.651611 Iteration 12Q: 3 clusters Score -323577.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -323590.656250 Penalty: 2649.651611 Iteration 13Q: 3 clusters Score -323590.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -323599.187500 Penalty: 2649.651611 Iteration 14Q: 3 clusters Score -323599.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -323605.843750 Penalty: 2649.651611 Iteration 15Q: 3 clusters Score -323605.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -323609.531250 Penalty: 2649.651611 Iteration 16Q: 3 clusters Score -323609.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -323613.312500 Penalty: 2649.651611 Iteration 17Q: 3 clusters Score -323613.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -323617.437500 Penalty: 2649.651611 Iteration 18Q: 3 clusters Score -323617.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -323620.468750 Penalty: 2649.651611 Iteration 19Q: 3 clusters Score -323620.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -323622.312500 Penalty: 2649.651611 Iteration 20F: 3 clusters Score -323622.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -323623.906250 Penalty: 2649.651611 Iteration 21Q: 3 clusters Score -323623.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 2116 members Entering Unmasked Estep Score: -323624.093750 Penalty: 2649.651611 Iteration 22Q: 3 clusters Score -323624.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 2116 members Entering Unmasked Estep Score: -323624.093750 Penalty: 2649.651611 Iteration 23F: 3 clusters Score -323624.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (2998 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2998 members Entering Unmasked Estep Score: -264074.750000 Penalty: 1300.926392 Iteration 0F: 2 clusters Score -264074.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -261342.015625 Penalty: 2601.852783 Iteration 0F: 3 clusters Score -261342 nChanged 1139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -261978.859375 Penalty: 2601.852783 Iteration 1F: 3 clusters Score -261978.9 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -262100.031250 Penalty: 2601.852783 Iteration 2F: 3 clusters Score -262100 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -262187.062500 Penalty: 2601.852783 Iteration 3F: 3 clusters Score -262187.1 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -262241.656250 Penalty: 2601.852783 Iteration 4Q: 3 clusters Score -262241.7 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -262280.312500 Penalty: 2601.852783 Iteration 5Q: 3 clusters Score -262280.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -262306.156250 Penalty: 2601.852783 Iteration 6Q: 3 clusters Score -262306.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -262329.125000 Penalty: 2601.852783 Iteration 7Q: 3 clusters Score -262329.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -262354.218750 Penalty: 2601.852783 Iteration 8Q: 3 clusters Score -262354.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -262373.031250 Penalty: 2601.852783 Iteration 9Q: 3 clusters Score -262373 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -262386.781250 Penalty: 2601.852783 Iteration 10Q: 3 clusters Score -262386.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -262395.031250 Penalty: 2601.852783 Iteration 11Q: 3 clusters Score -262395 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -262405.031250 Penalty: 2601.852783 Iteration 12Q: 3 clusters Score -262405 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -262414.281250 Penalty: 2601.852783 Iteration 13Q: 3 clusters Score -262414.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -262431.656250 Penalty: 2601.852783 Iteration 14Q: 3 clusters Score -262431.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -262458.843750 Penalty: 2601.852783 Iteration 15Q: 3 clusters Score -262458.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -262486.187500 Penalty: 2601.852783 Iteration 16Q: 3 clusters Score -262486.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -262518.875000 Penalty: 2601.852783 Iteration 17Q: 3 clusters Score -262518.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -262550.468750 Penalty: 2601.852783 Iteration 18Q: 3 clusters Score -262550.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -262582.656250 Penalty: 2601.852783 Iteration 19Q: 3 clusters Score -262582.7 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -262614.218750 Penalty: 2601.852783 Iteration 20F: 3 clusters Score -262614.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -262636.343750 Penalty: 2601.852783 Iteration 21Q: 3 clusters Score -262636.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -262658.000000 Penalty: 2601.852783 Iteration 22Q: 3 clusters Score -262658 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -262679.406250 Penalty: 2601.852783 Iteration 23Q: 3 clusters Score -262679.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -262701.031250 Penalty: 2601.852783 Iteration 24Q: 3 clusters Score -262701 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -262721.500000 Penalty: 2601.852783 Iteration 25Q: 3 clusters Score -262721.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -262747.906250 Penalty: 2601.852783 Iteration 26Q: 3 clusters Score -262747.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -262785.656250 Penalty: 2601.852783 Iteration 27Q: 3 clusters Score -262785.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -262829.562500 Penalty: 2601.852783 Iteration 28Q: 3 clusters Score -262829.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -262869.468750 Penalty: 2601.852783 Iteration 29Q: 3 clusters Score -262869.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -262906.937500 Penalty: 2601.852783 Iteration 30Q: 3 clusters Score -262906.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -262949.562500 Penalty: 2601.852783 Iteration 31Q: 3 clusters Score -262949.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -262989.312500 Penalty: 2601.852783 Iteration 32Q: 3 clusters Score -262989.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -263023.843750 Penalty: 2601.852783 Iteration 33Q: 3 clusters Score -263023.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -263050.093750 Penalty: 2601.852783 Iteration 34Q: 3 clusters Score -263050.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -263068.937500 Penalty: 2601.852783 Iteration 35Q: 3 clusters Score -263068.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -263085.718750 Penalty: 2601.852783 Iteration 36Q: 3 clusters Score -263085.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -263099.000000 Penalty: 2601.852783 Iteration 37Q: 3 clusters Score -263099 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -263106.562500 Penalty: 2601.852783 Iteration 38Q: 3 clusters Score -263106.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -263111.656250 Penalty: 2601.852783 Iteration 39Q: 3 clusters Score -263111.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 2136 members Entering Unmasked Estep Score: -263115.750000 Penalty: 2601.852783 Iteration 40F: 3 clusters Score -263115.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -263120.187500 Penalty: 2601.852783 Iteration 41Q: 3 clusters Score -263120.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -263123.937500 Penalty: 2601.852783 Iteration 42Q: 3 clusters Score -263123.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -263127.468750 Penalty: 2601.852783 Iteration 43Q: 3 clusters Score -263127.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -263130.031250 Penalty: 2601.852783 Iteration 44Q: 3 clusters Score -263130 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -263131.906250 Penalty: 2601.852783 Iteration 45Q: 3 clusters Score -263131.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -263132.812500 Penalty: 2601.852783 Iteration 46Q: 3 clusters Score -263132.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -263133.156250 Penalty: 2601.852783 Iteration 47Q: 3 clusters Score -263133.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -263133.875000 Penalty: 2601.852783 Iteration 48Q: 3 clusters Score -263133.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 2146 members Entering Unmasked Estep Score: -263134.843750 Penalty: 2601.852783 Iteration 49Q: 3 clusters Score -263134.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 2148 members Entering Unmasked Estep Score: -263135.906250 Penalty: 2601.852783 Iteration 50Q: 3 clusters Score -263135.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -263136.187500 Penalty: 2601.852783 Iteration 51Q: 3 clusters Score -263136.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 2148 members Entering Unmasked Estep Score: -263136.843750 Penalty: 2601.852783 Iteration 52Q: 3 clusters Score -263136.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 2146 members Entering Unmasked Estep Score: -263138.812500 Penalty: 2601.852783 Iteration 53Q: 3 clusters Score -263138.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -263139.468750 Penalty: 2601.852783 Iteration 54Q: 3 clusters Score -263139.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -263140.687500 Penalty: 2601.852783 Iteration 55Q: 3 clusters Score -263140.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -263140.687500 Penalty: 2601.852783 Iteration 56F: 3 clusters Score -263140.7 nChanged 0 --- Evaluating fit on full set of 1033838 points --- Entering Unmasked Estep Score: -99356136.000000 Penalty: 54010.273438 20->25 Clusters: Score -99356136.000000, best is 100000003318135351409612647563264.000000 THE BEST YET! Starting from 21 clusters... Entering ConstructFrom: --- Running on subset of 344612 points --- Entering CEM Assigned 21 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17201 members Mstep: Class 2 contains 17344 members Mstep: Class 3 contains 17221 members Mstep: Class 4 contains 17168 members Mstep: Class 5 contains 17114 members Mstep: Class 6 contains 17036 members Mstep: Class 7 contains 17341 members Mstep: Class 8 contains 17407 members Mstep: Class 9 contains 17314 members Mstep: Class 10 contains 17244 members Mstep: Class 11 contains 17125 members Mstep: Class 12 contains 17281 members Mstep: Class 13 contains 17275 members Mstep: Class 14 contains 17162 members Mstep: Class 15 contains 17125 members Mstep: Class 16 contains 17264 members Mstep: Class 17 contains 17169 members Mstep: Class 18 contains 17134 members Mstep: Class 19 contains 17370 members Mstep: Class 20 contains 17317 members Entering Unmasked Estep ConsiderDeletion Deleting Class 1. Lose 564.979126 but Gain 2071.902344 Score: -30858498.000000 Penalty: 39366.164062 Iteration 0F: 20 clusters Score -3.08585e+07 nChanged 325796 Entering Unmasked Mstep Mstep: Class 0 contains 958 members Mstep: Class 2 contains 8874 members Mstep: Class 3 contains 12681 members Mstep: Class 4 contains 22773 members Mstep: Class 5 contains 11732 members Mstep: Class 6 contains 35744 members Mstep: Class 7 contains 37156 members Mstep: Class 8 contains 19413 members Mstep: Class 9 contains 8826 members Mstep: Class 10 contains 11814 members Mstep: Class 11 contains 13510 members Mstep: Class 12 contains 9685 members Mstep: Class 13 contains 45682 members Mstep: Class 14 contains 22379 members Mstep: Class 15 contains 10092 members Mstep: Class 16 contains 15551 members Mstep: Class 17 contains 14527 members Mstep: Class 18 contains 13569 members Mstep: Class 19 contains 20798 members Mstep: Class 20 contains 8848 members Entering Unmasked Estep ConsiderDeletion Score: -32059022.000000 Penalty: 39366.164062 Iteration 1F: 20 clusters Score -3.205902e+07 nChanged 140706 Entering Unmasked Mstep Mstep: Class 0 contains 400 members Mstep: Class 2 contains 4931 members Mstep: Class 3 contains 7154 members Mstep: Class 4 contains 18283 members Mstep: Class 5 contains 9995 members Mstep: Class 6 contains 47821 members Mstep: Class 7 contains 59112 members Mstep: Class 8 contains 13511 members Mstep: Class 9 contains 5794 members Mstep: Class 10 contains 6392 members Mstep: Class 11 contains 7105 members Mstep: Class 12 contains 5887 members Mstep: Class 13 contains 77233 members Mstep: Class 14 contains 29082 members Mstep: Class 15 contains 4660 members Mstep: Class 16 contains 11072 members Mstep: Class 17 contains 8614 members Mstep: Class 18 contains 9078 members Mstep: Class 19 contains 13902 members Mstep: Class 20 contains 4586 members Entering Unmasked Estep ConsiderDeletion Score: -32361204.000000 Penalty: 39366.164062 Iteration 2F: 20 clusters Score -3.23612e+07 nChanged 78356 Entering Unmasked Mstep Mstep: Class 0 contains 161 members Mstep: Class 2 contains 3361 members Mstep: Class 3 contains 5034 members Mstep: Class 4 contains 19823 members Mstep: Class 5 contains 7843 members Mstep: Class 6 contains 48359 members Mstep: Class 7 contains 66745 members Mstep: Class 8 contains 10564 members Mstep: Class 9 contains 6016 members Mstep: Class 10 contains 5615 members Mstep: Class 11 contains 4452 members Mstep: Class 12 contains 4047 members Mstep: Class 13 contains 98598 members Mstep: Class 14 contains 25694 members Mstep: Class 15 contains 3000 members Mstep: Class 16 contains 7460 members Mstep: Class 17 contains 7617 members Mstep: Class 18 contains 7273 members Mstep: Class 19 contains 9590 members Mstep: Class 20 contains 3360 members Entering Unmasked Estep ConsiderDeletion Score: -32476024.000000 Penalty: 39366.164062 Iteration 3F: 20 clusters Score -3.247602e+07 nChanged 58860 Entering Unmasked Mstep Mstep: Class 0 contains 104 members Mstep: Class 2 contains 2442 members Mstep: Class 3 contains 4730 members Mstep: Class 4 contains 21915 members Mstep: Class 5 contains 5290 members Mstep: Class 6 contains 43626 members Mstep: Class 7 contains 69058 members Mstep: Class 8 contains 8918 members Mstep: Class 9 contains 7266 members Mstep: Class 10 contains 6037 members Mstep: Class 11 contains 3252 members Mstep: Class 12 contains 2378 members Mstep: Class 13 contains 118076 members Mstep: Class 14 contains 18894 members Mstep: Class 15 contains 2301 members Mstep: Class 16 contains 5263 members Mstep: Class 17 contains 7197 members Mstep: Class 18 contains 6547 members Mstep: Class 19 contains 7403 members Mstep: Class 20 contains 3915 members Entering Unmasked Estep ConsiderDeletion Score: -32558152.000000 Penalty: 39366.164062 Iteration 4F: 20 clusters Score -3.255815e+07 nChanged 53166 Entering Unmasked Mstep Mstep: Class 0 contains 83 members Mstep: Class 2 contains 1971 members Mstep: Class 3 contains 5622 members Mstep: Class 4 contains 21837 members Mstep: Class 5 contains 3564 members Mstep: Class 6 contains 37297 members Mstep: Class 7 contains 73407 members Mstep: Class 8 contains 7534 members Mstep: Class 9 contains 9090 members Mstep: Class 10 contains 6129 members Mstep: Class 11 contains 2461 members Mstep: Class 12 contains 1457 members Mstep: Class 13 contains 132574 members Mstep: Class 14 contains 12862 members Mstep: Class 15 contains 1854 members Mstep: Class 16 contains 4589 members Mstep: Class 17 contains 6252 members Mstep: Class 18 contains 5493 members Mstep: Class 19 contains 5649 members Mstep: Class 20 contains 4887 members Entering Unmasked Estep ConsiderDeletion Deleting Class 11. Lose 2051.836914 but Gain 2071.902344 Score: -32669198.000000 Penalty: 37294.261719 Iteration 5F: 19 clusters Score -3.26692e+07 nChanged 55982 Entering Unmasked Mstep Mstep: Class 0 contains 71 members Mstep: Class 2 contains 1783 members Mstep: Class 3 contains 7784 members Mstep: Class 4 contains 19958 members Mstep: Class 5 contains 2258 members Mstep: Class 6 contains 30429 members Mstep: Class 7 contains 98845 members Mstep: Class 8 contains 6175 members Mstep: Class 9 contains 11035 members Mstep: Class 10 contains 6162 members Mstep: Class 12 contains 1171 members Mstep: Class 13 contains 125222 members Mstep: Class 14 contains 7982 members Mstep: Class 15 contains 1438 members Mstep: Class 16 contains 4753 members Mstep: Class 17 contains 5142 members Mstep: Class 18 contains 4347 members Mstep: Class 19 contains 4165 members Mstep: Class 20 contains 5892 members Entering Unmasked Estep ConsiderDeletion Deleting Class 5. Lose 1631.575806 but Gain 2071.906250 Score: -32766324.000000 Penalty: 35222.355469 Iteration 6F: 18 clusters Score -3.276632e+07 nChanged 48820 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 2 contains 1676 members Mstep: Class 3 contains 9704 members Mstep: Class 4 contains 16668 members Mstep: Class 6 contains 26668 members Mstep: Class 7 contains 126584 members Mstep: Class 8 contains 5261 members Mstep: Class 9 contains 12578 members Mstep: Class 10 contains 6313 members Mstep: Class 12 contains 1065 members Mstep: Class 13 contains 109514 members Mstep: Class 14 contains 5337 members Mstep: Class 15 contains 1244 members Mstep: Class 16 contains 5108 members Mstep: Class 17 contains 4507 members Mstep: Class 18 contains 3307 members Mstep: Class 19 contains 2811 members Mstep: Class 20 contains 6204 members Entering Unmasked Estep ConsiderDeletion Deleting Class 15. Lose 2049.449951 but Gain 2071.902344 Score: -32829520.000000 Penalty: 33150.453125 Iteration 7F: 17 clusters Score -3.282952e+07 nChanged 33727 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 2 contains 1868 members Mstep: Class 3 contains 11411 members Mstep: Class 4 contains 13459 members Mstep: Class 6 contains 24176 members Mstep: Class 7 contains 146550 members Mstep: Class 8 contains 4876 members Mstep: Class 9 contains 13727 members Mstep: Class 10 contains 6800 members Mstep: Class 12 contains 1039 members Mstep: Class 13 contains 96197 members Mstep: Class 14 contains 3779 members Mstep: Class 16 contains 5301 members Mstep: Class 17 contains 4544 members Mstep: Class 18 contains 2618 members Mstep: Class 19 contains 2018 members Mstep: Class 20 contains 6191 members Entering Unmasked Estep ConsiderDeletion Score: -32890470.000000 Penalty: 33150.453125 Iteration 8F: 17 clusters Score -3.289047e+07 nChanged 20515 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 2 contains 2034 members Mstep: Class 3 contains 12809 members Mstep: Class 4 contains 11063 members Mstep: Class 6 contains 21535 members Mstep: Class 7 contains 157163 members Mstep: Class 8 contains 4779 members Mstep: Class 9 contains 14480 members Mstep: Class 10 contains 6863 members Mstep: Class 12 contains 1063 members Mstep: Class 13 contains 90267 members Mstep: Class 14 contains 2728 members Mstep: Class 16 contains 5322 members Mstep: Class 17 contains 4560 members Mstep: Class 18 contains 2208 members Mstep: Class 19 contains 1585 members Mstep: Class 20 contains 6093 members Entering Unmasked Estep ConsiderDeletion Score: -32972946.000000 Penalty: 33150.453125 Iteration 9F: 17 clusters Score -3.297295e+07 nChanged 11061 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 2 contains 2132 members Mstep: Class 3 contains 13900 members Mstep: Class 4 contains 10028 members Mstep: Class 6 contains 17984 members Mstep: Class 7 contains 159664 members Mstep: Class 8 contains 4777 members Mstep: Class 9 contains 14785 members Mstep: Class 10 contains 6808 members Mstep: Class 12 contains 1117 members Mstep: Class 13 contains 92424 members Mstep: Class 14 contains 2041 members Mstep: Class 16 contains 5197 members Mstep: Class 17 contains 4423 members Mstep: Class 18 contains 1985 members Mstep: Class 19 contains 1413 members Mstep: Class 20 contains 5873 members Entering Unmasked Estep ConsiderDeletion Score: -32986076.000000 Penalty: 33150.453125 Iteration 10Q: 17 clusters Score -3.298608e+07 nChanged 8220 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 2 contains 2127 members Mstep: Class 3 contains 14657 members Mstep: Class 4 contains 10815 members Mstep: Class 6 contains 15049 members Mstep: Class 7 contains 160940 members Mstep: Class 8 contains 4771 members Mstep: Class 9 contains 14406 members Mstep: Class 10 contains 6791 members Mstep: Class 12 contains 1147 members Mstep: Class 13 contains 93814 members Mstep: Class 14 contains 1629 members Mstep: Class 16 contains 5020 members Mstep: Class 17 contains 4332 members Mstep: Class 18 contains 1899 members Mstep: Class 19 contains 1577 members Mstep: Class 20 contains 5579 members Entering Unmasked Estep ConsiderDeletion Deleting Class 14. Lose 1900.483887 but Gain 2071.902344 Score: -32993026.000000 Penalty: 31078.550781 Iteration 11Q: 16 clusters Score -3.299303e+07 nChanged 8704 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 2 contains 2037 members Mstep: Class 3 contains 15224 members Mstep: Class 4 contains 13135 members Mstep: Class 6 contains 12773 members Mstep: Class 7 contains 161860 members Mstep: Class 8 contains 4761 members Mstep: Class 9 contains 13757 members Mstep: Class 10 contains 6769 members Mstep: Class 12 contains 1159 members Mstep: Class 13 contains 94787 members Mstep: Class 16 contains 4855 members Mstep: Class 17 contains 4234 members Mstep: Class 18 contains 1896 members Mstep: Class 19 contains 2005 members Mstep: Class 20 contains 5302 members Entering Unmasked Estep ConsiderDeletion Score: -33000684.000000 Penalty: 31078.550781 Iteration 12Q: 16 clusters Score -3.300068e+07 nChanged 6828 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 2 contains 1882 members Mstep: Class 3 contains 15766 members Mstep: Class 4 contains 15576 members Mstep: Class 6 contains 10434 members Mstep: Class 7 contains 161759 members Mstep: Class 8 contains 4758 members Mstep: Class 9 contains 12866 members Mstep: Class 10 contains 6730 members Mstep: Class 12 contains 1161 members Mstep: Class 13 contains 95419 members Mstep: Class 16 contains 4640 members Mstep: Class 17 contains 4184 members Mstep: Class 18 contains 1927 members Mstep: Class 19 contains 2488 members Mstep: Class 20 contains 4964 members Entering Unmasked Estep ConsiderDeletion Score: -33005728.000000 Penalty: 31078.550781 Iteration 13Q: 16 clusters Score -3.300573e+07 nChanged 6340 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 2 contains 1709 members Mstep: Class 3 contains 16301 members Mstep: Class 4 contains 18255 members Mstep: Class 6 contains 8701 members Mstep: Class 7 contains 161066 members Mstep: Class 8 contains 4760 members Mstep: Class 9 contains 11937 members Mstep: Class 10 contains 6695 members Mstep: Class 12 contains 1164 members Mstep: Class 13 contains 95887 members Mstep: Class 16 contains 4406 members Mstep: Class 17 contains 4142 members Mstep: Class 18 contains 1951 members Mstep: Class 19 contains 3009 members Mstep: Class 20 contains 4571 members Entering Unmasked Estep ConsiderDeletion Score: -33010932.000000 Penalty: 31078.550781 Iteration 14Q: 16 clusters Score -3.301093e+07 nChanged 6035 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 2 contains 1495 members Mstep: Class 3 contains 16869 members Mstep: Class 4 contains 21047 members Mstep: Class 6 contains 7614 members Mstep: Class 7 contains 160031 members Mstep: Class 8 contains 4758 members Mstep: Class 9 contains 10930 members Mstep: Class 10 contains 6659 members Mstep: Class 12 contains 1168 members Mstep: Class 13 contains 96180 members Mstep: Class 16 contains 4190 members Mstep: Class 17 contains 4123 members Mstep: Class 18 contains 1918 members Mstep: Class 19 contains 3463 members Mstep: Class 20 contains 4109 members Entering Unmasked Estep ConsiderDeletion Score: -33016454.000000 Penalty: 31078.550781 Iteration 15Q: 16 clusters Score -3.301645e+07 nChanged 5998 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 2 contains 1254 members Mstep: Class 3 contains 17497 members Mstep: Class 4 contains 23901 members Mstep: Class 6 contains 7105 members Mstep: Class 7 contains 158756 members Mstep: Class 8 contains 4755 members Mstep: Class 9 contains 9802 members Mstep: Class 10 contains 6626 members Mstep: Class 12 contains 1170 members Mstep: Class 13 contains 96276 members Mstep: Class 16 contains 4057 members Mstep: Class 17 contains 4096 members Mstep: Class 18 contains 1828 members Mstep: Class 19 contains 3875 members Mstep: Class 20 contains 3556 members Entering Unmasked Estep ConsiderDeletion Score: -33022416.000000 Penalty: 31078.550781 Iteration 16Q: 16 clusters Score -3.302242e+07 nChanged 5835 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 2 contains 1024 members Mstep: Class 3 contains 18135 members Mstep: Class 4 contains 26531 members Mstep: Class 6 contains 7287 members Mstep: Class 7 contains 157342 members Mstep: Class 8 contains 4747 members Mstep: Class 9 contains 8665 members Mstep: Class 10 contains 6585 members Mstep: Class 12 contains 1167 members Mstep: Class 13 contains 96111 members Mstep: Class 16 contains 3988 members Mstep: Class 17 contains 4082 members Mstep: Class 18 contains 1682 members Mstep: Class 19 contains 4237 members Mstep: Class 20 contains 2971 members Entering Unmasked Estep ConsiderDeletion Score: -33029390.000000 Penalty: 31078.550781 Iteration 17Q: 16 clusters Score -3.302939e+07 nChanged 5338 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 2 contains 817 members Mstep: Class 3 contains 18692 members Mstep: Class 4 contains 28606 members Mstep: Class 6 contains 8102 members Mstep: Class 7 contains 155952 members Mstep: Class 8 contains 4737 members Mstep: Class 9 contains 7770 members Mstep: Class 10 contains 6568 members Mstep: Class 12 contains 1162 members Mstep: Class 13 contains 95573 members Mstep: Class 16 contains 3901 members Mstep: Class 17 contains 4067 members Mstep: Class 18 contains 1564 members Mstep: Class 19 contains 4581 members Mstep: Class 20 contains 2462 members Entering Unmasked Estep ConsiderDeletion Score: -33035990.000000 Penalty: 31078.550781 Iteration 18Q: 16 clusters Score -3.303599e+07 nChanged 4503 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 2 contains 645 members Mstep: Class 3 contains 19143 members Mstep: Class 4 contains 30190 members Mstep: Class 6 contains 9231 members Mstep: Class 7 contains 154593 members Mstep: Class 8 contains 4731 members Mstep: Class 9 contains 7267 members Mstep: Class 10 contains 6547 members Mstep: Class 12 contains 1157 members Mstep: Class 13 contains 94768 members Mstep: Class 16 contains 3875 members Mstep: Class 17 contains 4052 members Mstep: Class 18 contains 1460 members Mstep: Class 19 contains 4834 members Mstep: Class 20 contains 2060 members Entering Unmasked Estep ConsiderDeletion Score: -33039102.000000 Penalty: 31078.550781 Iteration 19Q: 16 clusters Score -3.30391e+07 nChanged 3299 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 2 contains 519 members Mstep: Class 3 contains 19395 members Mstep: Class 4 contains 31478 members Mstep: Class 6 contains 10043 members Mstep: Class 7 contains 153363 members Mstep: Class 8 contains 4729 members Mstep: Class 9 contains 7067 members Mstep: Class 10 contains 6524 members Mstep: Class 12 contains 1156 members Mstep: Class 13 contains 94044 members Mstep: Class 16 contains 3873 members Mstep: Class 17 contains 4043 members Mstep: Class 18 contains 1407 members Mstep: Class 19 contains 5065 members Mstep: Class 20 contains 1848 members Entering Unmasked Estep ConsiderDeletion Score: -33041536.000000 Penalty: 31078.550781 Iteration 20F: 16 clusters Score -3.304154e+07 nChanged 2930 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 2 contains 432 members Mstep: Class 3 contains 19578 members Mstep: Class 4 contains 32501 members Mstep: Class 6 contains 10755 members Mstep: Class 7 contains 152331 members Mstep: Class 8 contains 4715 members Mstep: Class 9 contains 7074 members Mstep: Class 10 contains 6475 members Mstep: Class 12 contains 1159 members Mstep: Class 13 contains 93426 members Mstep: Class 16 contains 3835 members Mstep: Class 17 contains 4017 members Mstep: Class 18 contains 1253 members Mstep: Class 19 contains 5312 members Mstep: Class 20 contains 1699 members Entering Unmasked Estep ConsiderDeletion Score: -33043298.000000 Penalty: 31078.550781 Iteration 21Q: 16 clusters Score -3.30433e+07 nChanged 2315 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 2 contains 385 members Mstep: Class 3 contains 19750 members Mstep: Class 4 contains 33295 members Mstep: Class 6 contains 11311 members Mstep: Class 7 contains 151438 members Mstep: Class 8 contains 4708 members Mstep: Class 9 contains 7101 members Mstep: Class 10 contains 6440 members Mstep: Class 12 contains 1154 members Mstep: Class 13 contains 92923 members Mstep: Class 16 contains 3822 members Mstep: Class 17 contains 4004 members Mstep: Class 18 contains 1136 members Mstep: Class 19 contains 5517 members Mstep: Class 20 contains 1577 members Entering Unmasked Estep ConsiderDeletion Score: -33044308.000000 Penalty: 31078.550781 Iteration 22Q: 16 clusters Score -3.304431e+07 nChanged 1827 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 2 contains 352 members Mstep: Class 3 contains 19868 members Mstep: Class 4 contains 33938 members Mstep: Class 6 contains 11736 members Mstep: Class 7 contains 150697 members Mstep: Class 8 contains 4701 members Mstep: Class 9 contains 7090 members Mstep: Class 10 contains 6428 members Mstep: Class 12 contains 1156 members Mstep: Class 13 contains 92530 members Mstep: Class 16 contains 3797 members Mstep: Class 17 contains 4003 members Mstep: Class 18 contains 1084 members Mstep: Class 19 contains 5695 members Mstep: Class 20 contains 1487 members Entering Unmasked Estep ConsiderDeletion Score: -33044886.000000 Penalty: 31078.550781 Iteration 23Q: 16 clusters Score -3.304489e+07 nChanged 1436 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 2 contains 339 members Mstep: Class 3 contains 19961 members Mstep: Class 4 contains 34409 members Mstep: Class 6 contains 12093 members Mstep: Class 7 contains 150072 members Mstep: Class 8 contains 4693 members Mstep: Class 9 contains 7101 members Mstep: Class 10 contains 6420 members Mstep: Class 12 contains 1156 members Mstep: Class 13 contains 92194 members Mstep: Class 16 contains 3786 members Mstep: Class 17 contains 4000 members Mstep: Class 18 contains 1055 members Mstep: Class 19 contains 5875 members Mstep: Class 20 contains 1408 members Entering Unmasked Estep ConsiderDeletion Score: -33045280.000000 Penalty: 31078.550781 Iteration 24Q: 16 clusters Score -3.304528e+07 nChanged 1105 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 2 contains 339 members Mstep: Class 3 contains 20048 members Mstep: Class 4 contains 34799 members Mstep: Class 6 contains 12349 members Mstep: Class 7 contains 149548 members Mstep: Class 8 contains 4688 members Mstep: Class 9 contains 7106 members Mstep: Class 10 contains 6412 members Mstep: Class 12 contains 1156 members Mstep: Class 13 contains 91955 members Mstep: Class 16 contains 3777 members Mstep: Class 17 contains 3993 members Mstep: Class 18 contains 1037 members Mstep: Class 19 contains 6025 members Mstep: Class 20 contains 1330 members Entering Unmasked Estep ConsiderDeletion Score: -33045474.000000 Penalty: 31078.550781 Iteration 25Q: 16 clusters Score -3.304547e+07 nChanged 838 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 2 contains 332 members Mstep: Class 3 contains 20121 members Mstep: Class 4 contains 35099 members Mstep: Class 6 contains 12537 members Mstep: Class 7 contains 149143 members Mstep: Class 8 contains 4687 members Mstep: Class 9 contains 7126 members Mstep: Class 10 contains 6406 members Mstep: Class 12 contains 1156 members Mstep: Class 13 contains 91772 members Mstep: Class 16 contains 3783 members Mstep: Class 17 contains 3991 members Mstep: Class 18 contains 1020 members Mstep: Class 19 contains 6123 members Mstep: Class 20 contains 1266 members Entering Unmasked Estep ConsiderDeletion Score: -33045750.000000 Penalty: 31078.550781 Iteration 26Q: 16 clusters Score -3.304575e+07 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 20187 members Mstep: Class 4 contains 35329 members Mstep: Class 6 contains 12678 members Mstep: Class 7 contains 148816 members Mstep: Class 8 contains 4686 members Mstep: Class 9 contains 7139 members Mstep: Class 10 contains 6400 members Mstep: Class 12 contains 1156 members Mstep: Class 13 contains 91635 members Mstep: Class 16 contains 3781 members Mstep: Class 17 contains 3990 members Mstep: Class 18 contains 1011 members Mstep: Class 19 contains 6213 members Mstep: Class 20 contains 1207 members Entering Unmasked Estep ConsiderDeletion Score: -33045908.000000 Penalty: 31078.550781 Iteration 27Q: 16 clusters Score -3.304591e+07 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 2 contains 332 members Mstep: Class 3 contains 20262 members Mstep: Class 4 contains 35512 members Mstep: Class 6 contains 12804 members Mstep: Class 7 contains 148551 members Mstep: Class 8 contains 4686 members Mstep: Class 9 contains 7141 members Mstep: Class 10 contains 6401 members Mstep: Class 12 contains 1156 members Mstep: Class 13 contains 91516 members Mstep: Class 16 contains 3783 members Mstep: Class 17 contains 3989 members Mstep: Class 18 contains 1001 members Mstep: Class 19 contains 6287 members Mstep: Class 20 contains 1141 members Entering Unmasked Estep ConsiderDeletion Score: -33046098.000000 Penalty: 31078.550781 Iteration 28Q: 16 clusters Score -3.30461e+07 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 2 contains 332 members Mstep: Class 3 contains 20312 members Mstep: Class 4 contains 35650 members Mstep: Class 6 contains 12895 members Mstep: Class 7 contains 148326 members Mstep: Class 8 contains 4685 members Mstep: Class 9 contains 7154 members Mstep: Class 10 contains 6401 members Mstep: Class 12 contains 1156 members Mstep: Class 13 contains 91431 members Mstep: Class 16 contains 3784 members Mstep: Class 17 contains 3990 members Mstep: Class 18 contains 992 members Mstep: Class 19 contains 6354 members Mstep: Class 20 contains 1100 members Entering Unmasked Estep ConsiderDeletion Score: -33046074.000000 Penalty: 31078.550781 Iteration 29Q: 16 clusters Score -3.304607e+07 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 20362 members Mstep: Class 4 contains 35769 members Mstep: Class 6 contains 12982 members Mstep: Class 7 contains 148134 members Mstep: Class 8 contains 4686 members Mstep: Class 9 contains 7156 members Mstep: Class 10 contains 6403 members Mstep: Class 12 contains 1156 members Mstep: Class 13 contains 91347 members Mstep: Class 16 contains 3782 members Mstep: Class 17 contains 3993 members Mstep: Class 18 contains 986 members Mstep: Class 19 contains 6414 members Mstep: Class 20 contains 1058 members Entering Unmasked Estep ConsiderDeletion Score: -33046158.000000 Penalty: 31078.550781 Iteration 30Q: 16 clusters Score -3.304616e+07 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 2 contains 335 members Mstep: Class 3 contains 20415 members Mstep: Class 4 contains 35886 members Mstep: Class 6 contains 13046 members Mstep: Class 7 contains 147964 members Mstep: Class 8 contains 4686 members Mstep: Class 9 contains 7159 members Mstep: Class 10 contains 6401 members Mstep: Class 12 contains 1156 members Mstep: Class 13 contains 91288 members Mstep: Class 16 contains 3781 members Mstep: Class 17 contains 3992 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 6465 members Mstep: Class 20 contains 1011 members Entering Unmasked Estep ConsiderDeletion Score: -33046210.000000 Penalty: 31078.550781 Iteration 31Q: 16 clusters Score -3.304621e+07 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 2 contains 337 members Mstep: Class 3 contains 20460 members Mstep: Class 4 contains 35959 members Mstep: Class 6 contains 13086 members Mstep: Class 7 contains 147840 members Mstep: Class 8 contains 4686 members Mstep: Class 9 contains 7170 members Mstep: Class 10 contains 6398 members Mstep: Class 12 contains 1156 members Mstep: Class 13 contains 91247 members Mstep: Class 16 contains 3785 members Mstep: Class 17 contains 3992 members Mstep: Class 18 contains 966 members Mstep: Class 19 contains 6505 members Mstep: Class 20 contains 975 members Entering Unmasked Estep ConsiderDeletion Deleting Class 20. Lose 2070.276123 but Gain 2071.904297 Score: -33046282.000000 Penalty: 29006.646484 Iteration 32Q: 15 clusters Score -3.304628e+07 nChanged 1149 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 2 contains 339 members Mstep: Class 3 contains 21276 members Mstep: Class 4 contains 36031 members Mstep: Class 6 contains 13116 members Mstep: Class 7 contains 147732 members Mstep: Class 8 contains 4686 members Mstep: Class 9 contains 7229 members Mstep: Class 10 contains 6394 members Mstep: Class 12 contains 1156 members Mstep: Class 13 contains 91220 members Mstep: Class 16 contains 3786 members Mstep: Class 17 contains 3990 members Mstep: Class 18 contains 1072 members Mstep: Class 19 contains 6535 members Entering Unmasked Estep ConsiderDeletion Score: -33047644.000000 Penalty: 29006.646484 Iteration 33Q: 15 clusters Score -3.304764e+07 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 2 contains 341 members Mstep: Class 3 contains 21321 members Mstep: Class 4 contains 36087 members Mstep: Class 6 contains 13137 members Mstep: Class 7 contains 147648 members Mstep: Class 8 contains 4687 members Mstep: Class 9 contains 7232 members Mstep: Class 10 contains 6393 members Mstep: Class 12 contains 1155 members Mstep: Class 13 contains 91195 members Mstep: Class 16 contains 3784 members Mstep: Class 17 contains 3989 members Mstep: Class 18 contains 1046 members Mstep: Class 19 contains 6547 members Entering Unmasked Estep ConsiderDeletion Score: -33047628.000000 Penalty: 29006.646484 Iteration 34Q: 15 clusters Score -3.304763e+07 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 2 contains 343 members Mstep: Class 3 contains 21341 members Mstep: Class 4 contains 36148 members Mstep: Class 6 contains 13158 members Mstep: Class 7 contains 147566 members Mstep: Class 8 contains 4686 members Mstep: Class 9 contains 7230 members Mstep: Class 10 contains 6391 members Mstep: Class 12 contains 1155 members Mstep: Class 13 contains 91176 members Mstep: Class 16 contains 3780 members Mstep: Class 17 contains 3988 members Mstep: Class 18 contains 1035 members Mstep: Class 19 contains 6565 members Entering Unmasked Estep ConsiderDeletion Score: -33047550.000000 Penalty: 29006.646484 Iteration 35Q: 15 clusters Score -3.304755e+07 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 2 contains 344 members Mstep: Class 3 contains 21351 members Mstep: Class 4 contains 36208 members Mstep: Class 6 contains 13173 members Mstep: Class 7 contains 147488 members Mstep: Class 8 contains 4685 members Mstep: Class 9 contains 7234 members Mstep: Class 10 contains 6391 members Mstep: Class 12 contains 1155 members Mstep: Class 13 contains 91160 members Mstep: Class 16 contains 3774 members Mstep: Class 17 contains 3988 members Mstep: Class 18 contains 1031 members Mstep: Class 19 contains 6580 members Entering Unmasked Estep ConsiderDeletion Score: -33047568.000000 Penalty: 29006.646484 Iteration 36Q: 15 clusters Score -3.304757e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 2 contains 344 members Mstep: Class 3 contains 21353 members Mstep: Class 4 contains 36262 members Mstep: Class 6 contains 13191 members Mstep: Class 7 contains 147419 members Mstep: Class 8 contains 4685 members Mstep: Class 9 contains 7237 members Mstep: Class 10 contains 6391 members Mstep: Class 12 contains 1155 members Mstep: Class 13 contains 91142 members Mstep: Class 16 contains 3773 members Mstep: Class 17 contains 3989 members Mstep: Class 18 contains 1032 members Mstep: Class 19 contains 6589 members Entering Unmasked Estep ConsiderDeletion Score: -33047618.000000 Penalty: 29006.646484 Iteration 37Q: 15 clusters Score -3.304762e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 2 contains 344 members Mstep: Class 3 contains 21356 members Mstep: Class 4 contains 36312 members Mstep: Class 6 contains 13201 members Mstep: Class 7 contains 147367 members Mstep: Class 8 contains 4685 members Mstep: Class 9 contains 7242 members Mstep: Class 10 contains 6390 members Mstep: Class 12 contains 1155 members Mstep: Class 13 contains 91130 members Mstep: Class 16 contains 3774 members Mstep: Class 17 contains 3989 members Mstep: Class 18 contains 1031 members Mstep: Class 19 contains 6586 members Entering Unmasked Estep ConsiderDeletion Score: -33047624.000000 Penalty: 29006.646484 Iteration 38Q: 15 clusters Score -3.304762e+07 nChanged 60 Entering ConstructFrom: Score: -33047624.000000 Penalty: 29006.646484 Entering ConstructFrom: Trying to split cluster 2 (344 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Entering Unmasked Estep Score: -31519.632812 Penalty: 949.104248 Iteration 0F: 2 clusters Score -31519.63 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 182 members Entering Unmasked Estep Score: -30568.988281 Penalty: 1898.208496 Iteration 0F: 3 clusters Score -30568.99 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -30675.984375 Penalty: 1898.208496 Iteration 1F: 3 clusters Score -30675.98 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -30710.230469 Penalty: 1898.208496 Iteration 2Q: 3 clusters Score -30710.23 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -30723.199219 Penalty: 1898.208496 Iteration 3Q: 3 clusters Score -30723.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -30731.925781 Penalty: 1898.208496 Iteration 4Q: 3 clusters Score -30731.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -30736.189453 Penalty: 1898.208496 Iteration 5Q: 3 clusters Score -30736.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -30742.558594 Penalty: 1898.208496 Iteration 6Q: 3 clusters Score -30742.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -30746.626953 Penalty: 1898.208496 Iteration 7Q: 3 clusters Score -30746.63 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -30746.626953 Penalty: 1898.208496 Iteration 8F: 3 clusters Score -30746.63 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (21356 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21356 members Entering Unmasked Estep Score: -1956287.875000 Penalty: 1619.976685 Iteration 0F: 2 clusters Score -1956288 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10816 members Mstep: Class 2 contains 10540 members Entering Unmasked Estep Score: -1941840.250000 Penalty: 3239.953369 Iteration 0F: 3 clusters Score -1941840 nChanged 9736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11530 members Mstep: Class 2 contains 9826 members Entering Unmasked Estep Score: -1947176.500000 Penalty: 3239.953369 Iteration 1F: 3 clusters Score -1947176 nChanged 1066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11886 members Mstep: Class 2 contains 9470 members Entering Unmasked Estep Score: -1947625.750000 Penalty: 3239.953369 Iteration 2Q: 3 clusters Score -1947626 nChanged 1053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12327 members Mstep: Class 2 contains 9029 members Entering Unmasked Estep Score: -1948105.750000 Penalty: 3239.953369 Iteration 3Q: 3 clusters Score -1948106 nChanged 1072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12885 members Mstep: Class 2 contains 8471 members Entering Unmasked Estep Score: -1948680.125000 Penalty: 3239.953369 Iteration 4F: 3 clusters Score -1948680 nChanged 1103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13594 members Mstep: Class 2 contains 7762 members Entering Unmasked Estep Score: -1949354.250000 Penalty: 3239.953369 Iteration 5F: 3 clusters Score -1949354 nChanged 1143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14419 members Mstep: Class 2 contains 6937 members Entering Unmasked Estep Score: -1950101.375000 Penalty: 3239.953369 Iteration 6F: 3 clusters Score -1950101 nChanged 1190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15395 members Mstep: Class 2 contains 5961 members Entering Unmasked Estep Score: -1950934.250000 Penalty: 3239.953369 Iteration 7F: 3 clusters Score -1950934 nChanged 1130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16399 members Mstep: Class 2 contains 4957 members Entering Unmasked Estep Score: -1951701.875000 Penalty: 3239.953369 Iteration 8F: 3 clusters Score -1951702 nChanged 1033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17362 members Mstep: Class 2 contains 3994 members Entering Unmasked Estep Score: -1952388.125000 Penalty: 3239.953369 Iteration 9Q: 3 clusters Score -1952388 nChanged 855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18175 members Mstep: Class 2 contains 3181 members Entering Unmasked Estep Score: -1952954.000000 Penalty: 3239.953369 Iteration 10Q: 3 clusters Score -1952954 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18836 members Mstep: Class 2 contains 2520 members Entering Unmasked Estep Score: -1953485.125000 Penalty: 3239.953369 Iteration 11Q: 3 clusters Score -1953485 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19335 members Mstep: Class 2 contains 2021 members Entering Unmasked Estep Score: -1953911.250000 Penalty: 3239.953369 Iteration 12Q: 3 clusters Score -1953911 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19699 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -1954406.375000 Penalty: 3239.953369 Iteration 13Q: 3 clusters Score -1954406 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19869 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -1955051.500000 Penalty: 3239.953369 Iteration 14Q: 3 clusters Score -1955052 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19780 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -1955558.000000 Penalty: 3239.953369 Iteration 15Q: 3 clusters Score -1955558 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19562 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -1955881.125000 Penalty: 3239.953369 Iteration 16Q: 3 clusters Score -1955881 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19285 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -1956204.000000 Penalty: 3239.953369 Iteration 17Q: 3 clusters Score -1956204 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18957 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -1956600.000000 Penalty: 3239.953369 Iteration 18Q: 3 clusters Score -1956600 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18570 members Mstep: Class 2 contains 2786 members Entering Unmasked Estep Score: -1957034.125000 Penalty: 3239.953369 Iteration 19Q: 3 clusters Score -1957034 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18108 members Mstep: Class 2 contains 3248 members Entering Unmasked Estep Score: -1957592.875000 Penalty: 3239.953369 Iteration 20F: 3 clusters Score -1957593 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17582 members Mstep: Class 2 contains 3774 members Entering Unmasked Estep Score: -1958344.375000 Penalty: 3239.953369 Iteration 21Q: 3 clusters Score -1958344 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17047 members Mstep: Class 2 contains 4309 members Entering Unmasked Estep Score: -1959445.875000 Penalty: 3239.953369 Iteration 22Q: 3 clusters Score -1959446 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16569 members Mstep: Class 2 contains 4787 members Entering Unmasked Estep Score: -1960849.250000 Penalty: 3239.953369 Iteration 23Q: 3 clusters Score -1960849 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16341 members Mstep: Class 2 contains 5015 members Entering Unmasked Estep Score: -1961400.125000 Penalty: 3239.953369 Iteration 24Q: 3 clusters Score -1961400 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16296 members Mstep: Class 2 contains 5060 members Entering Unmasked Estep Score: -1961483.500000 Penalty: 3239.953369 Iteration 25Q: 3 clusters Score -1961484 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16290 members Mstep: Class 2 contains 5066 members Entering Unmasked Estep Score: -1961518.750000 Penalty: 3239.953369 Iteration 26Q: 3 clusters Score -1961519 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16287 members Mstep: Class 2 contains 5069 members Entering Unmasked Estep Score: -1961530.250000 Penalty: 3239.953369 Iteration 27Q: 3 clusters Score -1961530 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16286 members Mstep: Class 2 contains 5070 members Entering Unmasked Estep Score: -1961533.375000 Penalty: 3239.953369 Iteration 28Q: 3 clusters Score -1961533 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16286 members Mstep: Class 2 contains 5070 members Entering Unmasked Estep Score: -1962182.375000 Penalty: 3239.953369 Iteration 29F: 3 clusters Score -1962182 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16199 members Mstep: Class 2 contains 5157 members Entering Unmasked Estep Score: -1962833.000000 Penalty: 3239.953369 Iteration 30Q: 3 clusters Score -1962833 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16184 members Mstep: Class 2 contains 5172 members Entering Unmasked Estep Score: -1962889.375000 Penalty: 3239.953369 Iteration 31Q: 3 clusters Score -1962889 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16183 members Mstep: Class 2 contains 5173 members Entering Unmasked Estep Score: -1962890.875000 Penalty: 3239.953369 Iteration 32Q: 3 clusters Score -1962891 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16182 members Mstep: Class 2 contains 5174 members Entering Unmasked Estep Score: -1962891.000000 Penalty: 3239.953369 Iteration 33Q: 3 clusters Score -1962891 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16182 members Mstep: Class 2 contains 5174 members Entering Unmasked Estep Score: -1962891.000000 Penalty: 3239.953369 Iteration 34F: 3 clusters Score -1962891 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 5174 members Mstep: Class 2 contains 344 members Mstep: Class 3 contains 16182 members Mstep: Class 4 contains 36345 members Mstep: Class 6 contains 13208 members Mstep: Class 7 contains 147328 members Mstep: Class 8 contains 4685 members Mstep: Class 9 contains 7248 members Mstep: Class 10 contains 6390 members Mstep: Class 12 contains 1155 members Mstep: Class 13 contains 91121 members Mstep: Class 16 contains 3775 members Mstep: Class 17 contains 3988 members Mstep: Class 18 contains 1032 members Mstep: Class 19 contains 6587 members Entering Unmasked Estep Score: -33053838.000000 Penalty: 31078.550781 Splitting cluster 3 changes total score from -33047624.000000 to -33053838.000000 So it's getting split into cluster 1. Entering ConstructFrom: Trying to split cluster 4 (36345 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36345 members Entering Unmasked Estep Score: -3455441.250000 Penalty: 1706.381836 Iteration 0F: 2 clusters Score -3455441 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18275 members Mstep: Class 2 contains 18070 members Entering Unmasked Estep Score: -3430972.000000 Penalty: 3412.763672 Iteration 0F: 3 clusters Score -3430972 nChanged 16968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19497 members Mstep: Class 2 contains 16848 members Entering Unmasked Estep Score: -3440855.750000 Penalty: 3412.763672 Iteration 1F: 3 clusters Score -3440856 nChanged 1935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20388 members Mstep: Class 2 contains 15957 members Entering Unmasked Estep Score: -3441684.750000 Penalty: 3412.763672 Iteration 2F: 3 clusters Score -3441685 nChanged 2076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21598 members Mstep: Class 2 contains 14747 members Entering Unmasked Estep Score: -3442735.250000 Penalty: 3412.763672 Iteration 3F: 3 clusters Score -3442735 nChanged 2224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23100 members Mstep: Class 2 contains 13245 members Entering Unmasked Estep Score: -3444106.750000 Penalty: 3412.763672 Iteration 4F: 3 clusters Score -3444107 nChanged 2514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24906 members Mstep: Class 2 contains 11439 members Entering Unmasked Estep Score: -3445921.500000 Penalty: 3412.763672 Iteration 5F: 3 clusters Score -3445922 nChanged 2534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26716 members Mstep: Class 2 contains 9629 members Entering Unmasked Estep Score: -3447867.750000 Penalty: 3412.763672 Iteration 6F: 3 clusters Score -3447868 nChanged 2184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28182 members Mstep: Class 2 contains 8163 members Entering Unmasked Estep Score: -3449588.250000 Penalty: 3412.763672 Iteration 7F: 3 clusters Score -3449588 nChanged 1748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29272 members Mstep: Class 2 contains 7073 members Entering Unmasked Estep Score: -3451147.000000 Penalty: 3412.763672 Iteration 8Q: 3 clusters Score -3451147 nChanged 1270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29938 members Mstep: Class 2 contains 6407 members Entering Unmasked Estep Score: -3452463.750000 Penalty: 3412.763672 Iteration 9Q: 3 clusters Score -3452464 nChanged 964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30292 members Mstep: Class 2 contains 6053 members Entering Unmasked Estep Score: -3453281.000000 Penalty: 3412.763672 Iteration 10Q: 3 clusters Score -3453281 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30565 members Mstep: Class 2 contains 5780 members Entering Unmasked Estep Score: -3453895.500000 Penalty: 3412.763672 Iteration 11Q: 3 clusters Score -3453896 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30790 members Mstep: Class 2 contains 5555 members Entering Unmasked Estep Score: -3454306.500000 Penalty: 3412.763672 Iteration 12Q: 3 clusters Score -3454306 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30916 members Mstep: Class 2 contains 5429 members Entering Unmasked Estep Score: -3454564.000000 Penalty: 3412.763672 Iteration 13Q: 3 clusters Score -3454564 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30999 members Mstep: Class 2 contains 5346 members Entering Unmasked Estep Score: -3454778.750000 Penalty: 3412.763672 Iteration 14Q: 3 clusters Score -3454779 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31011 members Mstep: Class 2 contains 5334 members Entering Unmasked Estep Score: -3454903.000000 Penalty: 3412.763672 Iteration 15Q: 3 clusters Score -3454903 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31013 members Mstep: Class 2 contains 5332 members Entering Unmasked Estep Score: -3454963.500000 Penalty: 3412.763672 Iteration 16Q: 3 clusters Score -3454964 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31009 members Mstep: Class 2 contains 5336 members Entering Unmasked Estep Score: -3455007.250000 Penalty: 3412.763672 Iteration 17Q: 3 clusters Score -3455007 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31008 members Mstep: Class 2 contains 5337 members Entering Unmasked Estep Score: -3455026.250000 Penalty: 3412.763672 Iteration 18Q: 3 clusters Score -3455026 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30997 members Mstep: Class 2 contains 5348 members Entering Unmasked Estep Score: -3455042.750000 Penalty: 3412.763672 Iteration 19Q: 3 clusters Score -3455043 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30996 members Mstep: Class 2 contains 5349 members Entering Unmasked Estep Score: -3455045.750000 Penalty: 3412.763672 Iteration 20F: 3 clusters Score -3455046 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30988 members Mstep: Class 2 contains 5357 members Entering Unmasked Estep Score: -3455042.500000 Penalty: 3412.763672 Iteration 21Q: 3 clusters Score -3455042 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30986 members Mstep: Class 2 contains 5359 members Entering Unmasked Estep Score: -3455043.750000 Penalty: 3412.763672 Iteration 22Q: 3 clusters Score -3455044 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30976 members Mstep: Class 2 contains 5369 members Entering Unmasked Estep Score: -3455052.500000 Penalty: 3412.763672 Iteration 23Q: 3 clusters Score -3455052 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30969 members Mstep: Class 2 contains 5376 members Entering Unmasked Estep Score: -3455053.500000 Penalty: 3412.763672 Iteration 24Q: 3 clusters Score -3455054 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30970 members Mstep: Class 2 contains 5375 members Entering Unmasked Estep Score: -3455052.000000 Penalty: 3412.763672 Iteration 25Q: 3 clusters Score -3455052 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30974 members Mstep: Class 2 contains 5371 members Entering Unmasked Estep Score: -3455048.000000 Penalty: 3412.763672 Iteration 26Q: 3 clusters Score -3455048 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30973 members Mstep: Class 2 contains 5372 members Entering Unmasked Estep Score: -3455057.500000 Penalty: 3412.763672 Iteration 27Q: 3 clusters Score -3455058 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30975 members Mstep: Class 2 contains 5370 members Entering Unmasked Estep Score: -3455055.500000 Penalty: 3412.763672 Iteration 28Q: 3 clusters Score -3455056 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30975 members Mstep: Class 2 contains 5370 members Entering Unmasked Estep Score: -3455059.500000 Penalty: 3412.763672 Iteration 29Q: 3 clusters Score -3455060 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30975 members Mstep: Class 2 contains 5370 members Entering Unmasked Estep Score: -3455059.500000 Penalty: 3412.763672 Iteration 30Q: 3 clusters Score -3455060 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30977 members Mstep: Class 2 contains 5368 members Entering Unmasked Estep Score: -3455063.000000 Penalty: 3412.763672 Iteration 31Q: 3 clusters Score -3455063 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30977 members Mstep: Class 2 contains 5368 members Entering Unmasked Estep Score: -3455061.250000 Penalty: 3412.763672 Iteration 32Q: 3 clusters Score -3455061 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30977 members Mstep: Class 2 contains 5368 members Entering Unmasked Estep Score: -3455059.000000 Penalty: 3412.763672 Iteration 33Q: 3 clusters Score -3455059 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30977 members Mstep: Class 2 contains 5368 members Entering Unmasked Estep Score: -3455064.250000 Penalty: 3412.763672 Iteration 34Q: 3 clusters Score -3455064 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30979 members Mstep: Class 2 contains 5366 members Entering Unmasked Estep Score: -3455065.000000 Penalty: 3412.763672 Iteration 35Q: 3 clusters Score -3455065 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30981 members Mstep: Class 2 contains 5364 members Entering Unmasked Estep Score: -3455068.250000 Penalty: 3412.763672 Iteration 36Q: 3 clusters Score -3455068 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30983 members Mstep: Class 2 contains 5362 members Entering Unmasked Estep Score: -3455060.000000 Penalty: 3412.763672 Iteration 37Q: 3 clusters Score -3455060 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30984 members Mstep: Class 2 contains 5361 members Entering Unmasked Estep Score: -3455064.250000 Penalty: 3412.763672 Iteration 38Q: 3 clusters Score -3455064 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30982 members Mstep: Class 2 contains 5363 members Entering Unmasked Estep Score: -3455066.750000 Penalty: 3412.763672 Iteration 39Q: 3 clusters Score -3455067 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30980 members Mstep: Class 2 contains 5365 members Entering Unmasked Estep Score: -3455065.750000 Penalty: 3412.763672 Iteration 40F: 3 clusters Score -3455066 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30985 members Mstep: Class 2 contains 5360 members Entering Unmasked Estep Score: -3455058.000000 Penalty: 3412.763672 Iteration 41Q: 3 clusters Score -3455058 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30990 members Mstep: Class 2 contains 5355 members Entering Unmasked Estep Score: -3455062.750000 Penalty: 3412.763672 Iteration 42Q: 3 clusters Score -3455063 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30994 members Mstep: Class 2 contains 5351 members Entering Unmasked Estep Score: -3455063.000000 Penalty: 3412.763672 Iteration 43Q: 3 clusters Score -3455063 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30995 members Mstep: Class 2 contains 5350 members Entering Unmasked Estep Score: -3455067.000000 Penalty: 3412.763672 Iteration 44Q: 3 clusters Score -3455067 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30995 members Mstep: Class 2 contains 5350 members Entering Unmasked Estep Score: -3455067.000000 Penalty: 3412.763672 Iteration 45Q: 3 clusters Score -3455067 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30994 members Mstep: Class 2 contains 5351 members Entering Unmasked Estep Score: -3455065.500000 Penalty: 3412.763672 Iteration 46Q: 3 clusters Score -3455066 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30993 members Mstep: Class 2 contains 5352 members Entering Unmasked Estep Score: -3455066.750000 Penalty: 3412.763672 Iteration 47Q: 3 clusters Score -3455067 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30993 members Mstep: Class 2 contains 5352 members Entering Unmasked Estep Score: -3455066.750000 Penalty: 3412.763672 Iteration 48F: 3 clusters Score -3455067 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (13208 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13208 members Entering Unmasked Estep Score: -1264123.125000 Penalty: 1541.893921 Iteration 0F: 2 clusters Score -1264123 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6633 members Mstep: Class 2 contains 6575 members Entering Unmasked Estep Score: -1254920.125000 Penalty: 3083.787842 Iteration 0F: 3 clusters Score -1254920 nChanged 5784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6939 members Mstep: Class 2 contains 6269 members Entering Unmasked Estep Score: -1258081.375000 Penalty: 3083.787842 Iteration 1F: 3 clusters Score -1258081 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7138 members Mstep: Class 2 contains 6070 members Entering Unmasked Estep Score: -1258427.000000 Penalty: 3083.787842 Iteration 2F: 3 clusters Score -1258427 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7417 members Mstep: Class 2 contains 5791 members Entering Unmasked Estep Score: -1258853.500000 Penalty: 3083.787842 Iteration 3F: 3 clusters Score -1258854 nChanged 821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7808 members Mstep: Class 2 contains 5400 members Entering Unmasked Estep Score: -1259389.500000 Penalty: 3083.787842 Iteration 4F: 3 clusters Score -1259390 nChanged 841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8199 members Mstep: Class 2 contains 5009 members Entering Unmasked Estep Score: -1260031.500000 Penalty: 3083.787842 Iteration 5F: 3 clusters Score -1260032 nChanged 907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8624 members Mstep: Class 2 contains 4584 members Entering Unmasked Estep Score: -1260736.875000 Penalty: 3083.787842 Iteration 6F: 3 clusters Score -1260737 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9014 members Mstep: Class 2 contains 4194 members Entering Unmasked Estep Score: -1261292.875000 Penalty: 3083.787842 Iteration 7F: 3 clusters Score -1261293 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9345 members Mstep: Class 2 contains 3863 members Entering Unmasked Estep Score: -1261741.500000 Penalty: 3083.787842 Iteration 8Q: 3 clusters Score -1261742 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9626 members Mstep: Class 2 contains 3582 members Entering Unmasked Estep Score: -1262075.000000 Penalty: 3083.787842 Iteration 9Q: 3 clusters Score -1262075 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9887 members Mstep: Class 2 contains 3321 members Entering Unmasked Estep Score: -1262325.500000 Penalty: 3083.787842 Iteration 10Q: 3 clusters Score -1262326 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10112 members Mstep: Class 2 contains 3096 members Entering Unmasked Estep Score: -1262505.625000 Penalty: 3083.787842 Iteration 11Q: 3 clusters Score -1262506 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10317 members Mstep: Class 2 contains 2891 members Entering Unmasked Estep Score: -1262686.375000 Penalty: 3083.787842 Iteration 12Q: 3 clusters Score -1262686 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10498 members Mstep: Class 2 contains 2710 members Entering Unmasked Estep Score: -1262858.750000 Penalty: 3083.787842 Iteration 13Q: 3 clusters Score -1262859 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10643 members Mstep: Class 2 contains 2565 members Entering Unmasked Estep Score: -1263006.125000 Penalty: 3083.787842 Iteration 14Q: 3 clusters Score -1263006 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10778 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -1263160.750000 Penalty: 3083.787842 Iteration 15Q: 3 clusters Score -1263161 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10881 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -1263273.750000 Penalty: 3083.787842 Iteration 16Q: 3 clusters Score -1263274 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10952 members Mstep: Class 2 contains 2256 members Entering Unmasked Estep Score: -1263369.375000 Penalty: 3083.787842 Iteration 17Q: 3 clusters Score -1263369 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11006 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -1263418.375000 Penalty: 3083.787842 Iteration 18Q: 3 clusters Score -1263418 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11052 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -1263439.250000 Penalty: 3083.787842 Iteration 19Q: 3 clusters Score -1263439 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11085 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -1263458.500000 Penalty: 3083.787842 Iteration 20F: 3 clusters Score -1263458 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11107 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -1263464.625000 Penalty: 3083.787842 Iteration 21Q: 3 clusters Score -1263465 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11123 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -1263469.750000 Penalty: 3083.787842 Iteration 22Q: 3 clusters Score -1263470 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11134 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -1263471.875000 Penalty: 3083.787842 Iteration 23Q: 3 clusters Score -1263472 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11139 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -1263474.000000 Penalty: 3083.787842 Iteration 24Q: 3 clusters Score -1263474 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11141 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -1263474.750000 Penalty: 3083.787842 Iteration 25Q: 3 clusters Score -1263475 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11144 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -1263475.625000 Penalty: 3083.787842 Iteration 26Q: 3 clusters Score -1263476 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11148 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -1263477.500000 Penalty: 3083.787842 Iteration 27Q: 3 clusters Score -1263478 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11150 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -1263478.625000 Penalty: 3083.787842 Iteration 28Q: 3 clusters Score -1263479 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11149 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -1263477.500000 Penalty: 3083.787842 Iteration 29Q: 3 clusters Score -1263478 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11147 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -1263477.500000 Penalty: 3083.787842 Iteration 30Q: 3 clusters Score -1263478 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11146 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -1263475.625000 Penalty: 3083.787842 Iteration 31Q: 3 clusters Score -1263476 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11146 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -1263475.625000 Penalty: 3083.787842 Iteration 32F: 3 clusters Score -1263476 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (147328 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147328 members Entering Unmasked Estep Score: -14653620.000000 Penalty: 1933.817627 Iteration 0F: 2 clusters Score -1.465362e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74065 members Mstep: Class 2 contains 73263 members Entering Unmasked Estep Score: -14555173.000000 Penalty: 3867.635254 Iteration 0F: 3 clusters Score -1.455517e+07 nChanged 70957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80988 members Mstep: Class 2 contains 66340 members Entering Unmasked Estep Score: -14597137.000000 Penalty: 3867.635254 Iteration 1F: 3 clusters Score -1.459714e+07 nChanged 6041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85837 members Mstep: Class 2 contains 61491 members Entering Unmasked Estep Score: -14599345.000000 Penalty: 3867.635254 Iteration 2Q: 3 clusters Score -1.459934e+07 nChanged 8110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93297 members Mstep: Class 2 contains 54031 members Entering Unmasked Estep Score: -14603384.000000 Penalty: 3867.635254 Iteration 3F: 3 clusters Score -1.460338e+07 nChanged 10973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103982 members Mstep: Class 2 contains 43346 members Entering Unmasked Estep Score: -14610912.000000 Penalty: 3867.635254 Iteration 4F: 3 clusters Score -1.461091e+07 nChanged 13524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117434 members Mstep: Class 2 contains 29894 members Entering Unmasked Estep Score: -14622714.000000 Penalty: 3867.635254 Iteration 5F: 3 clusters Score -1.462271e+07 nChanged 13547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130957 members Mstep: Class 2 contains 16371 members Entering Unmasked Estep Score: -14635914.000000 Penalty: 3867.635254 Iteration 6F: 3 clusters Score -1.463591e+07 nChanged 9556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140511 members Mstep: Class 2 contains 6817 members Entering Unmasked Estep Score: -14645547.000000 Penalty: 3867.635254 Iteration 7F: 3 clusters Score -1.464555e+07 nChanged 4588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145097 members Mstep: Class 2 contains 2231 members Entering Unmasked Estep Score: -14649851.000000 Penalty: 3867.635254 Iteration 8Q: 3 clusters Score -1.464985e+07 nChanged 1540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146635 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -14651270.000000 Penalty: 3867.635254 Iteration 9Q: 3 clusters Score -1.465127e+07 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147027 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -14651680.000000 Penalty: 3867.635254 Iteration 10Q: 3 clusters Score -1.465168e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147134 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -14651818.000000 Penalty: 3867.635254 Iteration 11Q: 3 clusters Score -1.465182e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147163 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -14651851.000000 Penalty: 3867.635254 Iteration 12Q: 3 clusters Score -1.465185e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147166 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -14651861.000000 Penalty: 3867.635254 Iteration 13Q: 3 clusters Score -1.465186e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147175 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -14651875.000000 Penalty: 3867.635254 Iteration 14Q: 3 clusters Score -1.465188e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147175 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -14651879.000000 Penalty: 3867.635254 Iteration 15Q: 3 clusters Score -1.465188e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147177 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -14651893.000000 Penalty: 3867.635254 Iteration 16Q: 3 clusters Score -1.465189e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147178 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -14651899.000000 Penalty: 3867.635254 Iteration 17Q: 3 clusters Score -1.46519e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147178 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -14651899.000000 Penalty: 3867.635254 Iteration 18F: 3 clusters Score -1.46519e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (4685 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4685 members Entering Unmasked Estep Score: -435333.375000 Penalty: 1373.469604 Iteration 0F: 2 clusters Score -435333.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -431740.687500 Penalty: 2746.939209 Iteration 0F: 3 clusters Score -431740.7 nChanged 1944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 2460 members Entering Unmasked Estep Score: -433897.062500 Penalty: 2746.939209 Iteration 1F: 3 clusters Score -433897.1 nChanged 715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 2749 members Entering Unmasked Estep Score: -435663.500000 Penalty: 2746.939209 Iteration 2F: 3 clusters Score -435663.5 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 2953 members Entering Unmasked Estep Score: -438210.562500 Penalty: 2746.939209 Iteration 3F: 3 clusters Score -438210.6 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 3135 members Entering Unmasked Estep Score: -439566.468750 Penalty: 2746.939209 Iteration 4F: 3 clusters Score -439566.5 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 3260 members Entering Unmasked Estep Score: -440131.562500 Penalty: 2746.939209 Iteration 5Q: 3 clusters Score -440131.6 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 3350 members Entering Unmasked Estep Score: -440618.906250 Penalty: 2746.939209 Iteration 6Q: 3 clusters Score -440618.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 3404 members Entering Unmasked Estep Score: -441041.031250 Penalty: 2746.939209 Iteration 7Q: 3 clusters Score -441041 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 3438 members Entering Unmasked Estep Score: -441452.156250 Penalty: 2746.939209 Iteration 8Q: 3 clusters Score -441452.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 3449 members Entering Unmasked Estep Score: -441617.468750 Penalty: 2746.939209 Iteration 9Q: 3 clusters Score -441617.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 3452 members Entering Unmasked Estep Score: -441662.281250 Penalty: 2746.939209 Iteration 10Q: 3 clusters Score -441662.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 3452 members Entering Unmasked Estep Score: -441662.281250 Penalty: 2746.939209 Iteration 11F: 3 clusters Score -441662.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 5174 members Mstep: Class 2 contains 344 members Mstep: Class 3 contains 16182 members Mstep: Class 4 contains 36345 members Mstep: Class 5 contains 3452 members Mstep: Class 6 contains 13208 members Mstep: Class 7 contains 147328 members Mstep: Class 8 contains 1233 members Mstep: Class 9 contains 7248 members Mstep: Class 10 contains 6390 members Mstep: Class 12 contains 1155 members Mstep: Class 13 contains 91121 members Mstep: Class 16 contains 3775 members Mstep: Class 17 contains 3988 members Mstep: Class 18 contains 1032 members Mstep: Class 19 contains 6587 members Entering Unmasked Estep Score: -33059482.000000 Penalty: 33150.453125 Splitting cluster 8 changes total score from -33047624.000000 to -33059482.000000 So it's getting split into cluster 5. Entering ConstructFrom: Trying to split cluster 9 (7248 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7248 members Entering Unmasked Estep Score: -646806.187500 Penalty: 1444.378174 Iteration 0F: 2 clusters Score -646806.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3679 members Mstep: Class 2 contains 3569 members Entering Unmasked Estep Score: -641402.625000 Penalty: 2888.756348 Iteration 0F: 3 clusters Score -641402.6 nChanged 3001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3890 members Mstep: Class 2 contains 3358 members Entering Unmasked Estep Score: -643028.062500 Penalty: 2888.756348 Iteration 1F: 3 clusters Score -643028.1 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4016 members Mstep: Class 2 contains 3232 members Entering Unmasked Estep Score: -643279.500000 Penalty: 2888.756348 Iteration 2F: 3 clusters Score -643279.5 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4166 members Mstep: Class 2 contains 3082 members Entering Unmasked Estep Score: -643480.625000 Penalty: 2888.756348 Iteration 3F: 3 clusters Score -643480.6 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4356 members Mstep: Class 2 contains 2892 members Entering Unmasked Estep Score: -643703.375000 Penalty: 2888.756348 Iteration 4F: 3 clusters Score -643703.4 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4571 members Mstep: Class 2 contains 2677 members Entering Unmasked Estep Score: -644072.812500 Penalty: 2888.756348 Iteration 5F: 3 clusters Score -644072.8 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4763 members Mstep: Class 2 contains 2485 members Entering Unmasked Estep Score: -644769.250000 Penalty: 2888.756348 Iteration 6F: 3 clusters Score -644769.2 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4991 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -645756.312500 Penalty: 2888.756348 Iteration 7F: 3 clusters Score -645756.3 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5319 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -646360.500000 Penalty: 2888.756348 Iteration 8F: 3 clusters Score -646360.5 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5552 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -646689.875000 Penalty: 2888.756348 Iteration 9F: 3 clusters Score -646689.9 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5676 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -646856.312500 Penalty: 2888.756348 Iteration 10Q: 3 clusters Score -646856.3 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5729 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -646943.500000 Penalty: 2888.756348 Iteration 11Q: 3 clusters Score -646943.5 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5720 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -646987.187500 Penalty: 2888.756348 Iteration 12Q: 3 clusters Score -646987.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5698 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -647016.250000 Penalty: 2888.756348 Iteration 13Q: 3 clusters Score -647016.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5678 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -647034.437500 Penalty: 2888.756348 Iteration 14Q: 3 clusters Score -647034.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5652 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -647048.375000 Penalty: 2888.756348 Iteration 15Q: 3 clusters Score -647048.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5626 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -647058.125000 Penalty: 2888.756348 Iteration 16Q: 3 clusters Score -647058.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5603 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -647070.437500 Penalty: 2888.756348 Iteration 17Q: 3 clusters Score -647070.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5573 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -647090.250000 Penalty: 2888.756348 Iteration 18Q: 3 clusters Score -647090.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5536 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -647113.687500 Penalty: 2888.756348 Iteration 19Q: 3 clusters Score -647113.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5499 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -647135.375000 Penalty: 2888.756348 Iteration 20F: 3 clusters Score -647135.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5459 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -647157.437500 Penalty: 2888.756348 Iteration 21Q: 3 clusters Score -647157.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5434 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -647164.000000 Penalty: 2888.756348 Iteration 22Q: 3 clusters Score -647164 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5410 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -647176.125000 Penalty: 2888.756348 Iteration 23Q: 3 clusters Score -647176.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5383 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -647186.500000 Penalty: 2888.756348 Iteration 24Q: 3 clusters Score -647186.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5358 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -647194.562500 Penalty: 2888.756348 Iteration 25Q: 3 clusters Score -647194.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5336 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -647199.937500 Penalty: 2888.756348 Iteration 26Q: 3 clusters Score -647199.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5316 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -647204.250000 Penalty: 2888.756348 Iteration 27Q: 3 clusters Score -647204.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5304 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -647206.437500 Penalty: 2888.756348 Iteration 28Q: 3 clusters Score -647206.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5292 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -647207.812500 Penalty: 2888.756348 Iteration 29Q: 3 clusters Score -647207.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5286 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -647209.312500 Penalty: 2888.756348 Iteration 30Q: 3 clusters Score -647209.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5280 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -647210.187500 Penalty: 2888.756348 Iteration 31Q: 3 clusters Score -647210.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5275 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -647212.312500 Penalty: 2888.756348 Iteration 32Q: 3 clusters Score -647212.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5269 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -647212.812500 Penalty: 2888.756348 Iteration 33Q: 3 clusters Score -647212.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5259 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -647214.625000 Penalty: 2888.756348 Iteration 34Q: 3 clusters Score -647214.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5250 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -647218.250000 Penalty: 2888.756348 Iteration 35Q: 3 clusters Score -647218.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5243 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -647217.312500 Penalty: 2888.756348 Iteration 36Q: 3 clusters Score -647217.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5238 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -647220.312500 Penalty: 2888.756348 Iteration 37Q: 3 clusters Score -647220.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5234 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -647221.062500 Penalty: 2888.756348 Iteration 38Q: 3 clusters Score -647221.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5230 members Mstep: Class 2 contains 2018 members Entering Unmasked Estep Score: -647220.937500 Penalty: 2888.756348 Iteration 39Q: 3 clusters Score -647220.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5228 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -647221.562500 Penalty: 2888.756348 Iteration 40F: 3 clusters Score -647221.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5225 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -647222.312500 Penalty: 2888.756348 Iteration 41Q: 3 clusters Score -647222.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5223 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -647222.187500 Penalty: 2888.756348 Iteration 42Q: 3 clusters Score -647222.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5221 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -647222.125000 Penalty: 2888.756348 Iteration 43Q: 3 clusters Score -647222.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5219 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -647221.687500 Penalty: 2888.756348 Iteration 44Q: 3 clusters Score -647221.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5216 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -647222.125000 Penalty: 2888.756348 Iteration 45Q: 3 clusters Score -647222.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5215 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -647222.375000 Penalty: 2888.756348 Iteration 46Q: 3 clusters Score -647222.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5210 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -647224.187500 Penalty: 2888.756348 Iteration 47Q: 3 clusters Score -647224.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5206 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -647225.375000 Penalty: 2888.756348 Iteration 48Q: 3 clusters Score -647225.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5202 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -647226.375000 Penalty: 2888.756348 Iteration 49Q: 3 clusters Score -647226.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5199 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -647227.500000 Penalty: 2888.756348 Iteration 50Q: 3 clusters Score -647227.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5197 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -647228.187500 Penalty: 2888.756348 Iteration 51Q: 3 clusters Score -647228.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5194 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -647228.187500 Penalty: 2888.756348 Iteration 52Q: 3 clusters Score -647228.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5192 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -647228.625000 Penalty: 2888.756348 Iteration 53Q: 3 clusters Score -647228.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5188 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -647227.687500 Penalty: 2888.756348 Iteration 54Q: 3 clusters Score -647227.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5187 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -647228.000000 Penalty: 2888.756348 Iteration 55Q: 3 clusters Score -647228 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5187 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -647228.000000 Penalty: 2888.756348 Iteration 56F: 3 clusters Score -647228 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 5174 members Mstep: Class 2 contains 344 members Mstep: Class 3 contains 16182 members Mstep: Class 4 contains 36345 members Mstep: Class 5 contains 3452 members Mstep: Class 6 contains 13208 members Mstep: Class 7 contains 147328 members Mstep: Class 8 contains 1233 members Mstep: Class 9 contains 5187 members Mstep: Class 10 contains 6390 members Mstep: Class 11 contains 2061 members Mstep: Class 12 contains 1155 members Mstep: Class 13 contains 91121 members Mstep: Class 16 contains 3775 members Mstep: Class 17 contains 3988 members Mstep: Class 18 contains 1032 members Mstep: Class 19 contains 6587 members Entering Unmasked Estep Score: -33059294.000000 Penalty: 35222.355469 Splitting cluster 9 changes total score from -33047624.000000 to -33059294.000000 So it's getting split into cluster 11. Entering ConstructFrom: Trying to split cluster 10 (6390 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6390 members Entering Unmasked Estep Score: -567608.437500 Penalty: 1423.904541 Iteration 0F: 2 clusters Score -567608.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3238 members Mstep: Class 2 contains 3152 members Entering Unmasked Estep Score: -562814.375000 Penalty: 2847.809082 Iteration 0F: 3 clusters Score -562814.4 nChanged 2706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3606 members Mstep: Class 2 contains 2784 members Entering Unmasked Estep Score: -565831.875000 Penalty: 2847.809082 Iteration 1F: 3 clusters Score -565831.9 nChanged 1180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4204 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -569137.500000 Penalty: 2847.809082 Iteration 2F: 3 clusters Score -569137.5 nChanged 909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4587 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -570936.625000 Penalty: 2847.809082 Iteration 3F: 3 clusters Score -570936.6 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4656 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -571390.062500 Penalty: 2847.809082 Iteration 4F: 3 clusters Score -571390.1 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4644 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -571505.312500 Penalty: 2847.809082 Iteration 5Q: 3 clusters Score -571505.3 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4617 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -571549.375000 Penalty: 2847.809082 Iteration 6Q: 3 clusters Score -571549.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4591 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -571575.625000 Penalty: 2847.809082 Iteration 7Q: 3 clusters Score -571575.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4574 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -571590.250000 Penalty: 2847.809082 Iteration 8Q: 3 clusters Score -571590.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4563 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -571598.312500 Penalty: 2847.809082 Iteration 9Q: 3 clusters Score -571598.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4559 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -571604.312500 Penalty: 2847.809082 Iteration 10Q: 3 clusters Score -571604.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4567 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -571607.187500 Penalty: 2847.809082 Iteration 11Q: 3 clusters Score -571607.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4570 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -571610.062500 Penalty: 2847.809082 Iteration 12Q: 3 clusters Score -571610.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -571611.937500 Penalty: 2847.809082 Iteration 13Q: 3 clusters Score -571611.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -571612.812500 Penalty: 2847.809082 Iteration 14Q: 3 clusters Score -571612.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4574 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -571612.312500 Penalty: 2847.809082 Iteration 15Q: 3 clusters Score -571612.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4573 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -571613.000000 Penalty: 2847.809082 Iteration 16Q: 3 clusters Score -571613 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4573 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -571612.875000 Penalty: 2847.809082 Iteration 17Q: 3 clusters Score -571612.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4574 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -571613.812500 Penalty: 2847.809082 Iteration 18Q: 3 clusters Score -571613.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4577 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -571613.125000 Penalty: 2847.809082 Iteration 19Q: 3 clusters Score -571613.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4578 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -571613.437500 Penalty: 2847.809082 Iteration 20F: 3 clusters Score -571613.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 5174 members Mstep: Class 2 contains 344 members Mstep: Class 3 contains 16182 members Mstep: Class 4 contains 36345 members Mstep: Class 5 contains 3452 members Mstep: Class 6 contains 13208 members Mstep: Class 7 contains 147328 members Mstep: Class 8 contains 1233 members Mstep: Class 9 contains 5187 members Mstep: Class 10 contains 4578 members Mstep: Class 11 contains 2061 members Mstep: Class 12 contains 1155 members Mstep: Class 13 contains 91121 members Mstep: Class 14 contains 1812 members Mstep: Class 16 contains 3775 members Mstep: Class 17 contains 3988 members Mstep: Class 18 contains 1032 members Mstep: Class 19 contains 6587 members Entering Unmasked Estep Score: -33062638.000000 Penalty: 37294.261719 Splitting cluster 10 changes total score from -33047624.000000 to -33062638.000000 So it's getting split into cluster 14. Entering ConstructFrom: Trying to split cluster 12 (1155 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Entering Unmasked Estep Score: -94559.226562 Penalty: 1145.926514 Iteration 0F: 2 clusters Score -94559.23 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -93307.929688 Penalty: 2291.853027 Iteration 0F: 3 clusters Score -93307.93 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -94465.953125 Penalty: 2291.853027 Iteration 1F: 3 clusters Score -94465.95 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -95042.617188 Penalty: 2291.853027 Iteration 2F: 3 clusters Score -95042.62 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -95177.687500 Penalty: 2291.853027 Iteration 3F: 3 clusters Score -95177.69 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -95241.148438 Penalty: 2291.853027 Iteration 4Q: 3 clusters Score -95241.15 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -95291.960938 Penalty: 2291.853027 Iteration 5Q: 3 clusters Score -95291.96 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -95343.601562 Penalty: 2291.853027 Iteration 6Q: 3 clusters Score -95343.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -95440.281250 Penalty: 2291.853027 Iteration 7Q: 3 clusters Score -95440.28 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -95577.695312 Penalty: 2291.853027 Iteration 8Q: 3 clusters Score -95577.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -95760.210938 Penalty: 2291.853027 Iteration 9Q: 3 clusters Score -95760.21 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -96042.843750 Penalty: 2291.853027 Iteration 10Q: 3 clusters Score -96042.84 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -96300.812500 Penalty: 2291.853027 Iteration 11Q: 3 clusters Score -96300.81 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -96402.375000 Penalty: 2291.853027 Iteration 12Q: 3 clusters Score -96402.38 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -96470.828125 Penalty: 2291.853027 Iteration 13Q: 3 clusters Score -96470.83 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -96554.031250 Penalty: 2291.853027 Iteration 14Q: 3 clusters Score -96554.03 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -96623.351562 Penalty: 2291.853027 Iteration 15Q: 3 clusters Score -96623.35 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -96698.500000 Penalty: 2291.853027 Iteration 16Q: 3 clusters Score -96698.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -96849.523438 Penalty: 2291.853027 Iteration 17Q: 3 clusters Score -96849.52 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -96980.445312 Penalty: 2291.853027 Iteration 18Q: 3 clusters Score -96980.45 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -97094.187500 Penalty: 2291.853027 Iteration 19Q: 3 clusters Score -97094.19 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -97692.882812 Penalty: 2291.853027 Iteration 20F: 3 clusters Score -97692.88 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -98268.609375 Penalty: 2291.853027 Iteration 21Q: 3 clusters Score -98268.61 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -98296.195312 Penalty: 2291.853027 Iteration 22Q: 3 clusters Score -98296.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -98302.265625 Penalty: 2291.853027 Iteration 23Q: 3 clusters Score -98302.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -98302.265625 Penalty: 2291.853027 Iteration 24F: 3 clusters Score -98302.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 5174 members Mstep: Class 2 contains 344 members Mstep: Class 3 contains 16182 members Mstep: Class 4 contains 36345 members Mstep: Class 5 contains 3452 members Mstep: Class 6 contains 13208 members Mstep: Class 7 contains 147328 members Mstep: Class 8 contains 1233 members Mstep: Class 9 contains 5187 members Mstep: Class 10 contains 4578 members Mstep: Class 11 contains 2061 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 91121 members Mstep: Class 14 contains 1812 members Mstep: Class 15 contains 728 members Mstep: Class 16 contains 3775 members Mstep: Class 17 contains 3988 members Mstep: Class 18 contains 1032 members Mstep: Class 19 contains 6587 members Entering Unmasked Estep Score: -33065452.000000 Penalty: 39366.164062 Splitting cluster 12 changes total score from -33047624.000000 to -33065452.000000 So it's getting split into cluster 15. Entering ConstructFrom: Trying to split cluster 13 (91121 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91121 members Entering Unmasked Estep Score: -9099940.000000 Penalty: 1855.740845 Iteration 0F: 2 clusters Score -9099940 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45408 members Mstep: Class 2 contains 45713 members Entering Unmasked Estep Score: -9039149.000000 Penalty: 3711.481689 Iteration 0F: 3 clusters Score -9039149 nChanged 43461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43295 members Mstep: Class 2 contains 47826 members Entering Unmasked Estep Score: -9064448.000000 Penalty: 3711.481689 Iteration 1F: 3 clusters Score -9064448 nChanged 3109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41982 members Mstep: Class 2 contains 49139 members Entering Unmasked Estep Score: -9065288.000000 Penalty: 3711.481689 Iteration 2Q: 3 clusters Score -9065288 nChanged 3383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40011 members Mstep: Class 2 contains 51110 members Entering Unmasked Estep Score: -9066274.000000 Penalty: 3711.481689 Iteration 3Q: 3 clusters Score -9066274 nChanged 3721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37110 members Mstep: Class 2 contains 54011 members Entering Unmasked Estep Score: -9067712.000000 Penalty: 3711.481689 Iteration 4Q: 3 clusters Score -9067712 nChanged 4659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32817 members Mstep: Class 2 contains 58304 members Entering Unmasked Estep Score: -9070001.000000 Penalty: 3711.481689 Iteration 5F: 3 clusters Score -9070001 nChanged 6167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26758 members Mstep: Class 2 contains 64363 members Entering Unmasked Estep Score: -9073929.000000 Penalty: 3711.481689 Iteration 6F: 3 clusters Score -9073929 nChanged 7590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19182 members Mstep: Class 2 contains 71939 members Entering Unmasked Estep Score: -9080039.000000 Penalty: 3711.481689 Iteration 7F: 3 clusters Score -9080039 nChanged 7755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11435 members Mstep: Class 2 contains 79686 members Entering Unmasked Estep Score: -9087191.000000 Penalty: 3711.481689 Iteration 8F: 3 clusters Score -9087191 nChanged 6025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5410 members Mstep: Class 2 contains 85711 members Entering Unmasked Estep Score: -9093150.000000 Penalty: 3711.481689 Iteration 9F: 3 clusters Score -9093150 nChanged 3274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 88985 members Entering Unmasked Estep Score: -9096386.000000 Penalty: 3711.481689 Iteration 10Q: 3 clusters Score -9096386 nChanged 1368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 90353 members Entering Unmasked Estep Score: -9097646.000000 Penalty: 3711.481689 Iteration 11Q: 3 clusters Score -9097646 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 90744 members Entering Unmasked Estep Score: -9097991.000000 Penalty: 3711.481689 Iteration 12Q: 3 clusters Score -9097991 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 90854 members Entering Unmasked Estep Score: -9098122.000000 Penalty: 3711.481689 Iteration 13Q: 3 clusters Score -9098122 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 90891 members Entering Unmasked Estep Score: -9098164.000000 Penalty: 3711.481689 Iteration 14Q: 3 clusters Score -9098164 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 90911 members Entering Unmasked Estep Score: -9098205.000000 Penalty: 3711.481689 Iteration 15Q: 3 clusters Score -9098205 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 90928 members Entering Unmasked Estep Score: -9098237.000000 Penalty: 3711.481689 Iteration 16Q: 3 clusters Score -9098237 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 90942 members Entering Unmasked Estep Score: -9098263.000000 Penalty: 3711.481689 Iteration 17Q: 3 clusters Score -9098263 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 90952 members Entering Unmasked Estep Score: -9098293.000000 Penalty: 3711.481689 Iteration 18Q: 3 clusters Score -9098293 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 90958 members Entering Unmasked Estep Score: -9098326.000000 Penalty: 3711.481689 Iteration 19Q: 3 clusters Score -9098326 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 90962 members Entering Unmasked Estep Score: -9098345.000000 Penalty: 3711.481689 Iteration 20F: 3 clusters Score -9098345 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 90966 members Entering Unmasked Estep Score: -9098359.000000 Penalty: 3711.481689 Iteration 21Q: 3 clusters Score -9098359 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 90967 members Entering Unmasked Estep Score: -9098374.000000 Penalty: 3711.481689 Iteration 22Q: 3 clusters Score -9098374 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 90967 members Entering Unmasked Estep Score: -9098383.000000 Penalty: 3711.481689 Iteration 23Q: 3 clusters Score -9098383 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 90968 members Entering Unmasked Estep Score: -9098387.000000 Penalty: 3711.481689 Iteration 24Q: 3 clusters Score -9098387 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 90969 members Entering Unmasked Estep Score: -9098394.000000 Penalty: 3711.481689 Iteration 25Q: 3 clusters Score -9098394 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 90971 members Entering Unmasked Estep Score: -9098403.000000 Penalty: 3711.481689 Iteration 26Q: 3 clusters Score -9098403 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 90972 members Entering Unmasked Estep Score: -9098402.000000 Penalty: 3711.481689 Iteration 27Q: 3 clusters Score -9098402 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 90971 members Entering Unmasked Estep Score: -9098403.000000 Penalty: 3711.481689 Iteration 28Q: 3 clusters Score -9098403 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 90971 members Entering Unmasked Estep Score: -9098403.000000 Penalty: 3711.481689 Iteration 29F: 3 clusters Score -9098403 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (3775 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3775 members Entering Unmasked Estep Score: -326111.062500 Penalty: 1338.375244 Iteration 0F: 2 clusters Score -326111.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -322992.781250 Penalty: 2676.750488 Iteration 0F: 3 clusters Score -322992.8 nChanged 1475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -323912.000000 Penalty: 2676.750488 Iteration 1F: 3 clusters Score -323912 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -324169.312500 Penalty: 2676.750488 Iteration 2F: 3 clusters Score -324169.3 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -324603.531250 Penalty: 2676.750488 Iteration 3F: 3 clusters Score -324603.5 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -325735.281250 Penalty: 2676.750488 Iteration 4F: 3 clusters Score -325735.3 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -327286.437500 Penalty: 2676.750488 Iteration 5F: 3 clusters Score -327286.4 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -328808.906250 Penalty: 2676.750488 Iteration 6F: 3 clusters Score -328808.9 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -329810.156250 Penalty: 2676.750488 Iteration 7F: 3 clusters Score -329810.2 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -330220.093750 Penalty: 2676.750488 Iteration 8Q: 3 clusters Score -330220.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -330297.968750 Penalty: 2676.750488 Iteration 9Q: 3 clusters Score -330298 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -330327.500000 Penalty: 2676.750488 Iteration 10Q: 3 clusters Score -330327.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 2363 members Entering Unmasked Estep Score: -330367.000000 Penalty: 2676.750488 Iteration 11Q: 3 clusters Score -330367 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -330425.031250 Penalty: 2676.750488 Iteration 12Q: 3 clusters Score -330425 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 2435 members Entering Unmasked Estep Score: -330485.375000 Penalty: 2676.750488 Iteration 13Q: 3 clusters Score -330485.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 2467 members Entering Unmasked Estep Score: -330529.031250 Penalty: 2676.750488 Iteration 14Q: 3 clusters Score -330529 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 2491 members Entering Unmasked Estep Score: -330563.343750 Penalty: 2676.750488 Iteration 15Q: 3 clusters Score -330563.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -330602.531250 Penalty: 2676.750488 Iteration 16Q: 3 clusters Score -330602.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 2547 members Entering Unmasked Estep Score: -330658.187500 Penalty: 2676.750488 Iteration 17Q: 3 clusters Score -330658.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -330742.750000 Penalty: 2676.750488 Iteration 18Q: 3 clusters Score -330742.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 2609 members Entering Unmasked Estep Score: -330851.156250 Penalty: 2676.750488 Iteration 19Q: 3 clusters Score -330851.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 2633 members Entering Unmasked Estep Score: -330938.250000 Penalty: 2676.750488 Iteration 20F: 3 clusters Score -330938.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 2651 members Entering Unmasked Estep Score: -330977.875000 Penalty: 2676.750488 Iteration 21Q: 3 clusters Score -330977.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -330983.500000 Penalty: 2676.750488 Iteration 22Q: 3 clusters Score -330983.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -330984.125000 Penalty: 2676.750488 Iteration 23Q: 3 clusters Score -330984.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -330984.125000 Penalty: 2676.750488 Iteration 24F: 3 clusters Score -330984.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 5174 members Mstep: Class 2 contains 344 members Mstep: Class 3 contains 16182 members Mstep: Class 4 contains 36345 members Mstep: Class 5 contains 3452 members Mstep: Class 6 contains 13208 members Mstep: Class 7 contains 147328 members Mstep: Class 8 contains 1233 members Mstep: Class 9 contains 5187 members Mstep: Class 10 contains 4578 members Mstep: Class 11 contains 2061 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 91121 members Mstep: Class 14 contains 1812 members Mstep: Class 15 contains 728 members Mstep: Class 16 contains 1116 members Mstep: Class 17 contains 3988 members Mstep: Class 18 contains 1032 members Mstep: Class 19 contains 6587 members Mstep: Class 20 contains 2659 members Entering Unmasked Estep Score: -33069586.000000 Penalty: 41438.066406 Splitting cluster 16 changes total score from -33047624.000000 to -33069586.000000 So it's getting split into cluster 20. Entering ConstructFrom: Trying to split cluster 17 (3988 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3988 members Entering Unmasked Estep Score: -386406.812500 Penalty: 1347.294800 Iteration 0F: 2 clusters Score -386406.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -383148.437500 Penalty: 2694.589600 Iteration 0F: 3 clusters Score -383148.4 nChanged 1616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -384584.500000 Penalty: 2694.589600 Iteration 1F: 3 clusters Score -384584.5 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2297 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -385236.906250 Penalty: 2694.589600 Iteration 2F: 3 clusters Score -385236.9 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2618 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -385798.500000 Penalty: 2694.589600 Iteration 3F: 3 clusters Score -385798.5 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2884 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -386280.937500 Penalty: 2694.589600 Iteration 4F: 3 clusters Score -386280.9 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3054 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -386536.062500 Penalty: 2694.589600 Iteration 5F: 3 clusters Score -386536.1 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3159 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -386663.093750 Penalty: 2694.589600 Iteration 6Q: 3 clusters Score -386663.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3215 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -386727.000000 Penalty: 2694.589600 Iteration 7Q: 3 clusters Score -386727 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3248 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -386757.968750 Penalty: 2694.589600 Iteration 8Q: 3 clusters Score -386758 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3271 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -386775.593750 Penalty: 2694.589600 Iteration 9Q: 3 clusters Score -386775.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3277 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -386780.875000 Penalty: 2694.589600 Iteration 10Q: 3 clusters Score -386780.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3285 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -386785.031250 Penalty: 2694.589600 Iteration 11Q: 3 clusters Score -386785 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3291 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -386788.000000 Penalty: 2694.589600 Iteration 12Q: 3 clusters Score -386788 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3294 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -386791.156250 Penalty: 2694.589600 Iteration 13Q: 3 clusters Score -386791.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3297 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -386792.656250 Penalty: 2694.589600 Iteration 14Q: 3 clusters Score -386792.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3297 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -386792.656250 Penalty: 2694.589600 Iteration 15F: 3 clusters Score -386792.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 5174 members Mstep: Class 2 contains 344 members Mstep: Class 3 contains 16182 members Mstep: Class 4 contains 36345 members Mstep: Class 5 contains 3452 members Mstep: Class 6 contains 13208 members Mstep: Class 7 contains 147328 members Mstep: Class 8 contains 1233 members Mstep: Class 9 contains 5187 members Mstep: Class 10 contains 4578 members Mstep: Class 11 contains 2061 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 91121 members Mstep: Class 14 contains 1812 members Mstep: Class 15 contains 728 members Mstep: Class 16 contains 1116 members Mstep: Class 17 contains 3297 members Mstep: Class 18 contains 1032 members Mstep: Class 19 contains 6587 members Mstep: Class 20 contains 2659 members Mstep: Class 21 contains 691 members Entering Unmasked Estep Score: -33069238.000000 Penalty: 43509.968750 Splitting cluster 17 changes total score from -33047624.000000 to -33069238.000000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 18 (1032 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Entering Unmasked Estep Score: -79645.976562 Penalty: 1127.628784 Iteration 0F: 2 clusters Score -79645.98 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 547 members Entering Unmasked Estep Score: -78242.976562 Penalty: 2255.257568 Iteration 0F: 3 clusters Score -78242.98 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -78573.367188 Penalty: 2255.257568 Iteration 1F: 3 clusters Score -78573.37 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -78730.929688 Penalty: 2255.257568 Iteration 2F: 3 clusters Score -78730.93 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -78836.195312 Penalty: 2255.257568 Iteration 3F: 3 clusters Score -78836.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -78905.250000 Penalty: 2255.257568 Iteration 4Q: 3 clusters Score -78905.25 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -78949.015625 Penalty: 2255.257568 Iteration 5Q: 3 clusters Score -78949.02 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -78987.789062 Penalty: 2255.257568 Iteration 6Q: 3 clusters Score -78987.79 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -79025.953125 Penalty: 2255.257568 Iteration 7Q: 3 clusters Score -79025.95 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -79062.187500 Penalty: 2255.257568 Iteration 8Q: 3 clusters Score -79062.19 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -79129.210938 Penalty: 2255.257568 Iteration 9Q: 3 clusters Score -79129.21 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -79181.945312 Penalty: 2255.257568 Iteration 10Q: 3 clusters Score -79181.95 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -79258.101562 Penalty: 2255.257568 Iteration 11Q: 3 clusters Score -79258.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -79330.257812 Penalty: 2255.257568 Iteration 12Q: 3 clusters Score -79330.26 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -79398.781250 Penalty: 2255.257568 Iteration 13Q: 3 clusters Score -79398.78 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -79450.742188 Penalty: 2255.257568 Iteration 14Q: 3 clusters Score -79450.74 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -79550.679688 Penalty: 2255.257568 Iteration 15Q: 3 clusters Score -79550.68 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -79599.296875 Penalty: 2255.257568 Iteration 16Q: 3 clusters Score -79599.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -79627.476562 Penalty: 2255.257568 Iteration 17Q: 3 clusters Score -79627.48 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -79635.875000 Penalty: 2255.257568 Iteration 18Q: 3 clusters Score -79635.88 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -79637.976562 Penalty: 2255.257568 Iteration 19Q: 3 clusters Score -79637.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -79643.468750 Penalty: 2255.257568 Iteration 20F: 3 clusters Score -79643.47 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -79655.078125 Penalty: 2255.257568 Iteration 21Q: 3 clusters Score -79655.08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -79657.750000 Penalty: 2255.257568 Iteration 22Q: 3 clusters Score -79657.75 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -79657.750000 Penalty: 2255.257568 Iteration 23F: 3 clusters Score -79657.75 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 5174 members Mstep: Class 2 contains 344 members Mstep: Class 3 contains 16182 members Mstep: Class 4 contains 36345 members Mstep: Class 5 contains 3452 members Mstep: Class 6 contains 13208 members Mstep: Class 7 contains 147328 members Mstep: Class 8 contains 1233 members Mstep: Class 9 contains 5187 members Mstep: Class 10 contains 4578 members Mstep: Class 11 contains 2061 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 91121 members Mstep: Class 14 contains 1812 members Mstep: Class 15 contains 728 members Mstep: Class 16 contains 1116 members Mstep: Class 17 contains 3297 members Mstep: Class 18 contains 507 members Mstep: Class 19 contains 6587 members Mstep: Class 20 contains 2659 members Mstep: Class 21 contains 691 members Mstep: Class 22 contains 525 members Entering Unmasked Estep Score: -33068278.000000 Penalty: 45581.875000 Splitting cluster 18 changes total score from -33047624.000000 to -33068278.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 19 (6587 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6587 members Entering Unmasked Estep Score: -639636.937500 Penalty: 1428.838623 Iteration 0F: 2 clusters Score -639636.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3289 members Mstep: Class 2 contains 3298 members Entering Unmasked Estep Score: -634683.125000 Penalty: 2857.677246 Iteration 0F: 3 clusters Score -634683.1 nChanged 2721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3296 members Mstep: Class 2 contains 3291 members Entering Unmasked Estep Score: -636180.187500 Penalty: 2857.677246 Iteration 1F: 3 clusters Score -636180.2 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3292 members Mstep: Class 2 contains 3295 members Entering Unmasked Estep Score: -636411.937500 Penalty: 2857.677246 Iteration 2F: 3 clusters Score -636411.9 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3317 members Mstep: Class 2 contains 3270 members Entering Unmasked Estep Score: -636616.937500 Penalty: 2857.677246 Iteration 3F: 3 clusters Score -636616.9 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3323 members Mstep: Class 2 contains 3264 members Entering Unmasked Estep Score: -636854.500000 Penalty: 2857.677246 Iteration 4F: 3 clusters Score -636854.5 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3330 members Mstep: Class 2 contains 3257 members Entering Unmasked Estep Score: -637075.500000 Penalty: 2857.677246 Iteration 5F: 3 clusters Score -637075.5 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3354 members Mstep: Class 2 contains 3233 members Entering Unmasked Estep Score: -637278.562500 Penalty: 2857.677246 Iteration 6Q: 3 clusters Score -637278.6 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3376 members Mstep: Class 2 contains 3211 members Entering Unmasked Estep Score: -637455.187500 Penalty: 2857.677246 Iteration 7Q: 3 clusters Score -637455.2 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3397 members Mstep: Class 2 contains 3190 members Entering Unmasked Estep Score: -637598.000000 Penalty: 2857.677246 Iteration 8Q: 3 clusters Score -637598 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3432 members Mstep: Class 2 contains 3155 members Entering Unmasked Estep Score: -637723.187500 Penalty: 2857.677246 Iteration 9Q: 3 clusters Score -637723.2 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3445 members Mstep: Class 2 contains 3142 members Entering Unmasked Estep Score: -637813.062500 Penalty: 2857.677246 Iteration 10Q: 3 clusters Score -637813.1 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3465 members Mstep: Class 2 contains 3122 members Entering Unmasked Estep Score: -637866.062500 Penalty: 2857.677246 Iteration 11Q: 3 clusters Score -637866.1 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3479 members Mstep: Class 2 contains 3108 members Entering Unmasked Estep Score: -637902.562500 Penalty: 2857.677246 Iteration 12Q: 3 clusters Score -637902.6 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3491 members Mstep: Class 2 contains 3096 members Entering Unmasked Estep Score: -637929.875000 Penalty: 2857.677246 Iteration 13Q: 3 clusters Score -637929.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3505 members Mstep: Class 2 contains 3082 members Entering Unmasked Estep Score: -637947.437500 Penalty: 2857.677246 Iteration 14Q: 3 clusters Score -637947.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3520 members Mstep: Class 2 contains 3067 members Entering Unmasked Estep Score: -637960.250000 Penalty: 2857.677246 Iteration 15Q: 3 clusters Score -637960.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3526 members Mstep: Class 2 contains 3061 members Entering Unmasked Estep Score: -637968.812500 Penalty: 2857.677246 Iteration 16Q: 3 clusters Score -637968.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3537 members Mstep: Class 2 contains 3050 members Entering Unmasked Estep Score: -637977.375000 Penalty: 2857.677246 Iteration 17Q: 3 clusters Score -637977.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3551 members Mstep: Class 2 contains 3036 members Entering Unmasked Estep Score: -637981.937500 Penalty: 2857.677246 Iteration 18Q: 3 clusters Score -637981.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3557 members Mstep: Class 2 contains 3030 members Entering Unmasked Estep Score: -637991.187500 Penalty: 2857.677246 Iteration 19Q: 3 clusters Score -637991.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3580 members Mstep: Class 2 contains 3007 members Entering Unmasked Estep Score: -638001.000000 Penalty: 2857.677246 Iteration 20F: 3 clusters Score -638001 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3601 members Mstep: Class 2 contains 2986 members Entering Unmasked Estep Score: -638016.062500 Penalty: 2857.677246 Iteration 21Q: 3 clusters Score -638016.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3621 members Mstep: Class 2 contains 2966 members Entering Unmasked Estep Score: -638024.062500 Penalty: 2857.677246 Iteration 22Q: 3 clusters Score -638024.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3632 members Mstep: Class 2 contains 2955 members Entering Unmasked Estep Score: -638032.125000 Penalty: 2857.677246 Iteration 23Q: 3 clusters Score -638032.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3637 members Mstep: Class 2 contains 2950 members Entering Unmasked Estep Score: -638036.937500 Penalty: 2857.677246 Iteration 24Q: 3 clusters Score -638036.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3638 members Mstep: Class 2 contains 2949 members Entering Unmasked Estep Score: -638043.000000 Penalty: 2857.677246 Iteration 25Q: 3 clusters Score -638043 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3633 members Mstep: Class 2 contains 2954 members Entering Unmasked Estep Score: -638052.125000 Penalty: 2857.677246 Iteration 26Q: 3 clusters Score -638052.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3629 members Mstep: Class 2 contains 2958 members Entering Unmasked Estep Score: -638059.000000 Penalty: 2857.677246 Iteration 27Q: 3 clusters Score -638059 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3622 members Mstep: Class 2 contains 2965 members Entering Unmasked Estep Score: -638063.812500 Penalty: 2857.677246 Iteration 28Q: 3 clusters Score -638063.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3623 members Mstep: Class 2 contains 2964 members Entering Unmasked Estep Score: -638067.937500 Penalty: 2857.677246 Iteration 29Q: 3 clusters Score -638067.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3623 members Mstep: Class 2 contains 2964 members Entering Unmasked Estep Score: -638068.937500 Penalty: 2857.677246 Iteration 30Q: 3 clusters Score -638068.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3627 members Mstep: Class 2 contains 2960 members Entering Unmasked Estep Score: -638072.812500 Penalty: 2857.677246 Iteration 31Q: 3 clusters Score -638072.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3628 members Mstep: Class 2 contains 2959 members Entering Unmasked Estep Score: -638074.375000 Penalty: 2857.677246 Iteration 32Q: 3 clusters Score -638074.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3639 members Mstep: Class 2 contains 2948 members Entering Unmasked Estep Score: -638075.687500 Penalty: 2857.677246 Iteration 33Q: 3 clusters Score -638075.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3648 members Mstep: Class 2 contains 2939 members Entering Unmasked Estep Score: -638078.437500 Penalty: 2857.677246 Iteration 34Q: 3 clusters Score -638078.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3649 members Mstep: Class 2 contains 2938 members Entering Unmasked Estep Score: -638080.812500 Penalty: 2857.677246 Iteration 35Q: 3 clusters Score -638080.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3650 members Mstep: Class 2 contains 2937 members Entering Unmasked Estep Score: -638082.437500 Penalty: 2857.677246 Iteration 36Q: 3 clusters Score -638082.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3653 members Mstep: Class 2 contains 2934 members Entering Unmasked Estep Score: -638083.312500 Penalty: 2857.677246 Iteration 37Q: 3 clusters Score -638083.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3662 members Mstep: Class 2 contains 2925 members Entering Unmasked Estep Score: -638085.437500 Penalty: 2857.677246 Iteration 38Q: 3 clusters Score -638085.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3674 members Mstep: Class 2 contains 2913 members Entering Unmasked Estep Score: -638089.875000 Penalty: 2857.677246 Iteration 39Q: 3 clusters Score -638089.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3691 members Mstep: Class 2 contains 2896 members Entering Unmasked Estep Score: -638094.750000 Penalty: 2857.677246 Iteration 40F: 3 clusters Score -638094.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3701 members Mstep: Class 2 contains 2886 members Entering Unmasked Estep Score: -638094.937500 Penalty: 2857.677246 Iteration 41Q: 3 clusters Score -638094.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3710 members Mstep: Class 2 contains 2877 members Entering Unmasked Estep Score: -638094.812500 Penalty: 2857.677246 Iteration 42Q: 3 clusters Score -638094.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3718 members Mstep: Class 2 contains 2869 members Entering Unmasked Estep Score: -638098.687500 Penalty: 2857.677246 Iteration 43Q: 3 clusters Score -638098.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3720 members Mstep: Class 2 contains 2867 members Entering Unmasked Estep Score: -638098.500000 Penalty: 2857.677246 Iteration 44Q: 3 clusters Score -638098.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3725 members Mstep: Class 2 contains 2862 members Entering Unmasked Estep Score: -638099.937500 Penalty: 2857.677246 Iteration 45Q: 3 clusters Score -638099.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3732 members Mstep: Class 2 contains 2855 members Entering Unmasked Estep Score: -638102.437500 Penalty: 2857.677246 Iteration 46Q: 3 clusters Score -638102.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3740 members Mstep: Class 2 contains 2847 members Entering Unmasked Estep Score: -638103.875000 Penalty: 2857.677246 Iteration 47Q: 3 clusters Score -638103.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3748 members Mstep: Class 2 contains 2839 members Entering Unmasked Estep Score: -638103.500000 Penalty: 2857.677246 Iteration 48Q: 3 clusters Score -638103.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3751 members Mstep: Class 2 contains 2836 members Entering Unmasked Estep Score: -638104.312500 Penalty: 2857.677246 Iteration 49Q: 3 clusters Score -638104.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3754 members Mstep: Class 2 contains 2833 members Entering Unmasked Estep Score: -638105.875000 Penalty: 2857.677246 Iteration 50Q: 3 clusters Score -638105.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3757 members Mstep: Class 2 contains 2830 members Entering Unmasked Estep Score: -638109.062500 Penalty: 2857.677246 Iteration 51Q: 3 clusters Score -638109.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3761 members Mstep: Class 2 contains 2826 members Entering Unmasked Estep Score: -638110.437500 Penalty: 2857.677246 Iteration 52Q: 3 clusters Score -638110.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3761 members Mstep: Class 2 contains 2826 members Entering Unmasked Estep Score: -638109.625000 Penalty: 2857.677246 Iteration 53Q: 3 clusters Score -638109.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3763 members Mstep: Class 2 contains 2824 members Entering Unmasked Estep Score: -638110.437500 Penalty: 2857.677246 Iteration 54Q: 3 clusters Score -638110.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3765 members Mstep: Class 2 contains 2822 members Entering Unmasked Estep Score: -638112.937500 Penalty: 2857.677246 Iteration 55Q: 3 clusters Score -638112.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3772 members Mstep: Class 2 contains 2815 members Entering Unmasked Estep Score: -638116.937500 Penalty: 2857.677246 Iteration 56Q: 3 clusters Score -638116.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3780 members Mstep: Class 2 contains 2807 members Entering Unmasked Estep Score: -638117.937500 Penalty: 2857.677246 Iteration 57Q: 3 clusters Score -638117.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3790 members Mstep: Class 2 contains 2797 members Entering Unmasked Estep Score: -638121.687500 Penalty: 2857.677246 Iteration 58Q: 3 clusters Score -638121.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3802 members Mstep: Class 2 contains 2785 members Entering Unmasked Estep Score: -638122.875000 Penalty: 2857.677246 Iteration 59Q: 3 clusters Score -638122.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3812 members Mstep: Class 2 contains 2775 members Entering Unmasked Estep Score: -638125.437500 Penalty: 2857.677246 Iteration 60F: 3 clusters Score -638125.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3821 members Mstep: Class 2 contains 2766 members Entering Unmasked Estep Score: -638127.625000 Penalty: 2857.677246 Iteration 61Q: 3 clusters Score -638127.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3824 members Mstep: Class 2 contains 2763 members Entering Unmasked Estep Score: -638126.687500 Penalty: 2857.677246 Iteration 62Q: 3 clusters Score -638126.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3829 members Mstep: Class 2 contains 2758 members Entering Unmasked Estep Score: -638128.625000 Penalty: 2857.677246 Iteration 63Q: 3 clusters Score -638128.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3835 members Mstep: Class 2 contains 2752 members Entering Unmasked Estep Score: -638128.062500 Penalty: 2857.677246 Iteration 64Q: 3 clusters Score -638128.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3842 members Mstep: Class 2 contains 2745 members Entering Unmasked Estep Score: -638130.437500 Penalty: 2857.677246 Iteration 65Q: 3 clusters Score -638130.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3846 members Mstep: Class 2 contains 2741 members Entering Unmasked Estep Score: -638131.250000 Penalty: 2857.677246 Iteration 66Q: 3 clusters Score -638131.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3852 members Mstep: Class 2 contains 2735 members Entering Unmasked Estep Score: -638132.375000 Penalty: 2857.677246 Iteration 67Q: 3 clusters Score -638132.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3861 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -638132.375000 Penalty: 2857.677246 Iteration 68Q: 3 clusters Score -638132.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3865 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -638133.375000 Penalty: 2857.677246 Iteration 69Q: 3 clusters Score -638133.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3868 members Mstep: Class 2 contains 2719 members Entering Unmasked Estep Score: -638135.687500 Penalty: 2857.677246 Iteration 70Q: 3 clusters Score -638135.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3870 members Mstep: Class 2 contains 2717 members Entering Unmasked Estep Score: -638138.187500 Penalty: 2857.677246 Iteration 71Q: 3 clusters Score -638138.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3877 members Mstep: Class 2 contains 2710 members Entering Unmasked Estep Score: -638137.625000 Penalty: 2857.677246 Iteration 72Q: 3 clusters Score -638137.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3882 members Mstep: Class 2 contains 2705 members Entering Unmasked Estep Score: -638139.312500 Penalty: 2857.677246 Iteration 73Q: 3 clusters Score -638139.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3885 members Mstep: Class 2 contains 2702 members Entering Unmasked Estep Score: -638140.000000 Penalty: 2857.677246 Iteration 74Q: 3 clusters Score -638140 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3884 members Mstep: Class 2 contains 2703 members Entering Unmasked Estep Score: -638141.312500 Penalty: 2857.677246 Iteration 75Q: 3 clusters Score -638141.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3882 members Mstep: Class 2 contains 2705 members Entering Unmasked Estep Score: -638143.000000 Penalty: 2857.677246 Iteration 76Q: 3 clusters Score -638143 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3881 members Mstep: Class 2 contains 2706 members Entering Unmasked Estep Score: -638143.562500 Penalty: 2857.677246 Iteration 77Q: 3 clusters Score -638143.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3882 members Mstep: Class 2 contains 2705 members Entering Unmasked Estep Score: -638144.125000 Penalty: 2857.677246 Iteration 78Q: 3 clusters Score -638144.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3888 members Mstep: Class 2 contains 2699 members Entering Unmasked Estep Score: -638144.312500 Penalty: 2857.677246 Iteration 79Q: 3 clusters Score -638144.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3892 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -638145.500000 Penalty: 2857.677246 Iteration 80F: 3 clusters Score -638145.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3897 members Mstep: Class 2 contains 2690 members Entering Unmasked Estep Score: -638146.875000 Penalty: 2857.677246 Iteration 81Q: 3 clusters Score -638146.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3901 members Mstep: Class 2 contains 2686 members Entering Unmasked Estep Score: -638149.000000 Penalty: 2857.677246 Iteration 82Q: 3 clusters Score -638149 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3907 members Mstep: Class 2 contains 2680 members Entering Unmasked Estep Score: -638147.750000 Penalty: 2857.677246 Iteration 83Q: 3 clusters Score -638147.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3909 members Mstep: Class 2 contains 2678 members Entering Unmasked Estep Score: -638149.312500 Penalty: 2857.677246 Iteration 84Q: 3 clusters Score -638149.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3911 members Mstep: Class 2 contains 2676 members Entering Unmasked Estep Score: -638149.125000 Penalty: 2857.677246 Iteration 85Q: 3 clusters Score -638149.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3914 members Mstep: Class 2 contains 2673 members Entering Unmasked Estep Score: -638149.937500 Penalty: 2857.677246 Iteration 86Q: 3 clusters Score -638149.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3917 members Mstep: Class 2 contains 2670 members Entering Unmasked Estep Score: -638150.062500 Penalty: 2857.677246 Iteration 87Q: 3 clusters Score -638150.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3919 members Mstep: Class 2 contains 2668 members Entering Unmasked Estep Score: -638150.687500 Penalty: 2857.677246 Iteration 88Q: 3 clusters Score -638150.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3922 members Mstep: Class 2 contains 2665 members Entering Unmasked Estep Score: -638152.375000 Penalty: 2857.677246 Iteration 89Q: 3 clusters Score -638152.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3923 members Mstep: Class 2 contains 2664 members Entering Unmasked Estep Score: -638152.375000 Penalty: 2857.677246 Iteration 90Q: 3 clusters Score -638152.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3925 members Mstep: Class 2 contains 2662 members Entering Unmasked Estep Score: -638151.562500 Penalty: 2857.677246 Iteration 91Q: 3 clusters Score -638151.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3927 members Mstep: Class 2 contains 2660 members Entering Unmasked Estep Score: -638152.375000 Penalty: 2857.677246 Iteration 92Q: 3 clusters Score -638152.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3929 members Mstep: Class 2 contains 2658 members Entering Unmasked Estep Score: -638154.000000 Penalty: 2857.677246 Iteration 93Q: 3 clusters Score -638154 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3928 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -638152.812500 Penalty: 2857.677246 Iteration 94Q: 3 clusters Score -638152.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3929 members Mstep: Class 2 contains 2658 members Entering Unmasked Estep Score: -638155.000000 Penalty: 2857.677246 Iteration 95Q: 3 clusters Score -638155 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3930 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -638153.875000 Penalty: 2857.677246 Iteration 96Q: 3 clusters Score -638153.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3931 members Mstep: Class 2 contains 2656 members Entering Unmasked Estep Score: -638152.312500 Penalty: 2857.677246 Iteration 97Q: 3 clusters Score -638152.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3932 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -638153.250000 Penalty: 2857.677246 Iteration 98Q: 3 clusters Score -638153.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3933 members Mstep: Class 2 contains 2654 members Entering Unmasked Estep Score: -638153.625000 Penalty: 2857.677246 Iteration 99Q: 3 clusters Score -638153.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3933 members Mstep: Class 2 contains 2654 members Entering Unmasked Estep Score: -638153.625000 Penalty: 2857.677246 Iteration 100F: 3 clusters Score -638153.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 2 contains 344 members Mstep: Class 3 contains 16182 members Mstep: Class 4 contains 36345 members Mstep: Class 6 contains 13208 members Mstep: Class 7 contains 147328 members Mstep: Class 8 contains 1233 members Mstep: Class 9 contains 5187 members Mstep: Class 10 contains 4578 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 91121 members Mstep: Class 16 contains 1116 members Mstep: Class 17 contains 3297 members Mstep: Class 18 contains 507 members Mstep: Class 19 contains 6587 members Entering Unmasked Estep ConsiderDeletion Score: -33071396.000000 Penalty: 45581.875000 Iteration 39Q: 23 clusters Score -3.30714e+07 nChanged 1934 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 5129 members Mstep: Class 2 contains 311 members Mstep: Class 3 contains 16028 members Mstep: Class 4 contains 36072 members Mstep: Class 5 contains 3445 members Mstep: Class 6 contains 13296 members Mstep: Class 7 contains 147193 members Mstep: Class 8 contains 1277 members Mstep: Class 9 contains 5580 members Mstep: Class 10 contains 4822 members Mstep: Class 11 contains 1841 members Mstep: Class 12 contains 442 members Mstep: Class 13 contains 91115 members Mstep: Class 14 contains 1744 members Mstep: Class 15 contains 765 members Mstep: Class 16 contains 1168 members Mstep: Class 17 contains 3314 members Mstep: Class 18 contains 689 members Mstep: Class 19 contains 6498 members Mstep: Class 20 contains 2661 members Mstep: Class 21 contains 728 members Mstep: Class 22 contains 454 members Entering Unmasked Estep ConsiderDeletion Score: -33074180.000000 Penalty: 45581.875000 Iteration 40F: 23 clusters Score -3.307418e+07 nChanged 1433 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 5105 members Mstep: Class 2 contains 301 members Mstep: Class 3 contains 15889 members Mstep: Class 4 contains 35833 members Mstep: Class 5 contains 3448 members Mstep: Class 6 contains 13326 members Mstep: Class 7 contains 147029 members Mstep: Class 8 contains 1301 members Mstep: Class 9 contains 5851 members Mstep: Class 10 contains 4775 members Mstep: Class 11 contains 1805 members Mstep: Class 12 contains 444 members Mstep: Class 13 contains 91090 members Mstep: Class 14 contains 1739 members Mstep: Class 15 contains 815 members Mstep: Class 16 contains 1204 members Mstep: Class 17 contains 3310 members Mstep: Class 18 contains 807 members Mstep: Class 19 contains 6428 members Mstep: Class 20 contains 2869 members Mstep: Class 21 contains 802 members Mstep: Class 22 contains 410 members Entering Unmasked Estep ConsiderDeletion Score: -33075668.000000 Penalty: 45581.875000 Iteration 41Q: 23 clusters Score -3.307567e+07 nChanged 1157 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 5073 members Mstep: Class 2 contains 296 members Mstep: Class 3 contains 15778 members Mstep: Class 4 contains 35647 members Mstep: Class 5 contains 3442 members Mstep: Class 6 contains 13361 members Mstep: Class 7 contains 146872 members Mstep: Class 8 contains 1304 members Mstep: Class 9 contains 6093 members Mstep: Class 10 contains 4743 members Mstep: Class 11 contains 1809 members Mstep: Class 12 contains 445 members Mstep: Class 13 contains 91081 members Mstep: Class 14 contains 1747 members Mstep: Class 15 contains 830 members Mstep: Class 16 contains 1219 members Mstep: Class 17 contains 3321 members Mstep: Class 18 contains 934 members Mstep: Class 19 contains 6402 members Mstep: Class 20 contains 2979 members Mstep: Class 21 contains 833 members Mstep: Class 22 contains 374 members Entering Unmasked Estep ConsiderDeletion Score: -33076870.000000 Penalty: 45581.875000 Iteration 42Q: 23 clusters Score -3.307687e+07 nChanged 1011 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 5055 members Mstep: Class 2 contains 295 members Mstep: Class 3 contains 15652 members Mstep: Class 4 contains 35532 members Mstep: Class 5 contains 3440 members Mstep: Class 6 contains 13379 members Mstep: Class 7 contains 146696 members Mstep: Class 8 contains 1303 members Mstep: Class 9 contains 6326 members Mstep: Class 10 contains 4699 members Mstep: Class 11 contains 1823 members Mstep: Class 12 contains 445 members Mstep: Class 13 contains 91089 members Mstep: Class 14 contains 1771 members Mstep: Class 15 contains 846 members Mstep: Class 16 contains 1220 members Mstep: Class 17 contains 3323 members Mstep: Class 18 contains 1051 members Mstep: Class 19 contains 6383 members Mstep: Class 20 contains 3042 members Mstep: Class 21 contains 852 members Mstep: Class 22 contains 361 members Entering Unmasked Estep ConsiderDeletion Score: -33077732.000000 Penalty: 45581.875000 Iteration 43Q: 23 clusters Score -3.307773e+07 nChanged 931 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 5030 members Mstep: Class 2 contains 294 members Mstep: Class 3 contains 15502 members Mstep: Class 4 contains 35428 members Mstep: Class 5 contains 3440 members Mstep: Class 6 contains 13388 members Mstep: Class 7 contains 146529 members Mstep: Class 8 contains 1303 members Mstep: Class 9 contains 6547 members Mstep: Class 10 contains 4668 members Mstep: Class 11 contains 1848 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 91103 members Mstep: Class 14 contains 1791 members Mstep: Class 15 contains 851 members Mstep: Class 16 contains 1223 members Mstep: Class 17 contains 3329 members Mstep: Class 18 contains 1205 members Mstep: Class 19 contains 6366 members Mstep: Class 20 contains 3075 members Mstep: Class 21 contains 864 members Mstep: Class 22 contains 353 members Entering Unmasked Estep ConsiderDeletion Score: -33078248.000000 Penalty: 45581.875000 Iteration 44Q: 23 clusters Score -3.307825e+07 nChanged 883 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 4990 members Mstep: Class 2 contains 294 members Mstep: Class 3 contains 15372 members Mstep: Class 4 contains 35364 members Mstep: Class 5 contains 3439 members Mstep: Class 6 contains 13397 members Mstep: Class 7 contains 146347 members Mstep: Class 8 contains 1303 members Mstep: Class 9 contains 6727 members Mstep: Class 10 contains 4640 members Mstep: Class 11 contains 1882 members Mstep: Class 12 contains 445 members Mstep: Class 13 contains 91117 members Mstep: Class 14 contains 1818 members Mstep: Class 15 contains 858 members Mstep: Class 16 contains 1225 members Mstep: Class 17 contains 3332 members Mstep: Class 18 contains 1364 members Mstep: Class 19 contains 6364 members Mstep: Class 20 contains 3093 members Mstep: Class 21 contains 871 members Mstep: Class 22 contains 341 members Entering Unmasked Estep ConsiderDeletion Score: -33078540.000000 Penalty: 45581.875000 Iteration 45Q: 23 clusters Score -3.307854e+07 nChanged 750 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 4957 members Mstep: Class 2 contains 294 members Mstep: Class 3 contains 15264 members Mstep: Class 4 contains 35337 members Mstep: Class 5 contains 3439 members Mstep: Class 6 contains 13396 members Mstep: Class 7 contains 146183 members Mstep: Class 8 contains 1304 members Mstep: Class 9 contains 6877 members Mstep: Class 10 contains 4597 members Mstep: Class 11 contains 1907 members Mstep: Class 12 contains 445 members Mstep: Class 13 contains 91132 members Mstep: Class 14 contains 1853 members Mstep: Class 15 contains 865 members Mstep: Class 16 contains 1225 members Mstep: Class 17 contains 3337 members Mstep: Class 18 contains 1499 members Mstep: Class 19 contains 6349 members Mstep: Class 20 contains 3109 members Mstep: Class 21 contains 878 members Mstep: Class 22 contains 336 members Entering Unmasked Estep ConsiderDeletion Score: -33078814.000000 Penalty: 45581.875000 Iteration 46Q: 23 clusters Score -3.307881e+07 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 4933 members Mstep: Class 2 contains 294 members Mstep: Class 3 contains 15174 members Mstep: Class 4 contains 35293 members Mstep: Class 5 contains 3439 members Mstep: Class 6 contains 13385 members Mstep: Class 7 contains 146039 members Mstep: Class 8 contains 1304 members Mstep: Class 9 contains 7014 members Mstep: Class 10 contains 4563 members Mstep: Class 11 contains 1951 members Mstep: Class 12 contains 445 members Mstep: Class 13 contains 91146 members Mstep: Class 14 contains 1897 members Mstep: Class 15 contains 868 members Mstep: Class 16 contains 1225 members Mstep: Class 17 contains 3340 members Mstep: Class 18 contains 1610 members Mstep: Class 19 contains 6337 members Mstep: Class 20 contains 3117 members Mstep: Class 21 contains 877 members Mstep: Class 22 contains 332 members Entering Unmasked Estep ConsiderDeletion Score: -33079104.000000 Penalty: 45581.875000 Iteration 47Q: 23 clusters Score -3.30791e+07 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 4915 members Mstep: Class 2 contains 294 members Mstep: Class 3 contains 15102 members Mstep: Class 4 contains 35256 members Mstep: Class 5 contains 3439 members Mstep: Class 6 contains 13370 members Mstep: Class 7 contains 145893 members Mstep: Class 8 contains 1304 members Mstep: Class 9 contains 7147 members Mstep: Class 10 contains 4533 members Mstep: Class 11 contains 1986 members Mstep: Class 12 contains 445 members Mstep: Class 13 contains 91162 members Mstep: Class 14 contains 1928 members Mstep: Class 15 contains 875 members Mstep: Class 16 contains 1226 members Mstep: Class 17 contains 3344 members Mstep: Class 18 contains 1699 members Mstep: Class 19 contains 6333 members Mstep: Class 20 contains 3123 members Mstep: Class 21 contains 878 members Mstep: Class 22 contains 331 members Entering Unmasked Estep ConsiderDeletion Score: -33079214.000000 Penalty: 45581.875000 Iteration 48Q: 23 clusters Score -3.307921e+07 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 4910 members Mstep: Class 2 contains 294 members Mstep: Class 3 contains 15042 members Mstep: Class 4 contains 35206 members Mstep: Class 5 contains 3439 members Mstep: Class 6 contains 13361 members Mstep: Class 7 contains 145779 members Mstep: Class 8 contains 1304 members Mstep: Class 9 contains 7266 members Mstep: Class 10 contains 4489 members Mstep: Class 11 contains 2017 members Mstep: Class 12 contains 445 members Mstep: Class 13 contains 91179 members Mstep: Class 14 contains 1950 members Mstep: Class 15 contains 885 members Mstep: Class 16 contains 1226 members Mstep: Class 17 contains 3346 members Mstep: Class 18 contains 1767 members Mstep: Class 19 contains 6326 members Mstep: Class 20 contains 3135 members Mstep: Class 21 contains 886 members Mstep: Class 22 contains 331 members Entering Unmasked Estep ConsiderDeletion Score: -33079276.000000 Penalty: 45581.875000 Iteration 49Q: 23 clusters Score -3.307928e+07 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 4907 members Mstep: Class 2 contains 294 members Mstep: Class 3 contains 15003 members Mstep: Class 4 contains 35157 members Mstep: Class 5 contains 3439 members Mstep: Class 6 contains 13352 members Mstep: Class 7 contains 145653 members Mstep: Class 8 contains 1304 members Mstep: Class 9 contains 7382 members Mstep: Class 10 contains 4475 members Mstep: Class 11 contains 2057 members Mstep: Class 12 contains 445 members Mstep: Class 13 contains 91192 members Mstep: Class 14 contains 1966 members Mstep: Class 15 contains 888 members Mstep: Class 16 contains 1226 members Mstep: Class 17 contains 3348 members Mstep: Class 18 contains 1808 members Mstep: Class 19 contains 6329 members Mstep: Class 20 contains 3139 members Mstep: Class 21 contains 888 members Mstep: Class 22 contains 331 members Entering Unmasked Estep ConsiderDeletion Score: -33079482.000000 Penalty: 45581.875000 Iteration 50Q: 23 clusters Score -3.307948e+07 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 4904 members Mstep: Class 2 contains 294 members Mstep: Class 3 contains 14962 members Mstep: Class 4 contains 35111 members Mstep: Class 5 contains 3439 members Mstep: Class 6 contains 13342 members Mstep: Class 7 contains 145540 members Mstep: Class 8 contains 1304 members Mstep: Class 9 contains 7494 members Mstep: Class 10 contains 4462 members Mstep: Class 11 contains 2099 members Mstep: Class 12 contains 445 members Mstep: Class 13 contains 91204 members Mstep: Class 14 contains 1975 members Mstep: Class 15 contains 892 members Mstep: Class 16 contains 1226 members Mstep: Class 17 contains 3348 members Mstep: Class 18 contains 1844 members Mstep: Class 19 contains 6329 members Mstep: Class 20 contains 3145 members Mstep: Class 21 contains 891 members Mstep: Class 22 contains 333 members Entering Unmasked Estep ConsiderDeletion Score: -33079564.000000 Penalty: 45581.875000 Iteration 51Q: 23 clusters Score -3.307956e+07 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 4901 members Mstep: Class 2 contains 294 members Mstep: Class 3 contains 14931 members Mstep: Class 4 contains 35068 members Mstep: Class 5 contains 3439 members Mstep: Class 6 contains 13337 members Mstep: Class 7 contains 145430 members Mstep: Class 8 contains 1304 members Mstep: Class 9 contains 7609 members Mstep: Class 10 contains 4437 members Mstep: Class 11 contains 2130 members Mstep: Class 12 contains 445 members Mstep: Class 13 contains 91209 members Mstep: Class 14 contains 1993 members Mstep: Class 15 contains 895 members Mstep: Class 16 contains 1226 members Mstep: Class 17 contains 3348 members Mstep: Class 18 contains 1875 members Mstep: Class 19 contains 6328 members Mstep: Class 20 contains 3159 members Mstep: Class 21 contains 891 members Mstep: Class 22 contains 334 members Entering Unmasked Estep ConsiderDeletion Score: -33079642.000000 Penalty: 45581.875000 Iteration 52Q: 23 clusters Score -3.307964e+07 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 4901 members Mstep: Class 2 contains 294 members Mstep: Class 3 contains 14902 members Mstep: Class 4 contains 35028 members Mstep: Class 5 contains 3439 members Mstep: Class 6 contains 13332 members Mstep: Class 7 contains 145326 members Mstep: Class 8 contains 1304 members Mstep: Class 9 contains 7715 members Mstep: Class 10 contains 4429 members Mstep: Class 11 contains 2165 members Mstep: Class 12 contains 445 members Mstep: Class 13 contains 91214 members Mstep: Class 14 contains 2002 members Mstep: Class 15 contains 898 members Mstep: Class 16 contains 1226 members Mstep: Class 17 contains 3349 members Mstep: Class 18 contains 1901 members Mstep: Class 19 contains 6328 members Mstep: Class 20 contains 3158 members Mstep: Class 21 contains 891 members Mstep: Class 22 contains 336 members Entering Unmasked Estep ConsiderDeletion Score: -33079740.000000 Penalty: 45581.875000 Iteration 53Q: 23 clusters Score -3.307974e+07 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 4897 members Mstep: Class 2 contains 294 members Mstep: Class 3 contains 14882 members Mstep: Class 4 contains 35010 members Mstep: Class 5 contains 3439 members Mstep: Class 6 contains 13328 members Mstep: Class 7 contains 145224 members Mstep: Class 8 contains 1304 members Mstep: Class 9 contains 7795 members Mstep: Class 10 contains 4422 members Mstep: Class 11 contains 2205 members Mstep: Class 12 contains 445 members Mstep: Class 13 contains 91219 members Mstep: Class 14 contains 2007 members Mstep: Class 15 contains 898 members Mstep: Class 16 contains 1226 members Mstep: Class 17 contains 3349 members Mstep: Class 18 contains 1920 members Mstep: Class 19 contains 6326 members Mstep: Class 20 contains 3166 members Mstep: Class 21 contains 891 members Mstep: Class 22 contains 336 members Entering Unmasked Estep ConsiderDeletion Score: -33079824.000000 Penalty: 45581.875000 Iteration 54Q: 23 clusters Score -3.307982e+07 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 4896 members Mstep: Class 2 contains 294 members Mstep: Class 3 contains 14871 members Mstep: Class 4 contains 34994 members Mstep: Class 5 contains 3439 members Mstep: Class 6 contains 13326 members Mstep: Class 7 contains 145129 members Mstep: Class 8 contains 1304 members Mstep: Class 9 contains 7866 members Mstep: Class 10 contains 4408 members Mstep: Class 11 contains 2245 members Mstep: Class 12 contains 445 members Mstep: Class 13 contains 91222 members Mstep: Class 14 contains 2019 members Mstep: Class 15 contains 898 members Mstep: Class 16 contains 1226 members Mstep: Class 17 contains 3348 members Mstep: Class 18 contains 1930 members Mstep: Class 19 contains 6329 members Mstep: Class 20 contains 3168 members Mstep: Class 21 contains 891 members Mstep: Class 22 contains 335 members Entering Unmasked Estep ConsiderDeletion Score: -33079904.000000 Penalty: 45581.875000 Iteration 55Q: 23 clusters Score -3.30799e+07 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 4894 members Mstep: Class 2 contains 294 members Mstep: Class 3 contains 14865 members Mstep: Class 4 contains 34972 members Mstep: Class 5 contains 3439 members Mstep: Class 6 contains 13320 members Mstep: Class 7 contains 145039 members Mstep: Class 8 contains 1304 members Mstep: Class 9 contains 7947 members Mstep: Class 10 contains 4400 members Mstep: Class 11 contains 2286 members Mstep: Class 12 contains 445 members Mstep: Class 13 contains 91227 members Mstep: Class 14 contains 2023 members Mstep: Class 15 contains 898 members Mstep: Class 16 contains 1226 members Mstep: Class 17 contains 3348 members Mstep: Class 18 contains 1934 members Mstep: Class 19 contains 6326 members Mstep: Class 20 contains 3168 members Mstep: Class 21 contains 891 members Mstep: Class 22 contains 337 members Entering Unmasked Estep ConsiderDeletion Score: -33079958.000000 Penalty: 45581.875000 Iteration 56Q: 23 clusters Score -3.307996e+07 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 4893 members Mstep: Class 2 contains 294 members Mstep: Class 3 contains 14854 members Mstep: Class 4 contains 34949 members Mstep: Class 5 contains 3439 members Mstep: Class 6 contains 13321 members Mstep: Class 7 contains 144954 members Mstep: Class 8 contains 1304 members Mstep: Class 9 contains 8025 members Mstep: Class 10 contains 4389 members Mstep: Class 11 contains 2329 members Mstep: Class 12 contains 445 members Mstep: Class 13 contains 91226 members Mstep: Class 14 contains 2029 members Mstep: Class 15 contains 899 members Mstep: Class 16 contains 1226 members Mstep: Class 17 contains 3348 members Mstep: Class 18 contains 1943 members Mstep: Class 19 contains 6317 members Mstep: Class 20 contains 3170 members Mstep: Class 21 contains 891 members Mstep: Class 22 contains 338 members Entering Unmasked Estep ConsiderDeletion Score: -33080042.000000 Penalty: 45581.875000 Iteration 57Q: 23 clusters Score -3.308004e+07 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 4890 members Mstep: Class 2 contains 294 members Mstep: Class 3 contains 14850 members Mstep: Class 4 contains 34915 members Mstep: Class 5 contains 3439 members Mstep: Class 6 contains 13318 members Mstep: Class 7 contains 144870 members Mstep: Class 8 contains 1304 members Mstep: Class 9 contains 8112 members Mstep: Class 10 contains 4373 members Mstep: Class 11 contains 2374 members Mstep: Class 12 contains 445 members Mstep: Class 13 contains 91226 members Mstep: Class 14 contains 2036 members Mstep: Class 15 contains 902 members Mstep: Class 16 contains 1226 members Mstep: Class 17 contains 3348 members Mstep: Class 18 contains 1948 members Mstep: Class 19 contains 6307 members Mstep: Class 20 contains 3176 members Mstep: Class 21 contains 891 members Mstep: Class 22 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -33080048.000000 Penalty: 45581.875000 Iteration 58Q: 23 clusters Score -3.308005e+07 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 4890 members Mstep: Class 2 contains 294 members Mstep: Class 3 contains 14845 members Mstep: Class 4 contains 34865 members Mstep: Class 5 contains 3439 members Mstep: Class 6 contains 13317 members Mstep: Class 7 contains 144802 members Mstep: Class 8 contains 1304 members Mstep: Class 9 contains 8202 members Mstep: Class 10 contains 4367 members Mstep: Class 11 contains 2408 members Mstep: Class 12 contains 444 members Mstep: Class 13 contains 91226 members Mstep: Class 14 contains 2041 members Mstep: Class 15 contains 903 members Mstep: Class 16 contains 1226 members Mstep: Class 17 contains 3348 members Mstep: Class 18 contains 1951 members Mstep: Class 19 contains 6302 members Mstep: Class 20 contains 3178 members Mstep: Class 21 contains 890 members Mstep: Class 22 contains 341 members Entering Unmasked Estep ConsiderDeletion Score: -33080112.000000 Penalty: 45581.875000 Iteration 59Q: 23 clusters Score -3.308011e+07 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 4889 members Mstep: Class 2 contains 294 members Mstep: Class 3 contains 14841 members Mstep: Class 4 contains 34817 members Mstep: Class 5 contains 3439 members Mstep: Class 6 contains 13317 members Mstep: Class 7 contains 144731 members Mstep: Class 8 contains 1304 members Mstep: Class 9 contains 8303 members Mstep: Class 10 contains 4359 members Mstep: Class 11 contains 2430 members Mstep: Class 12 contains 444 members Mstep: Class 13 contains 91225 members Mstep: Class 14 contains 2046 members Mstep: Class 15 contains 903 members Mstep: Class 16 contains 1226 members Mstep: Class 17 contains 3348 members Mstep: Class 18 contains 1955 members Mstep: Class 19 contains 6298 members Mstep: Class 20 contains 3180 members Mstep: Class 21 contains 890 members Mstep: Class 22 contains 344 members Entering Unmasked Estep ConsiderDeletion Score: -33080290.000000 Penalty: 45581.875000 Iteration 60F: 23 clusters Score -3.308029e+07 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 4888 members Mstep: Class 2 contains 294 members Mstep: Class 3 contains 14834 members Mstep: Class 4 contains 34777 members Mstep: Class 5 contains 3438 members Mstep: Class 6 contains 13314 members Mstep: Class 7 contains 144671 members Mstep: Class 8 contains 1304 members Mstep: Class 9 contains 8391 members Mstep: Class 10 contains 4346 members Mstep: Class 11 contains 2452 members Mstep: Class 12 contains 444 members Mstep: Class 13 contains 91227 members Mstep: Class 14 contains 2045 members Mstep: Class 15 contains 903 members Mstep: Class 16 contains 1226 members Mstep: Class 17 contains 3349 members Mstep: Class 18 contains 1958 members Mstep: Class 19 contains 6294 members Mstep: Class 20 contains 3182 members Mstep: Class 21 contains 893 members Mstep: Class 22 contains 359 members Entering Unmasked Estep ConsiderDeletion Score: -33080380.000000 Penalty: 45581.875000 Iteration 61Q: 23 clusters Score -3.308038e+07 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 4887 members Mstep: Class 2 contains 294 members Mstep: Class 3 contains 14829 members Mstep: Class 4 contains 34748 members Mstep: Class 5 contains 3436 members Mstep: Class 6 contains 13314 members Mstep: Class 7 contains 144598 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 8477 members Mstep: Class 10 contains 4335 members Mstep: Class 11 contains 2474 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 91227 members Mstep: Class 14 contains 2042 members Mstep: Class 15 contains 901 members Mstep: Class 16 contains 1226 members Mstep: Class 17 contains 3351 members Mstep: Class 18 contains 1962 members Mstep: Class 19 contains 6298 members Mstep: Class 20 contains 3189 members Mstep: Class 21 contains 893 members Mstep: Class 22 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -33080462.000000 Penalty: 45581.875000 Iteration 62Q: 23 clusters Score -3.308046e+07 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 4887 members Mstep: Class 2 contains 294 members Mstep: Class 3 contains 14823 members Mstep: Class 4 contains 34712 members Mstep: Class 5 contains 3434 members Mstep: Class 6 contains 13309 members Mstep: Class 7 contains 144537 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 8550 members Mstep: Class 10 contains 4328 members Mstep: Class 11 contains 2502 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 91227 members Mstep: Class 14 contains 2050 members Mstep: Class 15 contains 901 members Mstep: Class 16 contains 1226 members Mstep: Class 17 contains 3350 members Mstep: Class 18 contains 1970 members Mstep: Class 19 contains 6297 members Mstep: Class 20 contains 3195 members Mstep: Class 21 contains 893 members Mstep: Class 22 contains 353 members Entering Unmasked Estep ConsiderDeletion Score: -33080420.000000 Penalty: 45581.875000 Iteration 63Q: 23 clusters Score -3.308042e+07 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 4886 members Mstep: Class 2 contains 294 members Mstep: Class 3 contains 14822 members Mstep: Class 4 contains 34672 members Mstep: Class 5 contains 3432 members Mstep: Class 6 contains 13308 members Mstep: Class 7 contains 144480 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 8633 members Mstep: Class 10 contains 4317 members Mstep: Class 11 contains 2523 members Mstep: Class 12 contains 446 members Mstep: Class 13 contains 91226 members Mstep: Class 14 contains 2048 members Mstep: Class 15 contains 905 members Mstep: Class 16 contains 1226 members Mstep: Class 17 contains 3350 members Mstep: Class 18 contains 1973 members Mstep: Class 19 contains 6296 members Mstep: Class 20 contains 3197 members Mstep: Class 21 contains 894 members Mstep: Class 22 contains 356 members Entering Unmasked Estep ConsiderDeletion Score: -33080450.000000 Penalty: 45581.875000 Iteration 64Q: 23 clusters Score -3.308045e+07 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 4885 members Mstep: Class 2 contains 294 members Mstep: Class 3 contains 14820 members Mstep: Class 4 contains 34618 members Mstep: Class 5 contains 3433 members Mstep: Class 6 contains 13309 members Mstep: Class 7 contains 144434 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 8722 members Mstep: Class 10 contains 4305 members Mstep: Class 11 contains 2543 members Mstep: Class 12 contains 445 members Mstep: Class 13 contains 91223 members Mstep: Class 14 contains 2046 members Mstep: Class 15 contains 908 members Mstep: Class 16 contains 1226 members Mstep: Class 17 contains 3350 members Mstep: Class 18 contains 1975 members Mstep: Class 19 contains 6299 members Mstep: Class 20 contains 3196 members Mstep: Class 21 contains 895 members Mstep: Class 22 contains 358 members Entering Unmasked Estep ConsiderDeletion Score: -33080576.000000 Penalty: 45581.875000 Iteration 65Q: 23 clusters Score -3.308058e+07 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 4885 members Mstep: Class 2 contains 294 members Mstep: Class 3 contains 14816 members Mstep: Class 4 contains 34568 members Mstep: Class 5 contains 3433 members Mstep: Class 6 contains 13308 members Mstep: Class 7 contains 144379 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 8811 members Mstep: Class 10 contains 4296 members Mstep: Class 11 contains 2561 members Mstep: Class 12 contains 445 members Mstep: Class 13 contains 91223 members Mstep: Class 14 contains 2044 members Mstep: Class 15 contains 908 members Mstep: Class 16 contains 1226 members Mstep: Class 17 contains 3351 members Mstep: Class 18 contains 1976 members Mstep: Class 19 contains 6307 members Mstep: Class 20 contains 3195 members Mstep: Class 21 contains 895 members Mstep: Class 22 contains 363 members Entering Unmasked Estep ConsiderDeletion Score: -33080652.000000 Penalty: 45581.875000 Iteration 66Q: 23 clusters Score -3.308065e+07 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 4885 members Mstep: Class 2 contains 294 members Mstep: Class 3 contains 14813 members Mstep: Class 4 contains 34530 members Mstep: Class 5 contains 3433 members Mstep: Class 6 contains 13306 members Mstep: Class 7 contains 144337 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 8880 members Mstep: Class 10 contains 4286 members Mstep: Class 11 contains 2586 members Mstep: Class 12 contains 445 members Mstep: Class 13 contains 91224 members Mstep: Class 14 contains 2048 members Mstep: Class 15 contains 909 members Mstep: Class 16 contains 1226 members Mstep: Class 17 contains 3352 members Mstep: Class 18 contains 1975 members Mstep: Class 19 contains 6309 members Mstep: Class 20 contains 3187 members Mstep: Class 21 contains 894 members Mstep: Class 22 contains 365 members Entering Unmasked Estep ConsiderDeletion Score: -33080624.000000 Penalty: 45581.875000 Iteration 67Q: 23 clusters Score -3.308062e+07 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 4884 members Mstep: Class 2 contains 294 members Mstep: Class 3 contains 14811 members Mstep: Class 4 contains 34504 members Mstep: Class 5 contains 3433 members Mstep: Class 6 contains 13304 members Mstep: Class 7 contains 144281 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 8942 members Mstep: Class 10 contains 4275 members Mstep: Class 11 contains 2607 members Mstep: Class 12 contains 445 members Mstep: Class 13 contains 91224 members Mstep: Class 14 contains 2050 members Mstep: Class 15 contains 908 members Mstep: Class 16 contains 1226 members Mstep: Class 17 contains 3353 members Mstep: Class 18 contains 1979 members Mstep: Class 19 contains 6315 members Mstep: Class 20 contains 3186 members Mstep: Class 21 contains 895 members Mstep: Class 22 contains 368 members Entering Unmasked Estep ConsiderDeletion Score: -33080738.000000 Penalty: 45581.875000 Iteration 68Q: 23 clusters Score -3.308074e+07 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 4884 members Mstep: Class 2 contains 294 members Mstep: Class 3 contains 14808 members Mstep: Class 4 contains 34496 members Mstep: Class 5 contains 3433 members Mstep: Class 6 contains 13305 members Mstep: Class 7 contains 144235 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 8971 members Mstep: Class 10 contains 4259 members Mstep: Class 11 contains 2636 members Mstep: Class 12 contains 445 members Mstep: Class 13 contains 91224 members Mstep: Class 14 contains 2057 members Mstep: Class 15 contains 908 members Mstep: Class 16 contains 1226 members Mstep: Class 17 contains 3353 members Mstep: Class 18 contains 1983 members Mstep: Class 19 contains 6318 members Mstep: Class 20 contains 3180 members Mstep: Class 21 contains 895 members Mstep: Class 22 contains 374 members Entering Unmasked Estep ConsiderDeletion Score: -33080790.000000 Penalty: 45581.875000 Iteration 69Q: 23 clusters Score -3.308079e+07 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 4884 members Mstep: Class 2 contains 294 members Mstep: Class 3 contains 14806 members Mstep: Class 4 contains 34487 members Mstep: Class 5 contains 3433 members Mstep: Class 6 contains 13305 members Mstep: Class 7 contains 144185 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9000 members Mstep: Class 10 contains 4238 members Mstep: Class 11 contains 2675 members Mstep: Class 12 contains 445 members Mstep: Class 13 contains 91223 members Mstep: Class 14 contains 2067 members Mstep: Class 15 contains 908 members Mstep: Class 16 contains 1226 members Mstep: Class 17 contains 3353 members Mstep: Class 18 contains 1985 members Mstep: Class 19 contains 6317 members Mstep: Class 20 contains 3181 members Mstep: Class 21 contains 895 members Mstep: Class 22 contains 377 members Entering Unmasked Estep ConsiderDeletion Score: -33080806.000000 Penalty: 45581.875000 Iteration 70Q: 23 clusters Score -3.308081e+07 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 4884 members Mstep: Class 2 contains 294 members Mstep: Class 3 contains 14806 members Mstep: Class 4 contains 34481 members Mstep: Class 5 contains 3433 members Mstep: Class 6 contains 13302 members Mstep: Class 7 contains 144129 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9020 members Mstep: Class 10 contains 4221 members Mstep: Class 11 contains 2720 members Mstep: Class 12 contains 445 members Mstep: Class 13 contains 91224 members Mstep: Class 14 contains 2073 members Mstep: Class 15 contains 909 members Mstep: Class 16 contains 1226 members Mstep: Class 17 contains 3353 members Mstep: Class 18 contains 1984 members Mstep: Class 19 contains 6320 members Mstep: Class 20 contains 3185 members Mstep: Class 21 contains 895 members Mstep: Class 22 contains 380 members Entering Unmasked Estep ConsiderDeletion Score: -33080932.000000 Penalty: 45581.875000 Iteration 71Q: 23 clusters Score -3.308093e+07 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 4884 members Mstep: Class 2 contains 294 members Mstep: Class 3 contains 14805 members Mstep: Class 4 contains 34472 members Mstep: Class 5 contains 3433 members Mstep: Class 6 contains 13301 members Mstep: Class 7 contains 144070 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9055 members Mstep: Class 10 contains 4204 members Mstep: Class 11 contains 2759 members Mstep: Class 12 contains 445 members Mstep: Class 13 contains 91224 members Mstep: Class 14 contains 2082 members Mstep: Class 15 contains 907 members Mstep: Class 16 contains 1226 members Mstep: Class 17 contains 3353 members Mstep: Class 18 contains 1983 members Mstep: Class 19 contains 6325 members Mstep: Class 20 contains 3187 members Mstep: Class 21 contains 895 members Mstep: Class 22 contains 380 members Entering Unmasked Estep ConsiderDeletion Score: -33080960.000000 Penalty: 45581.875000 Iteration 72Q: 23 clusters Score -3.308096e+07 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 4884 members Mstep: Class 2 contains 294 members Mstep: Class 3 contains 14805 members Mstep: Class 4 contains 34443 members Mstep: Class 5 contains 3433 members Mstep: Class 6 contains 13301 members Mstep: Class 7 contains 144037 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9095 members Mstep: Class 10 contains 4180 members Mstep: Class 11 contains 2787 members Mstep: Class 12 contains 445 members Mstep: Class 13 contains 91224 members Mstep: Class 14 contains 2088 members Mstep: Class 15 contains 905 members Mstep: Class 16 contains 1226 members Mstep: Class 17 contains 3352 members Mstep: Class 18 contains 1986 members Mstep: Class 19 contains 6327 members Mstep: Class 20 contains 3195 members Mstep: Class 21 contains 895 members Mstep: Class 22 contains 382 members Entering Unmasked Estep ConsiderDeletion Score: -33081042.000000 Penalty: 45581.875000 Iteration 73Q: 23 clusters Score -3.308104e+07 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 4883 members Mstep: Class 2 contains 294 members Mstep: Class 3 contains 14804 members Mstep: Class 4 contains 34423 members Mstep: Class 5 contains 3433 members Mstep: Class 6 contains 13299 members Mstep: Class 7 contains 144000 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9143 members Mstep: Class 10 contains 4166 members Mstep: Class 11 contains 2810 members Mstep: Class 12 contains 445 members Mstep: Class 13 contains 91223 members Mstep: Class 14 contains 2091 members Mstep: Class 15 contains 908 members Mstep: Class 16 contains 1226 members Mstep: Class 17 contains 3351 members Mstep: Class 18 contains 1988 members Mstep: Class 19 contains 6325 members Mstep: Class 20 contains 3193 members Mstep: Class 21 contains 895 members Mstep: Class 22 contains 384 members Entering Unmasked Estep ConsiderDeletion Score: -33081108.000000 Penalty: 45581.875000 Iteration 74Q: 23 clusters Score -3.308111e+07 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 4883 members Mstep: Class 2 contains 294 members Mstep: Class 3 contains 14803 members Mstep: Class 4 contains 34407 members Mstep: Class 5 contains 3433 members Mstep: Class 6 contains 13299 members Mstep: Class 7 contains 143963 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9177 members Mstep: Class 10 contains 4159 members Mstep: Class 11 contains 2831 members Mstep: Class 12 contains 445 members Mstep: Class 13 contains 91223 members Mstep: Class 14 contains 2091 members Mstep: Class 15 contains 907 members Mstep: Class 16 contains 1226 members Mstep: Class 17 contains 3351 members Mstep: Class 18 contains 1989 members Mstep: Class 19 contains 6325 members Mstep: Class 20 contains 3197 members Mstep: Class 21 contains 895 members Mstep: Class 22 contains 386 members Entering Unmasked Estep ConsiderDeletion Score: -33081116.000000 Penalty: 45581.875000 Iteration 75Q: 23 clusters Score -3.308112e+07 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 4883 members Mstep: Class 2 contains 294 members Mstep: Class 3 contains 14802 members Mstep: Class 4 contains 34396 members Mstep: Class 5 contains 3433 members Mstep: Class 6 contains 13298 members Mstep: Class 7 contains 143917 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9224 members Mstep: Class 10 contains 4149 members Mstep: Class 11 contains 2846 members Mstep: Class 12 contains 445 members Mstep: Class 13 contains 91223 members Mstep: Class 14 contains 2095 members Mstep: Class 15 contains 905 members Mstep: Class 16 contains 1226 members Mstep: Class 17 contains 3351 members Mstep: Class 18 contains 1990 members Mstep: Class 19 contains 6329 members Mstep: Class 20 contains 3197 members Mstep: Class 21 contains 895 members Mstep: Class 22 contains 386 members Entering Unmasked Estep ConsiderDeletion Score: -33081152.000000 Penalty: 45581.875000 Iteration 76Q: 23 clusters Score -3.308115e+07 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 4883 members Mstep: Class 2 contains 294 members Mstep: Class 3 contains 14802 members Mstep: Class 4 contains 34384 members Mstep: Class 5 contains 3433 members Mstep: Class 6 contains 13297 members Mstep: Class 7 contains 143864 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9273 members Mstep: Class 10 contains 4143 members Mstep: Class 11 contains 2859 members Mstep: Class 12 contains 445 members Mstep: Class 13 contains 91223 members Mstep: Class 14 contains 2100 members Mstep: Class 15 contains 905 members Mstep: Class 16 contains 1226 members Mstep: Class 17 contains 3351 members Mstep: Class 18 contains 1990 members Mstep: Class 19 contains 6331 members Mstep: Class 20 contains 3199 members Mstep: Class 21 contains 896 members Mstep: Class 22 contains 386 members Entering Unmasked Estep ConsiderDeletion Score: -33081202.000000 Penalty: 45581.875000 Iteration 77Q: 23 clusters Score -3.30812e+07 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 4883 members Mstep: Class 2 contains 294 members Mstep: Class 3 contains 14802 members Mstep: Class 4 contains 34372 members Mstep: Class 5 contains 3433 members Mstep: Class 6 contains 13297 members Mstep: Class 7 contains 143826 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9317 members Mstep: Class 10 contains 4135 members Mstep: Class 11 contains 2867 members Mstep: Class 12 contains 445 members Mstep: Class 13 contains 91224 members Mstep: Class 14 contains 2107 members Mstep: Class 15 contains 905 members Mstep: Class 16 contains 1226 members Mstep: Class 17 contains 3351 members Mstep: Class 18 contains 1990 members Mstep: Class 19 contains 6327 members Mstep: Class 20 contains 3201 members Mstep: Class 21 contains 896 members Mstep: Class 22 contains 386 members Entering Unmasked Estep ConsiderDeletion Score: -33081174.000000 Penalty: 45581.875000 Iteration 78Q: 23 clusters Score -3.308117e+07 nChanged 126 Entering ConstructFrom: Score: -33081174.000000 Penalty: 45581.875000 Entering ConstructFrom: Trying to split cluster 1 (4883 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4883 members Entering Unmasked Estep Score: -456570.750000 Penalty: 1380.196167 Iteration 0F: 2 clusters Score -456570.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2445 members Mstep: Class 2 contains 2438 members Entering Unmasked Estep Score: -452557.812500 Penalty: 2760.392334 Iteration 0F: 3 clusters Score -452557.8 nChanged 2008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -453652.593750 Penalty: 2760.392334 Iteration 1F: 3 clusters Score -453652.6 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2492 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -453803.500000 Penalty: 2760.392334 Iteration 2F: 3 clusters Score -453803.5 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2485 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -453923.593750 Penalty: 2760.392334 Iteration 3F: 3 clusters Score -453923.6 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2476 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -454022.937500 Penalty: 2760.392334 Iteration 4Q: 3 clusters Score -454022.9 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -454105.218750 Penalty: 2760.392334 Iteration 5Q: 3 clusters Score -454105.2 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 2437 members Entering Unmasked Estep Score: -454183.906250 Penalty: 2760.392334 Iteration 6Q: 3 clusters Score -454183.9 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2438 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -454258.687500 Penalty: 2760.392334 Iteration 7Q: 3 clusters Score -454258.7 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2427 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -454322.968750 Penalty: 2760.392334 Iteration 8Q: 3 clusters Score -454323 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -454380.312500 Penalty: 2760.392334 Iteration 9Q: 3 clusters Score -454380.3 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2402 members Mstep: Class 2 contains 2481 members Entering Unmasked Estep Score: -454449.968750 Penalty: 2760.392334 Iteration 10Q: 3 clusters Score -454450 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2383 members Mstep: Class 2 contains 2500 members Entering Unmasked Estep Score: -454497.406250 Penalty: 2760.392334 Iteration 11Q: 3 clusters Score -454497.4 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -454547.031250 Penalty: 2760.392334 Iteration 12Q: 3 clusters Score -454547 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2271 members Mstep: Class 2 contains 2612 members Entering Unmasked Estep Score: -454598.750000 Penalty: 2760.392334 Iteration 13Q: 3 clusters Score -454598.8 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 2665 members Entering Unmasked Estep Score: -454657.812500 Penalty: 2760.392334 Iteration 14Q: 3 clusters Score -454657.8 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -454730.218750 Penalty: 2760.392334 Iteration 15Q: 3 clusters Score -454730.2 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 2765 members Entering Unmasked Estep Score: -454816.281250 Penalty: 2760.392334 Iteration 16Q: 3 clusters Score -454816.3 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2074 members Mstep: Class 2 contains 2809 members Entering Unmasked Estep Score: -454888.062500 Penalty: 2760.392334 Iteration 17Q: 3 clusters Score -454888.1 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 2871 members Entering Unmasked Estep Score: -454957.687500 Penalty: 2760.392334 Iteration 18Q: 3 clusters Score -454957.7 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 2945 members Entering Unmasked Estep Score: -455031.375000 Penalty: 2760.392334 Iteration 19Q: 3 clusters Score -455031.4 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 3014 members Entering Unmasked Estep Score: -455103.875000 Penalty: 2760.392334 Iteration 20F: 3 clusters Score -455103.9 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 3082 members Entering Unmasked Estep Score: -455201.437500 Penalty: 2760.392334 Iteration 21Q: 3 clusters Score -455201.4 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 3139 members Entering Unmasked Estep Score: -455286.156250 Penalty: 2760.392334 Iteration 22Q: 3 clusters Score -455286.2 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 3205 members Entering Unmasked Estep Score: -455353.062500 Penalty: 2760.392334 Iteration 23Q: 3 clusters Score -455353.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 3253 members Entering Unmasked Estep Score: -455395.625000 Penalty: 2760.392334 Iteration 24Q: 3 clusters Score -455395.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 3294 members Entering Unmasked Estep Score: -455430.593750 Penalty: 2760.392334 Iteration 25Q: 3 clusters Score -455430.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 3329 members Entering Unmasked Estep Score: -455452.562500 Penalty: 2760.392334 Iteration 26Q: 3 clusters Score -455452.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 3356 members Entering Unmasked Estep Score: -455465.906250 Penalty: 2760.392334 Iteration 27Q: 3 clusters Score -455465.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 3380 members Entering Unmasked Estep Score: -455478.875000 Penalty: 2760.392334 Iteration 28Q: 3 clusters Score -455478.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 3404 members Entering Unmasked Estep Score: -455490.531250 Penalty: 2760.392334 Iteration 29Q: 3 clusters Score -455490.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 3423 members Entering Unmasked Estep Score: -455498.562500 Penalty: 2760.392334 Iteration 30Q: 3 clusters Score -455498.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 3443 members Entering Unmasked Estep Score: -455505.250000 Penalty: 2760.392334 Iteration 31Q: 3 clusters Score -455505.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 3457 members Entering Unmasked Estep Score: -455508.812500 Penalty: 2760.392334 Iteration 32Q: 3 clusters Score -455508.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 3471 members Entering Unmasked Estep Score: -455512.843750 Penalty: 2760.392334 Iteration 33Q: 3 clusters Score -455512.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 3486 members Entering Unmasked Estep Score: -455516.937500 Penalty: 2760.392334 Iteration 34Q: 3 clusters Score -455516.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 3498 members Entering Unmasked Estep Score: -455519.000000 Penalty: 2760.392334 Iteration 35Q: 3 clusters Score -455519 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 3509 members Entering Unmasked Estep Score: -455522.656250 Penalty: 2760.392334 Iteration 36Q: 3 clusters Score -455522.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 3519 members Entering Unmasked Estep Score: -455527.250000 Penalty: 2760.392334 Iteration 37Q: 3 clusters Score -455527.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 3529 members Entering Unmasked Estep Score: -455530.281250 Penalty: 2760.392334 Iteration 38Q: 3 clusters Score -455530.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 3537 members Entering Unmasked Estep Score: -455532.968750 Penalty: 2760.392334 Iteration 39Q: 3 clusters Score -455533 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 3542 members Entering Unmasked Estep Score: -455536.125000 Penalty: 2760.392334 Iteration 40F: 3 clusters Score -455536.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 3550 members Entering Unmasked Estep Score: -455537.281250 Penalty: 2760.392334 Iteration 41Q: 3 clusters Score -455537.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 3552 members Entering Unmasked Estep Score: -455537.750000 Penalty: 2760.392334 Iteration 42Q: 3 clusters Score -455537.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 3555 members Entering Unmasked Estep Score: -455538.312500 Penalty: 2760.392334 Iteration 43Q: 3 clusters Score -455538.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 3557 members Entering Unmasked Estep Score: -455538.687500 Penalty: 2760.392334 Iteration 44Q: 3 clusters Score -455538.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 3558 members Entering Unmasked Estep Score: -455538.937500 Penalty: 2760.392334 Iteration 45Q: 3 clusters Score -455538.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 3558 members Entering Unmasked Estep Score: -455538.593750 Penalty: 2760.392334 Iteration 46Q: 3 clusters Score -455538.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 3557 members Entering Unmasked Estep Score: -455539.531250 Penalty: 2760.392334 Iteration 47Q: 3 clusters Score -455539.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 3557 members Entering Unmasked Estep Score: -455539.531250 Penalty: 2760.392334 Iteration 48F: 3 clusters Score -455539.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (294 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Entering Unmasked Estep Score: -26940.210938 Penalty: 923.581726 Iteration 0F: 2 clusters Score -26940.21 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -26057.822266 Penalty: 1847.163452 Iteration 0F: 3 clusters Score -26057.82 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -26137.095703 Penalty: 1847.163452 Iteration 1F: 3 clusters Score -26137.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -26173.378906 Penalty: 1847.163452 Iteration 2Q: 3 clusters Score -26173.38 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -26188.521484 Penalty: 1847.163452 Iteration 3Q: 3 clusters Score -26188.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -26193.695312 Penalty: 1847.163452 Iteration 4Q: 3 clusters Score -26193.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -26201.357422 Penalty: 1847.163452 Iteration 5Q: 3 clusters Score -26201.36 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -26203.634766 Penalty: 1847.163452 Iteration 6Q: 3 clusters Score -26203.63 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -26204.937500 Penalty: 1847.163452 Iteration 7Q: 3 clusters Score -26204.94 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -26204.937500 Penalty: 1847.163452 Iteration 8F: 3 clusters Score -26204.94 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (14802 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14802 members Entering Unmasked Estep Score: -1379037.000000 Penalty: 1560.409058 Iteration 0F: 2 clusters Score -1379037 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7425 members Mstep: Class 2 contains 7377 members Entering Unmasked Estep Score: -1368785.625000 Penalty: 3120.818115 Iteration 0F: 3 clusters Score -1368786 nChanged 6529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7466 members Mstep: Class 2 contains 7336 members Entering Unmasked Estep Score: -1372380.625000 Penalty: 3120.818115 Iteration 1F: 3 clusters Score -1372381 nChanged 886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7506 members Mstep: Class 2 contains 7296 members Entering Unmasked Estep Score: -1372835.375000 Penalty: 3120.818115 Iteration 2F: 3 clusters Score -1372835 nChanged 887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7581 members Mstep: Class 2 contains 7221 members Entering Unmasked Estep Score: -1373309.125000 Penalty: 3120.818115 Iteration 3F: 3 clusters Score -1373309 nChanged 833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7672 members Mstep: Class 2 contains 7130 members Entering Unmasked Estep Score: -1373756.000000 Penalty: 3120.818115 Iteration 4F: 3 clusters Score -1373756 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7722 members Mstep: Class 2 contains 7080 members Entering Unmasked Estep Score: -1374169.500000 Penalty: 3120.818115 Iteration 5F: 3 clusters Score -1374170 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7779 members Mstep: Class 2 contains 7023 members Entering Unmasked Estep Score: -1374622.250000 Penalty: 3120.818115 Iteration 6F: 3 clusters Score -1374622 nChanged 771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7812 members Mstep: Class 2 contains 6990 members Entering Unmasked Estep Score: -1375128.125000 Penalty: 3120.818115 Iteration 7F: 3 clusters Score -1375128 nChanged 706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7866 members Mstep: Class 2 contains 6936 members Entering Unmasked Estep Score: -1375622.375000 Penalty: 3120.818115 Iteration 8Q: 3 clusters Score -1375622 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7911 members Mstep: Class 2 contains 6891 members Entering Unmasked Estep Score: -1376015.750000 Penalty: 3120.818115 Iteration 9Q: 3 clusters Score -1376016 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7961 members Mstep: Class 2 contains 6841 members Entering Unmasked Estep Score: -1376270.750000 Penalty: 3120.818115 Iteration 10Q: 3 clusters Score -1376271 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7994 members Mstep: Class 2 contains 6808 members Entering Unmasked Estep Score: -1376431.750000 Penalty: 3120.818115 Iteration 11Q: 3 clusters Score -1376432 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8012 members Mstep: Class 2 contains 6790 members Entering Unmasked Estep Score: -1376542.875000 Penalty: 3120.818115 Iteration 12Q: 3 clusters Score -1376543 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8031 members Mstep: Class 2 contains 6771 members Entering Unmasked Estep Score: -1376613.375000 Penalty: 3120.818115 Iteration 13Q: 3 clusters Score -1376613 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8049 members Mstep: Class 2 contains 6753 members Entering Unmasked Estep Score: -1376669.500000 Penalty: 3120.818115 Iteration 14Q: 3 clusters Score -1376670 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8082 members Mstep: Class 2 contains 6720 members Entering Unmasked Estep Score: -1376719.500000 Penalty: 3120.818115 Iteration 15Q: 3 clusters Score -1376720 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8126 members Mstep: Class 2 contains 6676 members Entering Unmasked Estep Score: -1376756.375000 Penalty: 3120.818115 Iteration 16Q: 3 clusters Score -1376756 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8172 members Mstep: Class 2 contains 6630 members Entering Unmasked Estep Score: -1376791.125000 Penalty: 3120.818115 Iteration 17Q: 3 clusters Score -1376791 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8232 members Mstep: Class 2 contains 6570 members Entering Unmasked Estep Score: -1376827.000000 Penalty: 3120.818115 Iteration 18Q: 3 clusters Score -1376827 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8289 members Mstep: Class 2 contains 6513 members Entering Unmasked Estep Score: -1376850.875000 Penalty: 3120.818115 Iteration 19Q: 3 clusters Score -1376851 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8353 members Mstep: Class 2 contains 6449 members Entering Unmasked Estep Score: -1376880.875000 Penalty: 3120.818115 Iteration 20F: 3 clusters Score -1376881 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8429 members Mstep: Class 2 contains 6373 members Entering Unmasked Estep Score: -1376903.000000 Penalty: 3120.818115 Iteration 21Q: 3 clusters Score -1376903 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8497 members Mstep: Class 2 contains 6305 members Entering Unmasked Estep Score: -1376925.625000 Penalty: 3120.818115 Iteration 22Q: 3 clusters Score -1376926 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8560 members Mstep: Class 2 contains 6242 members Entering Unmasked Estep Score: -1376938.375000 Penalty: 3120.818115 Iteration 23Q: 3 clusters Score -1376938 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8626 members Mstep: Class 2 contains 6176 members Entering Unmasked Estep Score: -1376948.000000 Penalty: 3120.818115 Iteration 24Q: 3 clusters Score -1376948 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8705 members Mstep: Class 2 contains 6097 members Entering Unmasked Estep Score: -1376966.250000 Penalty: 3120.818115 Iteration 25Q: 3 clusters Score -1376966 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8797 members Mstep: Class 2 contains 6005 members Entering Unmasked Estep Score: -1376995.125000 Penalty: 3120.818115 Iteration 26Q: 3 clusters Score -1376995 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8896 members Mstep: Class 2 contains 5906 members Entering Unmasked Estep Score: -1377020.000000 Penalty: 3120.818115 Iteration 27Q: 3 clusters Score -1377020 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8999 members Mstep: Class 2 contains 5803 members Entering Unmasked Estep Score: -1377042.250000 Penalty: 3120.818115 Iteration 28Q: 3 clusters Score -1377042 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9127 members Mstep: Class 2 contains 5675 members Entering Unmasked Estep Score: -1377075.500000 Penalty: 3120.818115 Iteration 29Q: 3 clusters Score -1377076 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9250 members Mstep: Class 2 contains 5552 members Entering Unmasked Estep Score: -1377108.875000 Penalty: 3120.818115 Iteration 30Q: 3 clusters Score -1377109 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9376 members Mstep: Class 2 contains 5426 members Entering Unmasked Estep Score: -1377136.250000 Penalty: 3120.818115 Iteration 31Q: 3 clusters Score -1377136 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9510 members Mstep: Class 2 contains 5292 members Entering Unmasked Estep Score: -1377178.875000 Penalty: 3120.818115 Iteration 32Q: 3 clusters Score -1377179 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9653 members Mstep: Class 2 contains 5149 members Entering Unmasked Estep Score: -1377208.875000 Penalty: 3120.818115 Iteration 33Q: 3 clusters Score -1377209 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9816 members Mstep: Class 2 contains 4986 members Entering Unmasked Estep Score: -1377271.000000 Penalty: 3120.818115 Iteration 34Q: 3 clusters Score -1377271 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10005 members Mstep: Class 2 contains 4797 members Entering Unmasked Estep Score: -1377332.000000 Penalty: 3120.818115 Iteration 35Q: 3 clusters Score -1377332 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10195 members Mstep: Class 2 contains 4607 members Entering Unmasked Estep Score: -1377389.875000 Penalty: 3120.818115 Iteration 36Q: 3 clusters Score -1377390 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10382 members Mstep: Class 2 contains 4420 members Entering Unmasked Estep Score: -1377459.750000 Penalty: 3120.818115 Iteration 37Q: 3 clusters Score -1377460 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10572 members Mstep: Class 2 contains 4230 members Entering Unmasked Estep Score: -1377551.250000 Penalty: 3120.818115 Iteration 38Q: 3 clusters Score -1377551 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10794 members Mstep: Class 2 contains 4008 members Entering Unmasked Estep Score: -1377693.750000 Penalty: 3120.818115 Iteration 39Q: 3 clusters Score -1377694 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11033 members Mstep: Class 2 contains 3769 members Entering Unmasked Estep Score: -1377879.125000 Penalty: 3120.818115 Iteration 40F: 3 clusters Score -1377879 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11244 members Mstep: Class 2 contains 3558 members Entering Unmasked Estep Score: -1378075.000000 Penalty: 3120.818115 Iteration 41Q: 3 clusters Score -1378075 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11432 members Mstep: Class 2 contains 3370 members Entering Unmasked Estep Score: -1378214.000000 Penalty: 3120.818115 Iteration 42Q: 3 clusters Score -1378214 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11579 members Mstep: Class 2 contains 3223 members Entering Unmasked Estep Score: -1378293.750000 Penalty: 3120.818115 Iteration 43Q: 3 clusters Score -1378294 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11708 members Mstep: Class 2 contains 3094 members Entering Unmasked Estep Score: -1378357.875000 Penalty: 3120.818115 Iteration 44Q: 3 clusters Score -1378358 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11791 members Mstep: Class 2 contains 3011 members Entering Unmasked Estep Score: -1378376.875000 Penalty: 3120.818115 Iteration 45Q: 3 clusters Score -1378377 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11868 members Mstep: Class 2 contains 2934 members Entering Unmasked Estep Score: -1378404.750000 Penalty: 3120.818115 Iteration 46Q: 3 clusters Score -1378405 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11932 members Mstep: Class 2 contains 2870 members Entering Unmasked Estep Score: -1378421.875000 Penalty: 3120.818115 Iteration 47Q: 3 clusters Score -1378422 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11994 members Mstep: Class 2 contains 2808 members Entering Unmasked Estep Score: -1378432.500000 Penalty: 3120.818115 Iteration 48Q: 3 clusters Score -1378432 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12038 members Mstep: Class 2 contains 2764 members Entering Unmasked Estep Score: -1378440.125000 Penalty: 3120.818115 Iteration 49Q: 3 clusters Score -1378440 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12066 members Mstep: Class 2 contains 2736 members Entering Unmasked Estep Score: -1378442.375000 Penalty: 3120.818115 Iteration 50Q: 3 clusters Score -1378442 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12091 members Mstep: Class 2 contains 2711 members Entering Unmasked Estep Score: -1378448.000000 Penalty: 3120.818115 Iteration 51Q: 3 clusters Score -1378448 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12115 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -1378450.500000 Penalty: 3120.818115 Iteration 52Q: 3 clusters Score -1378450 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12135 members Mstep: Class 2 contains 2667 members Entering Unmasked Estep Score: -1378453.125000 Penalty: 3120.818115 Iteration 53Q: 3 clusters Score -1378453 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12150 members Mstep: Class 2 contains 2652 members Entering Unmasked Estep Score: -1378458.625000 Penalty: 3120.818115 Iteration 54Q: 3 clusters Score -1378459 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12162 members Mstep: Class 2 contains 2640 members Entering Unmasked Estep Score: -1378460.000000 Penalty: 3120.818115 Iteration 55Q: 3 clusters Score -1378460 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12172 members Mstep: Class 2 contains 2630 members Entering Unmasked Estep Score: -1378461.125000 Penalty: 3120.818115 Iteration 56Q: 3 clusters Score -1378461 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12182 members Mstep: Class 2 contains 2620 members Entering Unmasked Estep Score: -1378462.625000 Penalty: 3120.818115 Iteration 57Q: 3 clusters Score -1378463 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12192 members Mstep: Class 2 contains 2610 members Entering Unmasked Estep Score: -1378466.625000 Penalty: 3120.818115 Iteration 58Q: 3 clusters Score -1378467 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12200 members Mstep: Class 2 contains 2602 members Entering Unmasked Estep Score: -1378469.500000 Penalty: 3120.818115 Iteration 59Q: 3 clusters Score -1378470 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12207 members Mstep: Class 2 contains 2595 members Entering Unmasked Estep Score: -1378463.250000 Penalty: 3120.818115 Iteration 60F: 3 clusters Score -1378463 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12210 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -1378463.750000 Penalty: 3120.818115 Iteration 61Q: 3 clusters Score -1378464 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12213 members Mstep: Class 2 contains 2589 members Entering Unmasked Estep Score: -1378466.500000 Penalty: 3120.818115 Iteration 62Q: 3 clusters Score -1378466 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12217 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -1378463.125000 Penalty: 3120.818115 Iteration 63Q: 3 clusters Score -1378463 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12221 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -1378462.375000 Penalty: 3120.818115 Iteration 64Q: 3 clusters Score -1378462 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12223 members Mstep: Class 2 contains 2579 members Entering Unmasked Estep Score: -1378463.375000 Penalty: 3120.818115 Iteration 65Q: 3 clusters Score -1378463 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12227 members Mstep: Class 2 contains 2575 members Entering Unmasked Estep Score: -1378465.375000 Penalty: 3120.818115 Iteration 66Q: 3 clusters Score -1378465 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12229 members Mstep: Class 2 contains 2573 members Entering Unmasked Estep Score: -1378466.250000 Penalty: 3120.818115 Iteration 67Q: 3 clusters Score -1378466 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12230 members Mstep: Class 2 contains 2572 members Entering Unmasked Estep Score: -1378468.000000 Penalty: 3120.818115 Iteration 68Q: 3 clusters Score -1378468 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12230 members Mstep: Class 2 contains 2572 members Entering Unmasked Estep Score: -1378468.000000 Penalty: 3120.818115 Iteration 69F: 3 clusters Score -1378468 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (34351 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34351 members Entering Unmasked Estep Score: -3294494.250000 Penalty: 1697.212769 Iteration 0F: 2 clusters Score -3294494 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17299 members Mstep: Class 2 contains 17052 members Entering Unmasked Estep Score: -3271424.250000 Penalty: 3394.425537 Iteration 0F: 3 clusters Score -3271424 nChanged 15848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18449 members Mstep: Class 2 contains 15902 members Entering Unmasked Estep Score: -3280480.250000 Penalty: 3394.425537 Iteration 1F: 3 clusters Score -3280480 nChanged 1629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19134 members Mstep: Class 2 contains 15217 members Entering Unmasked Estep Score: -3281092.000000 Penalty: 3394.425537 Iteration 2Q: 3 clusters Score -3281092 nChanged 1642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20072 members Mstep: Class 2 contains 14279 members Entering Unmasked Estep Score: -3281784.750000 Penalty: 3394.425537 Iteration 3Q: 3 clusters Score -3281785 nChanged 1797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21337 members Mstep: Class 2 contains 13014 members Entering Unmasked Estep Score: -3282777.000000 Penalty: 3394.425537 Iteration 4F: 3 clusters Score -3282777 nChanged 2002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22917 members Mstep: Class 2 contains 11434 members Entering Unmasked Estep Score: -3284113.250000 Penalty: 3394.425537 Iteration 5F: 3 clusters Score -3284113 nChanged 2142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24693 members Mstep: Class 2 contains 9658 members Entering Unmasked Estep Score: -3285826.500000 Penalty: 3394.425537 Iteration 6F: 3 clusters Score -3285826 nChanged 2078 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26477 members Mstep: Class 2 contains 7874 members Entering Unmasked Estep Score: -3287585.750000 Penalty: 3394.425537 Iteration 7F: 3 clusters Score -3287586 nChanged 1724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27961 members Mstep: Class 2 contains 6390 members Entering Unmasked Estep Score: -3288931.250000 Penalty: 3394.425537 Iteration 8F: 3 clusters Score -3288931 nChanged 1281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29100 members Mstep: Class 2 contains 5251 members Entering Unmasked Estep Score: -3289835.000000 Penalty: 3394.425537 Iteration 9Q: 3 clusters Score -3289835 nChanged 983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30019 members Mstep: Class 2 contains 4332 members Entering Unmasked Estep Score: -3290437.250000 Penalty: 3394.425537 Iteration 10Q: 3 clusters Score -3290437 nChanged 758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30761 members Mstep: Class 2 contains 3590 members Entering Unmasked Estep Score: -3290887.250000 Penalty: 3394.425537 Iteration 11Q: 3 clusters Score -3290887 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31410 members Mstep: Class 2 contains 2941 members Entering Unmasked Estep Score: -3291298.750000 Penalty: 3394.425537 Iteration 12Q: 3 clusters Score -3291299 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31964 members Mstep: Class 2 contains 2387 members Entering Unmasked Estep Score: -3291643.000000 Penalty: 3394.425537 Iteration 13Q: 3 clusters Score -3291643 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32424 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -3291936.500000 Penalty: 3394.425537 Iteration 14Q: 3 clusters Score -3291936 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32820 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -3292220.750000 Penalty: 3394.425537 Iteration 15Q: 3 clusters Score -3292221 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33128 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -3292427.750000 Penalty: 3394.425537 Iteration 16Q: 3 clusters Score -3292428 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33374 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -3292587.250000 Penalty: 3394.425537 Iteration 17Q: 3 clusters Score -3292587 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33550 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -3292727.750000 Penalty: 3394.425537 Iteration 18Q: 3 clusters Score -3292728 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33674 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -3292820.500000 Penalty: 3394.425537 Iteration 19Q: 3 clusters Score -3292820 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33758 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -3292875.750000 Penalty: 3394.425537 Iteration 20F: 3 clusters Score -3292876 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33813 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -3292916.750000 Penalty: 3394.425537 Iteration 21Q: 3 clusters Score -3292917 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33847 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -3292940.500000 Penalty: 3394.425537 Iteration 22Q: 3 clusters Score -3292940 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33871 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -3292958.750000 Penalty: 3394.425537 Iteration 23Q: 3 clusters Score -3292959 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33890 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -3292974.000000 Penalty: 3394.425537 Iteration 24Q: 3 clusters Score -3292974 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33905 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -3292990.750000 Penalty: 3394.425537 Iteration 25Q: 3 clusters Score -3292991 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33921 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -3292993.250000 Penalty: 3394.425537 Iteration 26Q: 3 clusters Score -3292993 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33932 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -3293004.750000 Penalty: 3394.425537 Iteration 27Q: 3 clusters Score -3293005 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33937 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -3293009.500000 Penalty: 3394.425537 Iteration 28Q: 3 clusters Score -3293010 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33942 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -3293011.500000 Penalty: 3394.425537 Iteration 29Q: 3 clusters Score -3293012 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33947 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -3293014.500000 Penalty: 3394.425537 Iteration 30Q: 3 clusters Score -3293014 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33954 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -3293017.500000 Penalty: 3394.425537 Iteration 31Q: 3 clusters Score -3293018 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33959 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -3293019.000000 Penalty: 3394.425537 Iteration 32Q: 3 clusters Score -3293019 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33962 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -3293016.250000 Penalty: 3394.425537 Iteration 33Q: 3 clusters Score -3293016 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33962 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -3293016.250000 Penalty: 3394.425537 Iteration 34F: 3 clusters Score -3293016 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (3433 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3433 members Entering Unmasked Estep Score: -326462.312500 Penalty: 1322.943359 Iteration 0F: 2 clusters Score -326462.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -323500.656250 Penalty: 2645.886719 Iteration 0F: 3 clusters Score -323500.7 nChanged 1344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -324842.437500 Penalty: 2645.886719 Iteration 1F: 3 clusters Score -324842.4 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -326627.343750 Penalty: 2645.886719 Iteration 2F: 3 clusters Score -326627.3 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -328879.437500 Penalty: 2645.886719 Iteration 3F: 3 clusters Score -328879.4 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2419 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -330637.750000 Penalty: 2645.886719 Iteration 4F: 3 clusters Score -330637.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -331266.031250 Penalty: 2645.886719 Iteration 5Q: 3 clusters Score -331266 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2400 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -331289.437500 Penalty: 2645.886719 Iteration 6Q: 3 clusters Score -331289.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2399 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -331290.781250 Penalty: 2645.886719 Iteration 7Q: 3 clusters Score -331290.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -331292.000000 Penalty: 2645.886719 Iteration 8Q: 3 clusters Score -331292 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -331292.343750 Penalty: 2645.886719 Iteration 9Q: 3 clusters Score -331292.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -331292.281250 Penalty: 2645.886719 Iteration 10Q: 3 clusters Score -331292.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -331292.281250 Penalty: 2645.886719 Iteration 11F: 3 clusters Score -331292.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 4883 members Mstep: Class 2 contains 294 members Mstep: Class 3 contains 14802 members Mstep: Class 4 contains 34351 members Mstep: Class 5 contains 2395 members Mstep: Class 6 contains 13297 members Mstep: Class 7 contains 143798 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9359 members Mstep: Class 10 contains 4131 members Mstep: Class 11 contains 2880 members Mstep: Class 12 contains 445 members Mstep: Class 13 contains 91224 members Mstep: Class 14 contains 2108 members Mstep: Class 15 contains 905 members Mstep: Class 16 contains 1226 members Mstep: Class 17 contains 3351 members Mstep: Class 18 contains 1990 members Mstep: Class 19 contains 6324 members Mstep: Class 20 contains 3200 members Mstep: Class 21 contains 896 members Mstep: Class 22 contains 387 members Mstep: Class 23 contains 1038 members Entering Unmasked Estep Score: -33085230.000000 Penalty: 47653.777344 Splitting cluster 5 changes total score from -33081174.000000 to -33085230.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 6 (13297 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13297 members Entering Unmasked Estep Score: -1270655.000000 Penalty: 1542.985229 Iteration 0F: 2 clusters Score -1270655 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6619 members Mstep: Class 2 contains 6678 members Entering Unmasked Estep Score: -1261357.375000 Penalty: 3085.970459 Iteration 0F: 3 clusters Score -1261357 nChanged 5861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6368 members Mstep: Class 2 contains 6929 members Entering Unmasked Estep Score: -1264512.875000 Penalty: 3085.970459 Iteration 1F: 3 clusters Score -1264513 nChanged 801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6121 members Mstep: Class 2 contains 7176 members Entering Unmasked Estep Score: -1264932.000000 Penalty: 3085.970459 Iteration 2F: 3 clusters Score -1264932 nChanged 823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5778 members Mstep: Class 2 contains 7519 members Entering Unmasked Estep Score: -1265458.250000 Penalty: 3085.970459 Iteration 3F: 3 clusters Score -1265458 nChanged 928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5340 members Mstep: Class 2 contains 7957 members Entering Unmasked Estep Score: -1266243.250000 Penalty: 3085.970459 Iteration 4F: 3 clusters Score -1266243 nChanged 1060 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4804 members Mstep: Class 2 contains 8493 members Entering Unmasked Estep Score: -1267212.125000 Penalty: 3085.970459 Iteration 5F: 3 clusters Score -1267212 nChanged 1036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4262 members Mstep: Class 2 contains 9035 members Entering Unmasked Estep Score: -1268104.000000 Penalty: 3085.970459 Iteration 6F: 3 clusters Score -1268104 nChanged 909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3767 members Mstep: Class 2 contains 9530 members Entering Unmasked Estep Score: -1268827.500000 Penalty: 3085.970459 Iteration 7F: 3 clusters Score -1268828 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3462 members Mstep: Class 2 contains 9835 members Entering Unmasked Estep Score: -1269235.875000 Penalty: 3085.970459 Iteration 8Q: 3 clusters Score -1269236 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3294 members Mstep: Class 2 contains 10003 members Entering Unmasked Estep Score: -1269428.500000 Penalty: 3085.970459 Iteration 9Q: 3 clusters Score -1269428 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3206 members Mstep: Class 2 contains 10091 members Entering Unmasked Estep Score: -1269503.125000 Penalty: 3085.970459 Iteration 10Q: 3 clusters Score -1269503 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3148 members Mstep: Class 2 contains 10149 members Entering Unmasked Estep Score: -1269543.625000 Penalty: 3085.970459 Iteration 11Q: 3 clusters Score -1269544 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3110 members Mstep: Class 2 contains 10187 members Entering Unmasked Estep Score: -1269577.500000 Penalty: 3085.970459 Iteration 12Q: 3 clusters Score -1269578 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3073 members Mstep: Class 2 contains 10224 members Entering Unmasked Estep Score: -1269602.125000 Penalty: 3085.970459 Iteration 13Q: 3 clusters Score -1269602 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3034 members Mstep: Class 2 contains 10263 members Entering Unmasked Estep Score: -1269626.125000 Penalty: 3085.970459 Iteration 14Q: 3 clusters Score -1269626 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2998 members Mstep: Class 2 contains 10299 members Entering Unmasked Estep Score: -1269641.750000 Penalty: 3085.970459 Iteration 15Q: 3 clusters Score -1269642 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 10335 members Entering Unmasked Estep Score: -1269648.375000 Penalty: 3085.970459 Iteration 16Q: 3 clusters Score -1269648 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2926 members Mstep: Class 2 contains 10371 members Entering Unmasked Estep Score: -1269656.000000 Penalty: 3085.970459 Iteration 17Q: 3 clusters Score -1269656 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2893 members Mstep: Class 2 contains 10404 members Entering Unmasked Estep Score: -1269670.875000 Penalty: 3085.970459 Iteration 18Q: 3 clusters Score -1269671 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2862 members Mstep: Class 2 contains 10435 members Entering Unmasked Estep Score: -1269682.625000 Penalty: 3085.970459 Iteration 19Q: 3 clusters Score -1269683 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2823 members Mstep: Class 2 contains 10474 members Entering Unmasked Estep Score: -1269697.125000 Penalty: 3085.970459 Iteration 20F: 3 clusters Score -1269697 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2773 members Mstep: Class 2 contains 10524 members Entering Unmasked Estep Score: -1269718.375000 Penalty: 3085.970459 Iteration 21Q: 3 clusters Score -1269718 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2712 members Mstep: Class 2 contains 10585 members Entering Unmasked Estep Score: -1269753.875000 Penalty: 3085.970459 Iteration 22Q: 3 clusters Score -1269754 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2633 members Mstep: Class 2 contains 10664 members Entering Unmasked Estep Score: -1269818.125000 Penalty: 3085.970459 Iteration 23Q: 3 clusters Score -1269818 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2535 members Mstep: Class 2 contains 10762 members Entering Unmasked Estep Score: -1269929.875000 Penalty: 3085.970459 Iteration 24Q: 3 clusters Score -1269930 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2447 members Mstep: Class 2 contains 10850 members Entering Unmasked Estep Score: -1270047.000000 Penalty: 3085.970459 Iteration 25Q: 3 clusters Score -1270047 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 10939 members Entering Unmasked Estep Score: -1270106.125000 Penalty: 3085.970459 Iteration 26Q: 3 clusters Score -1270106 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 11002 members Entering Unmasked Estep Score: -1270136.750000 Penalty: 3085.970459 Iteration 27Q: 3 clusters Score -1270137 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 11047 members Entering Unmasked Estep Score: -1270151.500000 Penalty: 3085.970459 Iteration 28Q: 3 clusters Score -1270152 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 11083 members Entering Unmasked Estep Score: -1270164.625000 Penalty: 3085.970459 Iteration 29Q: 3 clusters Score -1270165 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2182 members Mstep: Class 2 contains 11115 members Entering Unmasked Estep Score: -1270174.250000 Penalty: 3085.970459 Iteration 30Q: 3 clusters Score -1270174 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 11143 members Entering Unmasked Estep Score: -1270180.625000 Penalty: 3085.970459 Iteration 31Q: 3 clusters Score -1270181 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 11160 members Entering Unmasked Estep Score: -1270183.125000 Penalty: 3085.970459 Iteration 32Q: 3 clusters Score -1270183 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 11179 members Entering Unmasked Estep Score: -1270189.125000 Penalty: 3085.970459 Iteration 33Q: 3 clusters Score -1270189 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 11197 members Entering Unmasked Estep Score: -1270194.500000 Penalty: 3085.970459 Iteration 34Q: 3 clusters Score -1270194 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 11204 members Entering Unmasked Estep Score: -1270194.625000 Penalty: 3085.970459 Iteration 35Q: 3 clusters Score -1270195 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 11211 members Entering Unmasked Estep Score: -1270194.750000 Penalty: 3085.970459 Iteration 36Q: 3 clusters Score -1270195 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 11219 members Entering Unmasked Estep Score: -1270194.250000 Penalty: 3085.970459 Iteration 37Q: 3 clusters Score -1270194 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2065 members Mstep: Class 2 contains 11232 members Entering Unmasked Estep Score: -1270197.250000 Penalty: 3085.970459 Iteration 38Q: 3 clusters Score -1270197 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 11247 members Entering Unmasked Estep Score: -1270201.750000 Penalty: 3085.970459 Iteration 39Q: 3 clusters Score -1270202 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 11262 members Entering Unmasked Estep Score: -1270200.875000 Penalty: 3085.970459 Iteration 40F: 3 clusters Score -1270201 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 11271 members Entering Unmasked Estep Score: -1270200.625000 Penalty: 3085.970459 Iteration 41Q: 3 clusters Score -1270201 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 11274 members Entering Unmasked Estep Score: -1270197.625000 Penalty: 3085.970459 Iteration 42Q: 3 clusters Score -1270198 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 11276 members Entering Unmasked Estep Score: -1270197.250000 Penalty: 3085.970459 Iteration 43Q: 3 clusters Score -1270197 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 11281 members Entering Unmasked Estep Score: -1270200.375000 Penalty: 3085.970459 Iteration 44Q: 3 clusters Score -1270200 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 11283 members Entering Unmasked Estep Score: -1270202.875000 Penalty: 3085.970459 Iteration 45Q: 3 clusters Score -1270203 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 11286 members Entering Unmasked Estep Score: -1270202.875000 Penalty: 3085.970459 Iteration 46Q: 3 clusters Score -1270203 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 11289 members Entering Unmasked Estep Score: -1270204.125000 Penalty: 3085.970459 Iteration 47Q: 3 clusters Score -1270204 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 11292 members Entering Unmasked Estep Score: -1270206.125000 Penalty: 3085.970459 Iteration 48Q: 3 clusters Score -1270206 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 11300 members Entering Unmasked Estep Score: -1270207.000000 Penalty: 3085.970459 Iteration 49Q: 3 clusters Score -1270207 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 11305 members Entering Unmasked Estep Score: -1270208.875000 Penalty: 3085.970459 Iteration 50Q: 3 clusters Score -1270209 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 11309 members Entering Unmasked Estep Score: -1270208.375000 Penalty: 3085.970459 Iteration 51Q: 3 clusters Score -1270208 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 11314 members Entering Unmasked Estep Score: -1270209.625000 Penalty: 3085.970459 Iteration 52Q: 3 clusters Score -1270210 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 11316 members Entering Unmasked Estep Score: -1270208.875000 Penalty: 3085.970459 Iteration 53Q: 3 clusters Score -1270209 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 11316 members Entering Unmasked Estep Score: -1270208.875000 Penalty: 3085.970459 Iteration 54F: 3 clusters Score -1270209 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (143798 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143798 members Entering Unmasked Estep Score: -14314895.000000 Penalty: 1929.876709 Iteration 0F: 2 clusters Score -1.43149e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72178 members Mstep: Class 2 contains 71620 members Entering Unmasked Estep Score: -14218697.000000 Penalty: 3859.753418 Iteration 0F: 3 clusters Score -1.42187e+07 nChanged 69228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80448 members Mstep: Class 2 contains 63350 members Entering Unmasked Estep Score: -14261176.000000 Penalty: 3859.753418 Iteration 1F: 3 clusters Score -1.426118e+07 nChanged 7052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85880 members Mstep: Class 2 contains 57918 members Entering Unmasked Estep Score: -14264040.000000 Penalty: 3859.753418 Iteration 2Q: 3 clusters Score -1.426404e+07 nChanged 8877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93579 members Mstep: Class 2 contains 50219 members Entering Unmasked Estep Score: -14268817.000000 Penalty: 3859.753418 Iteration 3F: 3 clusters Score -1.426882e+07 nChanged 10721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103578 members Mstep: Class 2 contains 40220 members Entering Unmasked Estep Score: -14276237.000000 Penalty: 3859.753418 Iteration 4F: 3 clusters Score -1.427624e+07 nChanged 12044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115296 members Mstep: Class 2 contains 28502 members Entering Unmasked Estep Score: -14286272.000000 Penalty: 3859.753418 Iteration 5F: 3 clusters Score -1.428627e+07 nChanged 11426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126674 members Mstep: Class 2 contains 17124 members Entering Unmasked Estep Score: -14296728.000000 Penalty: 3859.753418 Iteration 6F: 3 clusters Score -1.429673e+07 nChanged 8847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135517 members Mstep: Class 2 contains 8281 members Entering Unmasked Estep Score: -14305400.000000 Penalty: 3859.753418 Iteration 7F: 3 clusters Score -1.43054e+07 nChanged 5047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140562 members Mstep: Class 2 contains 3236 members Entering Unmasked Estep Score: -14310296.000000 Penalty: 3859.753418 Iteration 8Q: 3 clusters Score -1.43103e+07 nChanged 2095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142657 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -14312122.000000 Penalty: 3859.753418 Iteration 9Q: 3 clusters Score -1.431212e+07 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143315 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -14312764.000000 Penalty: 3859.753418 Iteration 10Q: 3 clusters Score -1.431276e+07 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143506 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -14312967.000000 Penalty: 3859.753418 Iteration 11Q: 3 clusters Score -1.431297e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143568 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -14313052.000000 Penalty: 3859.753418 Iteration 12Q: 3 clusters Score -1.431305e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143588 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -14313121.000000 Penalty: 3859.753418 Iteration 13Q: 3 clusters Score -1.431312e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143598 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -14313149.000000 Penalty: 3859.753418 Iteration 14Q: 3 clusters Score -1.431315e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143599 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -14313171.000000 Penalty: 3859.753418 Iteration 15Q: 3 clusters Score -1.431317e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143607 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -14313199.000000 Penalty: 3859.753418 Iteration 16Q: 3 clusters Score -1.43132e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143607 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -14313221.000000 Penalty: 3859.753418 Iteration 17Q: 3 clusters Score -1.431322e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143608 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -14313231.000000 Penalty: 3859.753418 Iteration 18Q: 3 clusters Score -1.431323e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143608 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -14313235.000000 Penalty: 3859.753418 Iteration 19Q: 3 clusters Score -1.431324e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143609 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -14313234.000000 Penalty: 3859.753418 Iteration 20F: 3 clusters Score -1.431323e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143609 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -14313229.000000 Penalty: 3859.753418 Iteration 21Q: 3 clusters Score -1.431323e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143608 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -14313230.000000 Penalty: 3859.753418 Iteration 22Q: 3 clusters Score -1.431323e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143608 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -14313238.000000 Penalty: 3859.753418 Iteration 23Q: 3 clusters Score -1.431324e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143610 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -14313237.000000 Penalty: 3859.753418 Iteration 24Q: 3 clusters Score -1.431324e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143612 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -14313251.000000 Penalty: 3859.753418 Iteration 25Q: 3 clusters Score -1.431325e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143613 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -14313246.000000 Penalty: 3859.753418 Iteration 26Q: 3 clusters Score -1.431325e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143612 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -14313271.000000 Penalty: 3859.753418 Iteration 27Q: 3 clusters Score -1.431327e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143612 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -14313269.000000 Penalty: 3859.753418 Iteration 28Q: 3 clusters Score -1.431327e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143612 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -14313272.000000 Penalty: 3859.753418 Iteration 29Q: 3 clusters Score -1.431327e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143613 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -14313270.000000 Penalty: 3859.753418 Iteration 30Q: 3 clusters Score -1.431327e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143614 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -14313280.000000 Penalty: 3859.753418 Iteration 31Q: 3 clusters Score -1.431328e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143614 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -14313280.000000 Penalty: 3859.753418 Iteration 32F: 3 clusters Score -1.431328e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1305 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Entering Unmasked Estep Score: -124052.218750 Penalty: 1165.768188 Iteration 0F: 2 clusters Score -124052.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -122427.250000 Penalty: 2331.536377 Iteration 0F: 3 clusters Score -122427.2 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -122725.640625 Penalty: 2331.536377 Iteration 1F: 3 clusters Score -122725.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -122819.351562 Penalty: 2331.536377 Iteration 2F: 3 clusters Score -122819.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -122890.726562 Penalty: 2331.536377 Iteration 3Q: 3 clusters Score -122890.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -122963.250000 Penalty: 2331.536377 Iteration 4Q: 3 clusters Score -122963.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -123039.156250 Penalty: 2331.536377 Iteration 5Q: 3 clusters Score -123039.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -123109.734375 Penalty: 2331.536377 Iteration 6Q: 3 clusters Score -123109.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -123202.125000 Penalty: 2331.536377 Iteration 7Q: 3 clusters Score -123202.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -123292.835938 Penalty: 2331.536377 Iteration 8Q: 3 clusters Score -123292.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -123359.109375 Penalty: 2331.536377 Iteration 9Q: 3 clusters Score -123359.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -123423.773438 Penalty: 2331.536377 Iteration 10Q: 3 clusters Score -123423.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -123459.906250 Penalty: 2331.536377 Iteration 11Q: 3 clusters Score -123459.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -123484.148438 Penalty: 2331.536377 Iteration 12Q: 3 clusters Score -123484.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -123497.085938 Penalty: 2331.536377 Iteration 13Q: 3 clusters Score -123497.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -123507.828125 Penalty: 2331.536377 Iteration 14Q: 3 clusters Score -123507.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -123512.171875 Penalty: 2331.536377 Iteration 15Q: 3 clusters Score -123512.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -123515.359375 Penalty: 2331.536377 Iteration 16Q: 3 clusters Score -123515.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -123518.156250 Penalty: 2331.536377 Iteration 17Q: 3 clusters Score -123518.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -123518.500000 Penalty: 2331.536377 Iteration 18Q: 3 clusters Score -123518.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -123520.367188 Penalty: 2331.536377 Iteration 19Q: 3 clusters Score -123520.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -123520.843750 Penalty: 2331.536377 Iteration 20F: 3 clusters Score -123520.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -123522.625000 Penalty: 2331.536377 Iteration 21Q: 3 clusters Score -123522.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -123522.812500 Penalty: 2331.536377 Iteration 22Q: 3 clusters Score -123522.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -123522.812500 Penalty: 2331.536377 Iteration 23F: 3 clusters Score -123522.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (9359 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9359 members Entering Unmasked Estep Score: -866769.750000 Penalty: 1485.915161 Iteration 0F: 2 clusters Score -866769.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4665 members Mstep: Class 2 contains 4694 members Entering Unmasked Estep Score: -860000.625000 Penalty: 2971.830322 Iteration 0F: 3 clusters Score -860000.6 nChanged 3962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4619 members Mstep: Class 2 contains 4740 members Entering Unmasked Estep Score: -862069.687500 Penalty: 2971.830322 Iteration 1F: 3 clusters Score -862069.7 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4586 members Mstep: Class 2 contains 4773 members Entering Unmasked Estep Score: -862272.937500 Penalty: 2971.830322 Iteration 2F: 3 clusters Score -862272.9 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4543 members Mstep: Class 2 contains 4816 members Entering Unmasked Estep Score: -862435.250000 Penalty: 2971.830322 Iteration 3Q: 3 clusters Score -862435.2 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4477 members Mstep: Class 2 contains 4882 members Entering Unmasked Estep Score: -862566.000000 Penalty: 2971.830322 Iteration 4Q: 3 clusters Score -862566 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4405 members Mstep: Class 2 contains 4954 members Entering Unmasked Estep Score: -862690.437500 Penalty: 2971.830322 Iteration 5Q: 3 clusters Score -862690.4 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4334 members Mstep: Class 2 contains 5025 members Entering Unmasked Estep Score: -862832.875000 Penalty: 2971.830322 Iteration 6Q: 3 clusters Score -862832.9 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4257 members Mstep: Class 2 contains 5102 members Entering Unmasked Estep Score: -862985.000000 Penalty: 2971.830322 Iteration 7Q: 3 clusters Score -862985 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4168 members Mstep: Class 2 contains 5191 members Entering Unmasked Estep Score: -863185.062500 Penalty: 2971.830322 Iteration 8Q: 3 clusters Score -863185.1 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4065 members Mstep: Class 2 contains 5294 members Entering Unmasked Estep Score: -863441.875000 Penalty: 2971.830322 Iteration 9Q: 3 clusters Score -863441.9 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3989 members Mstep: Class 2 contains 5370 members Entering Unmasked Estep Score: -863785.437500 Penalty: 2971.830322 Iteration 10Q: 3 clusters Score -863785.4 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3964 members Mstep: Class 2 contains 5395 members Entering Unmasked Estep Score: -864131.187500 Penalty: 2971.830322 Iteration 11Q: 3 clusters Score -864131.2 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3949 members Mstep: Class 2 contains 5410 members Entering Unmasked Estep Score: -864428.812500 Penalty: 2971.830322 Iteration 12Q: 3 clusters Score -864428.8 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3935 members Mstep: Class 2 contains 5424 members Entering Unmasked Estep Score: -864669.000000 Penalty: 2971.830322 Iteration 13Q: 3 clusters Score -864669 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3924 members Mstep: Class 2 contains 5435 members Entering Unmasked Estep Score: -864798.000000 Penalty: 2971.830322 Iteration 14Q: 3 clusters Score -864798 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3919 members Mstep: Class 2 contains 5440 members Entering Unmasked Estep Score: -864864.375000 Penalty: 2971.830322 Iteration 15Q: 3 clusters Score -864864.4 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3915 members Mstep: Class 2 contains 5444 members Entering Unmasked Estep Score: -864898.937500 Penalty: 2971.830322 Iteration 16Q: 3 clusters Score -864898.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3901 members Mstep: Class 2 contains 5458 members Entering Unmasked Estep Score: -864924.562500 Penalty: 2971.830322 Iteration 17Q: 3 clusters Score -864924.6 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3884 members Mstep: Class 2 contains 5475 members Entering Unmasked Estep Score: -864947.250000 Penalty: 2971.830322 Iteration 18Q: 3 clusters Score -864947.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3862 members Mstep: Class 2 contains 5497 members Entering Unmasked Estep Score: -864969.687500 Penalty: 2971.830322 Iteration 19Q: 3 clusters Score -864969.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3845 members Mstep: Class 2 contains 5514 members Entering Unmasked Estep Score: -864980.187500 Penalty: 2971.830322 Iteration 20F: 3 clusters Score -864980.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3832 members Mstep: Class 2 contains 5527 members Entering Unmasked Estep Score: -864991.625000 Penalty: 2971.830322 Iteration 21Q: 3 clusters Score -864991.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3818 members Mstep: Class 2 contains 5541 members Entering Unmasked Estep Score: -865002.000000 Penalty: 2971.830322 Iteration 22Q: 3 clusters Score -865002 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3804 members Mstep: Class 2 contains 5555 members Entering Unmasked Estep Score: -865008.062500 Penalty: 2971.830322 Iteration 23Q: 3 clusters Score -865008.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3793 members Mstep: Class 2 contains 5566 members Entering Unmasked Estep Score: -865018.812500 Penalty: 2971.830322 Iteration 24Q: 3 clusters Score -865018.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3783 members Mstep: Class 2 contains 5576 members Entering Unmasked Estep Score: -865030.312500 Penalty: 2971.830322 Iteration 25Q: 3 clusters Score -865030.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3772 members Mstep: Class 2 contains 5587 members Entering Unmasked Estep Score: -865043.062500 Penalty: 2971.830322 Iteration 26Q: 3 clusters Score -865043.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3774 members Mstep: Class 2 contains 5585 members Entering Unmasked Estep Score: -865050.500000 Penalty: 2971.830322 Iteration 27Q: 3 clusters Score -865050.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3783 members Mstep: Class 2 contains 5576 members Entering Unmasked Estep Score: -865057.937500 Penalty: 2971.830322 Iteration 28Q: 3 clusters Score -865057.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3791 members Mstep: Class 2 contains 5568 members Entering Unmasked Estep Score: -865062.812500 Penalty: 2971.830322 Iteration 29Q: 3 clusters Score -865062.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3785 members Mstep: Class 2 contains 5574 members Entering Unmasked Estep Score: -865066.312500 Penalty: 2971.830322 Iteration 30Q: 3 clusters Score -865066.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3781 members Mstep: Class 2 contains 5578 members Entering Unmasked Estep Score: -865072.312500 Penalty: 2971.830322 Iteration 31Q: 3 clusters Score -865072.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3776 members Mstep: Class 2 contains 5583 members Entering Unmasked Estep Score: -865075.937500 Penalty: 2971.830322 Iteration 32Q: 3 clusters Score -865075.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3766 members Mstep: Class 2 contains 5593 members Entering Unmasked Estep Score: -865078.875000 Penalty: 2971.830322 Iteration 33Q: 3 clusters Score -865078.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3764 members Mstep: Class 2 contains 5595 members Entering Unmasked Estep Score: -865079.187500 Penalty: 2971.830322 Iteration 34Q: 3 clusters Score -865079.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3763 members Mstep: Class 2 contains 5596 members Entering Unmasked Estep Score: -865082.687500 Penalty: 2971.830322 Iteration 35Q: 3 clusters Score -865082.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3768 members Mstep: Class 2 contains 5591 members Entering Unmasked Estep Score: -865081.125000 Penalty: 2971.830322 Iteration 36Q: 3 clusters Score -865081.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3769 members Mstep: Class 2 contains 5590 members Entering Unmasked Estep Score: -865083.500000 Penalty: 2971.830322 Iteration 37Q: 3 clusters Score -865083.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3768 members Mstep: Class 2 contains 5591 members Entering Unmasked Estep Score: -865084.812500 Penalty: 2971.830322 Iteration 38Q: 3 clusters Score -865084.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3767 members Mstep: Class 2 contains 5592 members Entering Unmasked Estep Score: -865084.062500 Penalty: 2971.830322 Iteration 39Q: 3 clusters Score -865084.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3768 members Mstep: Class 2 contains 5591 members Entering Unmasked Estep Score: -865085.187500 Penalty: 2971.830322 Iteration 40F: 3 clusters Score -865085.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3768 members Mstep: Class 2 contains 5591 members Entering Unmasked Estep Score: -865083.750000 Penalty: 2971.830322 Iteration 41Q: 3 clusters Score -865083.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3767 members Mstep: Class 2 contains 5592 members Entering Unmasked Estep Score: -865085.437500 Penalty: 2971.830322 Iteration 42Q: 3 clusters Score -865085.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3767 members Mstep: Class 2 contains 5592 members Entering Unmasked Estep Score: -865085.125000 Penalty: 2971.830322 Iteration 43Q: 3 clusters Score -865085.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3767 members Mstep: Class 2 contains 5592 members Entering Unmasked Estep Score: -865085.875000 Penalty: 2971.830322 Iteration 44Q: 3 clusters Score -865085.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3765 members Mstep: Class 2 contains 5594 members Entering Unmasked Estep Score: -865087.500000 Penalty: 2971.830322 Iteration 45Q: 3 clusters Score -865087.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3761 members Mstep: Class 2 contains 5598 members Entering Unmasked Estep Score: -865086.000000 Penalty: 2971.830322 Iteration 46Q: 3 clusters Score -865086 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3758 members Mstep: Class 2 contains 5601 members Entering Unmasked Estep Score: -865090.125000 Penalty: 2971.830322 Iteration 47Q: 3 clusters Score -865090.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3755 members Mstep: Class 2 contains 5604 members Entering Unmasked Estep Score: -865088.187500 Penalty: 2971.830322 Iteration 48Q: 3 clusters Score -865088.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3753 members Mstep: Class 2 contains 5606 members Entering Unmasked Estep Score: -865089.750000 Penalty: 2971.830322 Iteration 49Q: 3 clusters Score -865089.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3751 members Mstep: Class 2 contains 5608 members Entering Unmasked Estep Score: -865092.625000 Penalty: 2971.830322 Iteration 50Q: 3 clusters Score -865092.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3751 members Mstep: Class 2 contains 5608 members Entering Unmasked Estep Score: -865093.062500 Penalty: 2971.830322 Iteration 51Q: 3 clusters Score -865093.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3749 members Mstep: Class 2 contains 5610 members Entering Unmasked Estep Score: -865095.625000 Penalty: 2971.830322 Iteration 52Q: 3 clusters Score -865095.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3752 members Mstep: Class 2 contains 5607 members Entering Unmasked Estep Score: -865100.500000 Penalty: 2971.830322 Iteration 53Q: 3 clusters Score -865100.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3746 members Mstep: Class 2 contains 5613 members Entering Unmasked Estep Score: -865102.062500 Penalty: 2971.830322 Iteration 54Q: 3 clusters Score -865102.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3740 members Mstep: Class 2 contains 5619 members Entering Unmasked Estep Score: -865103.500000 Penalty: 2971.830322 Iteration 55Q: 3 clusters Score -865103.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3735 members Mstep: Class 2 contains 5624 members Entering Unmasked Estep Score: -865102.250000 Penalty: 2971.830322 Iteration 56Q: 3 clusters Score -865102.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3732 members Mstep: Class 2 contains 5627 members Entering Unmasked Estep Score: -865106.437500 Penalty: 2971.830322 Iteration 57Q: 3 clusters Score -865106.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3728 members Mstep: Class 2 contains 5631 members Entering Unmasked Estep Score: -865106.062500 Penalty: 2971.830322 Iteration 58Q: 3 clusters Score -865106.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3726 members Mstep: Class 2 contains 5633 members Entering Unmasked Estep Score: -865107.250000 Penalty: 2971.830322 Iteration 59Q: 3 clusters Score -865107.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3720 members Mstep: Class 2 contains 5639 members Entering Unmasked Estep Score: -865107.750000 Penalty: 2971.830322 Iteration 60F: 3 clusters Score -865107.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3716 members Mstep: Class 2 contains 5643 members Entering Unmasked Estep Score: -865108.812500 Penalty: 2971.830322 Iteration 61Q: 3 clusters Score -865108.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3716 members Mstep: Class 2 contains 5643 members Entering Unmasked Estep Score: -865109.750000 Penalty: 2971.830322 Iteration 62Q: 3 clusters Score -865109.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3716 members Mstep: Class 2 contains 5643 members Entering Unmasked Estep Score: -865109.750000 Penalty: 2971.830322 Iteration 63F: 3 clusters Score -865109.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (4131 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4131 members Entering Unmasked Estep Score: -383528.937500 Penalty: 1353.019653 Iteration 0F: 2 clusters Score -383528.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -380144.937500 Penalty: 2706.039307 Iteration 0F: 3 clusters Score -380144.9 nChanged 1646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -381198.156250 Penalty: 2706.039307 Iteration 1F: 3 clusters Score -381198.2 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -381474.187500 Penalty: 2706.039307 Iteration 2F: 3 clusters Score -381474.2 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -381769.125000 Penalty: 2706.039307 Iteration 3F: 3 clusters Score -381769.1 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 2237 members Entering Unmasked Estep Score: -382172.031250 Penalty: 2706.039307 Iteration 4F: 3 clusters Score -382172 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 2370 members Entering Unmasked Estep Score: -382730.593750 Penalty: 2706.039307 Iteration 5F: 3 clusters Score -382730.6 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 2482 members Entering Unmasked Estep Score: -383306.406250 Penalty: 2706.039307 Iteration 6F: 3 clusters Score -383306.4 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -383673.031250 Penalty: 2706.039307 Iteration 7F: 3 clusters Score -383673 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 2571 members Entering Unmasked Estep Score: -383856.468750 Penalty: 2706.039307 Iteration 8Q: 3 clusters Score -383856.5 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 2576 members Entering Unmasked Estep Score: -383950.312500 Penalty: 2706.039307 Iteration 9Q: 3 clusters Score -383950.3 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -383995.187500 Penalty: 2706.039307 Iteration 10Q: 3 clusters Score -383995.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 2570 members Entering Unmasked Estep Score: -384023.500000 Penalty: 2706.039307 Iteration 11Q: 3 clusters Score -384023.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 2560 members Entering Unmasked Estep Score: -384041.593750 Penalty: 2706.039307 Iteration 12Q: 3 clusters Score -384041.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 2543 members Entering Unmasked Estep Score: -384055.656250 Penalty: 2706.039307 Iteration 13Q: 3 clusters Score -384055.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 2542 members Entering Unmasked Estep Score: -384058.625000 Penalty: 2706.039307 Iteration 14Q: 3 clusters Score -384058.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 2543 members Entering Unmasked Estep Score: -384060.906250 Penalty: 2706.039307 Iteration 15Q: 3 clusters Score -384060.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 2541 members Entering Unmasked Estep Score: -384062.218750 Penalty: 2706.039307 Iteration 16Q: 3 clusters Score -384062.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 2538 members Entering Unmasked Estep Score: -384063.468750 Penalty: 2706.039307 Iteration 17Q: 3 clusters Score -384063.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -384064.218750 Penalty: 2706.039307 Iteration 18Q: 3 clusters Score -384064.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -384064.218750 Penalty: 2706.039307 Iteration 19F: 3 clusters Score -384064.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 4883 members Mstep: Class 2 contains 294 members Mstep: Class 3 contains 14802 members Mstep: Class 4 contains 34351 members Mstep: Class 5 contains 2395 members Mstep: Class 6 contains 13297 members Mstep: Class 7 contains 143798 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9359 members Mstep: Class 10 contains 1591 members Mstep: Class 11 contains 2880 members Mstep: Class 12 contains 445 members Mstep: Class 13 contains 91224 members Mstep: Class 14 contains 2108 members Mstep: Class 15 contains 905 members Mstep: Class 16 contains 1226 members Mstep: Class 17 contains 3351 members Mstep: Class 18 contains 1990 members Mstep: Class 19 contains 6324 members Mstep: Class 20 contains 3200 members Mstep: Class 21 contains 896 members Mstep: Class 22 contains 387 members Mstep: Class 23 contains 1038 members Mstep: Class 24 contains 2540 members Entering Unmasked Estep Score: -33085050.000000 Penalty: 49725.679688 Splitting cluster 10 changes total score from -33081174.000000 to -33085050.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 11 (2880 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2880 members Entering Unmasked Estep Score: -252472.375000 Penalty: 1294.401123 Iteration 0F: 2 clusters Score -252472.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -249812.640625 Penalty: 2588.802246 Iteration 0F: 3 clusters Score -249812.6 nChanged 1098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -250490.796875 Penalty: 2588.802246 Iteration 1F: 3 clusters Score -250490.8 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -250644.015625 Penalty: 2588.802246 Iteration 2F: 3 clusters Score -250644 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -250742.406250 Penalty: 2588.802246 Iteration 3Q: 3 clusters Score -250742.4 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -250819.000000 Penalty: 2588.802246 Iteration 4Q: 3 clusters Score -250819 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -250878.375000 Penalty: 2588.802246 Iteration 5Q: 3 clusters Score -250878.4 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -250940.937500 Penalty: 2588.802246 Iteration 6Q: 3 clusters Score -250940.9 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -251008.093750 Penalty: 2588.802246 Iteration 7Q: 3 clusters Score -251008.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -251084.937500 Penalty: 2588.802246 Iteration 8Q: 3 clusters Score -251084.9 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -251158.171875 Penalty: 2588.802246 Iteration 9Q: 3 clusters Score -251158.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -251213.171875 Penalty: 2588.802246 Iteration 10Q: 3 clusters Score -251213.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -251261.515625 Penalty: 2588.802246 Iteration 11Q: 3 clusters Score -251261.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 2116 members Entering Unmasked Estep Score: -251306.125000 Penalty: 2588.802246 Iteration 12Q: 3 clusters Score -251306.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -251334.343750 Penalty: 2588.802246 Iteration 13Q: 3 clusters Score -251334.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -251356.390625 Penalty: 2588.802246 Iteration 14Q: 3 clusters Score -251356.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -251375.515625 Penalty: 2588.802246 Iteration 15Q: 3 clusters Score -251375.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -251387.406250 Penalty: 2588.802246 Iteration 16Q: 3 clusters Score -251387.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -251400.500000 Penalty: 2588.802246 Iteration 17Q: 3 clusters Score -251400.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -251413.421875 Penalty: 2588.802246 Iteration 18Q: 3 clusters Score -251413.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -251422.187500 Penalty: 2588.802246 Iteration 19Q: 3 clusters Score -251422.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -251426.875000 Penalty: 2588.802246 Iteration 20F: 3 clusters Score -251426.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -251428.875000 Penalty: 2588.802246 Iteration 21Q: 3 clusters Score -251428.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -251429.703125 Penalty: 2588.802246 Iteration 22Q: 3 clusters Score -251429.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -251429.703125 Penalty: 2588.802246 Iteration 23F: 3 clusters Score -251429.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (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: -38176.828125 Penalty: 990.937073 Iteration 0F: 2 clusters Score -38176.83 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -37207.605469 Penalty: 1981.874146 Iteration 0F: 3 clusters Score -37207.61 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -37431.710938 Penalty: 1981.874146 Iteration 1F: 3 clusters Score -37431.71 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -37568.851562 Penalty: 1981.874146 Iteration 2F: 3 clusters Score -37568.85 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -37649.804688 Penalty: 1981.874146 Iteration 3F: 3 clusters Score -37649.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -37702.832031 Penalty: 1981.874146 Iteration 4Q: 3 clusters Score -37702.83 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -37732.113281 Penalty: 1981.874146 Iteration 5Q: 3 clusters Score -37732.11 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -37775.308594 Penalty: 1981.874146 Iteration 6Q: 3 clusters Score -37775.31 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -37789.277344 Penalty: 1981.874146 Iteration 7Q: 3 clusters Score -37789.28 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -37860.839844 Penalty: 1981.874146 Iteration 8Q: 3 clusters Score -37860.84 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -37923.890625 Penalty: 1981.874146 Iteration 9Q: 3 clusters Score -37923.89 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -37942.394531 Penalty: 1981.874146 Iteration 10Q: 3 clusters Score -37942.39 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -37946.488281 Penalty: 1981.874146 Iteration 11Q: 3 clusters Score -37946.49 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -37948.992188 Penalty: 1981.874146 Iteration 12Q: 3 clusters Score -37948.99 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -37951.132812 Penalty: 1981.874146 Iteration 13Q: 3 clusters Score -37951.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -37953.113281 Penalty: 1981.874146 Iteration 14Q: 3 clusters Score -37953.11 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -37953.113281 Penalty: 1981.874146 Iteration 15F: 3 clusters Score -37953.11 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (91224 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91224 members Entering Unmasked Estep Score: -9110231.000000 Penalty: 1855.924316 Iteration 0F: 2 clusters Score -9110231 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45760 members Mstep: Class 2 contains 45464 members Entering Unmasked Estep Score: -9049247.000000 Penalty: 3711.848633 Iteration 0F: 3 clusters Score -9049247 nChanged 43473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48107 members Mstep: Class 2 contains 43117 members Entering Unmasked Estep Score: -9074320.000000 Penalty: 3711.848633 Iteration 1F: 3 clusters Score -9074320 nChanged 3320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49767 members Mstep: Class 2 contains 41457 members Entering Unmasked Estep Score: -9075276.000000 Penalty: 3711.848633 Iteration 2Q: 3 clusters Score -9075276 nChanged 3961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52382 members Mstep: Class 2 contains 38842 members Entering Unmasked Estep Score: -9076931.000000 Penalty: 3711.848633 Iteration 3Q: 3 clusters Score -9076931 nChanged 5007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56323 members Mstep: Class 2 contains 34901 members Entering Unmasked Estep Score: -9079455.000000 Penalty: 3711.848633 Iteration 4F: 3 clusters Score -9079455 nChanged 6248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61759 members Mstep: Class 2 contains 29465 members Entering Unmasked Estep Score: -9083662.000000 Penalty: 3711.848633 Iteration 5F: 3 clusters Score -9083662 nChanged 6992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68105 members Mstep: Class 2 contains 23119 members Entering Unmasked Estep Score: -9089236.000000 Penalty: 3711.848633 Iteration 6F: 3 clusters Score -9089236 nChanged 6565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74146 members Mstep: Class 2 contains 17078 members Entering Unmasked Estep Score: -9094892.000000 Penalty: 3711.848633 Iteration 7F: 3 clusters Score -9094892 nChanged 4969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78783 members Mstep: Class 2 contains 12441 members Entering Unmasked Estep Score: -9099469.000000 Penalty: 3711.848633 Iteration 8F: 3 clusters Score -9099469 nChanged 3219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81680 members Mstep: Class 2 contains 9544 members Entering Unmasked Estep Score: -9102480.000000 Penalty: 3711.848633 Iteration 9Q: 3 clusters Score -9102480 nChanged 2125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83441 members Mstep: Class 2 contains 7783 members Entering Unmasked Estep Score: -9104207.000000 Penalty: 3711.848633 Iteration 10Q: 3 clusters Score -9104207 nChanged 1434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84605 members Mstep: Class 2 contains 6619 members Entering Unmasked Estep Score: -9105207.000000 Penalty: 3711.848633 Iteration 11Q: 3 clusters Score -9105207 nChanged 1014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85521 members Mstep: Class 2 contains 5703 members Entering Unmasked Estep Score: -9105840.000000 Penalty: 3711.848633 Iteration 12Q: 3 clusters Score -9105840 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86237 members Mstep: Class 2 contains 4987 members Entering Unmasked Estep Score: -9106216.000000 Penalty: 3711.848633 Iteration 13Q: 3 clusters Score -9106216 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86829 members Mstep: Class 2 contains 4395 members Entering Unmasked Estep Score: -9106512.000000 Penalty: 3711.848633 Iteration 14Q: 3 clusters Score -9106512 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87346 members Mstep: Class 2 contains 3878 members Entering Unmasked Estep Score: -9106799.000000 Penalty: 3711.848633 Iteration 15Q: 3 clusters Score -9106799 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87815 members Mstep: Class 2 contains 3409 members Entering Unmasked Estep Score: -9107020.000000 Penalty: 3711.848633 Iteration 16Q: 3 clusters Score -9107020 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88226 members Mstep: Class 2 contains 2998 members Entering Unmasked Estep Score: -9107203.000000 Penalty: 3711.848633 Iteration 17Q: 3 clusters Score -9107203 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88626 members Mstep: Class 2 contains 2598 members Entering Unmasked Estep Score: -9107414.000000 Penalty: 3711.848633 Iteration 18Q: 3 clusters Score -9107414 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88984 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -9107585.000000 Penalty: 3711.848633 Iteration 19Q: 3 clusters Score -9107585 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89300 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -9107749.000000 Penalty: 3711.848633 Iteration 20F: 3 clusters Score -9107749 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89596 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -9107949.000000 Penalty: 3711.848633 Iteration 21Q: 3 clusters Score -9107949 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89841 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -9108066.000000 Penalty: 3711.848633 Iteration 22Q: 3 clusters Score -9108066 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90032 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -9108167.000000 Penalty: 3711.848633 Iteration 23Q: 3 clusters Score -9108167 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90187 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -9108274.000000 Penalty: 3711.848633 Iteration 24Q: 3 clusters Score -9108274 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90310 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -9108324.000000 Penalty: 3711.848633 Iteration 25Q: 3 clusters Score -9108324 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90418 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -9108405.000000 Penalty: 3711.848633 Iteration 26Q: 3 clusters Score -9108405 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90505 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -9108470.000000 Penalty: 3711.848633 Iteration 27Q: 3 clusters Score -9108470 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90565 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -9108478.000000 Penalty: 3711.848633 Iteration 28Q: 3 clusters Score -9108478 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90609 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -9108522.000000 Penalty: 3711.848633 Iteration 29Q: 3 clusters Score -9108522 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90640 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -9108540.000000 Penalty: 3711.848633 Iteration 30Q: 3 clusters Score -9108540 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90666 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -9108556.000000 Penalty: 3711.848633 Iteration 31Q: 3 clusters Score -9108556 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90690 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -9108584.000000 Penalty: 3711.848633 Iteration 32Q: 3 clusters Score -9108584 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90714 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -9108586.000000 Penalty: 3711.848633 Iteration 33Q: 3 clusters Score -9108586 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90737 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -9108591.000000 Penalty: 3711.848633 Iteration 34Q: 3 clusters Score -9108591 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90758 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -9108617.000000 Penalty: 3711.848633 Iteration 35Q: 3 clusters Score -9108617 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90767 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -9108626.000000 Penalty: 3711.848633 Iteration 36Q: 3 clusters Score -9108626 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90775 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -9108637.000000 Penalty: 3711.848633 Iteration 37Q: 3 clusters Score -9108637 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90784 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -9108651.000000 Penalty: 3711.848633 Iteration 38Q: 3 clusters Score -9108651 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90792 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -9108653.000000 Penalty: 3711.848633 Iteration 39Q: 3 clusters Score -9108653 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90797 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -9108674.000000 Penalty: 3711.848633 Iteration 40F: 3 clusters Score -9108674 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90805 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -9108673.000000 Penalty: 3711.848633 Iteration 41Q: 3 clusters Score -9108673 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90810 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -9108680.000000 Penalty: 3711.848633 Iteration 42Q: 3 clusters Score -9108680 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90812 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -9108677.000000 Penalty: 3711.848633 Iteration 43Q: 3 clusters Score -9108677 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90814 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -9108676.000000 Penalty: 3711.848633 Iteration 44Q: 3 clusters Score -9108676 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90814 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -9108678.000000 Penalty: 3711.848633 Iteration 45Q: 3 clusters Score -9108678 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90816 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -9108684.000000 Penalty: 3711.848633 Iteration 46Q: 3 clusters Score -9108684 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90816 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -9108690.000000 Penalty: 3711.848633 Iteration 47Q: 3 clusters Score -9108690 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90819 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -9108687.000000 Penalty: 3711.848633 Iteration 48Q: 3 clusters Score -9108687 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90822 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -9108686.000000 Penalty: 3711.848633 Iteration 49Q: 3 clusters Score -9108686 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90824 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -9108688.000000 Penalty: 3711.848633 Iteration 50Q: 3 clusters Score -9108688 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90825 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -9108686.000000 Penalty: 3711.848633 Iteration 51Q: 3 clusters Score -9108686 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90828 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -9108685.000000 Penalty: 3711.848633 Iteration 52Q: 3 clusters Score -9108685 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90832 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -9108685.000000 Penalty: 3711.848633 Iteration 53Q: 3 clusters Score -9108685 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90833 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -9108690.000000 Penalty: 3711.848633 Iteration 54Q: 3 clusters Score -9108690 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90837 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -9108693.000000 Penalty: 3711.848633 Iteration 55Q: 3 clusters Score -9108693 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90841 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -9108696.000000 Penalty: 3711.848633 Iteration 56Q: 3 clusters Score -9108696 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90843 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -9108693.000000 Penalty: 3711.848633 Iteration 57Q: 3 clusters Score -9108693 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90845 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -9108695.000000 Penalty: 3711.848633 Iteration 58Q: 3 clusters Score -9108695 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90847 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -9108705.000000 Penalty: 3711.848633 Iteration 59Q: 3 clusters Score -9108705 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90848 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -9108708.000000 Penalty: 3711.848633 Iteration 60F: 3 clusters Score -9108708 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90849 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -9108707.000000 Penalty: 3711.848633 Iteration 61Q: 3 clusters Score -9108707 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90849 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -9108707.000000 Penalty: 3711.848633 Iteration 62F: 3 clusters Score -9108707 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (2108 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Entering Unmasked Estep Score: -184834.109375 Penalty: 1243.692871 Iteration 0F: 2 clusters Score -184834.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -182718.890625 Penalty: 2487.385742 Iteration 0F: 3 clusters Score -182718.9 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -183456.234375 Penalty: 2487.385742 Iteration 1F: 3 clusters Score -183456.2 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -183835.562500 Penalty: 2487.385742 Iteration 2F: 3 clusters Score -183835.6 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -184165.421875 Penalty: 2487.385742 Iteration 3F: 3 clusters Score -184165.4 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -184374.562500 Penalty: 2487.385742 Iteration 4F: 3 clusters Score -184374.6 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -184581.281250 Penalty: 2487.385742 Iteration 5F: 3 clusters Score -184581.3 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -184790.968750 Penalty: 2487.385742 Iteration 6Q: 3 clusters Score -184791 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -184954.875000 Penalty: 2487.385742 Iteration 7Q: 3 clusters Score -184954.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -185061.062500 Penalty: 2487.385742 Iteration 8Q: 3 clusters Score -185061.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -185125.390625 Penalty: 2487.385742 Iteration 9Q: 3 clusters Score -185125.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -185161.625000 Penalty: 2487.385742 Iteration 10Q: 3 clusters Score -185161.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -185176.578125 Penalty: 2487.385742 Iteration 11Q: 3 clusters Score -185176.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -185193.890625 Penalty: 2487.385742 Iteration 12Q: 3 clusters Score -185193.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -185206.062500 Penalty: 2487.385742 Iteration 13Q: 3 clusters Score -185206.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -185213.343750 Penalty: 2487.385742 Iteration 14Q: 3 clusters Score -185213.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -185220.578125 Penalty: 2487.385742 Iteration 15Q: 3 clusters Score -185220.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -185229.171875 Penalty: 2487.385742 Iteration 16Q: 3 clusters Score -185229.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -185231.531250 Penalty: 2487.385742 Iteration 17Q: 3 clusters Score -185231.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -185235.421875 Penalty: 2487.385742 Iteration 18Q: 3 clusters Score -185235.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -185238.250000 Penalty: 2487.385742 Iteration 19Q: 3 clusters Score -185238.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -185239.140625 Penalty: 2487.385742 Iteration 20F: 3 clusters Score -185239.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -185239.812500 Penalty: 2487.385742 Iteration 21Q: 3 clusters Score -185239.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -185239.812500 Penalty: 2487.385742 Iteration 22F: 3 clusters Score -185239.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 4883 members Mstep: Class 2 contains 294 members Mstep: Class 3 contains 14802 members Mstep: Class 4 contains 34351 members Mstep: Class 5 contains 2395 members Mstep: Class 6 contains 13297 members Mstep: Class 7 contains 143798 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9359 members Mstep: Class 10 contains 1591 members Mstep: Class 11 contains 2880 members Mstep: Class 12 contains 445 members Mstep: Class 13 contains 91224 members Mstep: Class 14 contains 934 members Mstep: Class 15 contains 905 members Mstep: Class 16 contains 1226 members Mstep: Class 17 contains 3351 members Mstep: Class 18 contains 1990 members Mstep: Class 19 contains 6324 members Mstep: Class 20 contains 3200 members Mstep: Class 21 contains 896 members Mstep: Class 22 contains 387 members Mstep: Class 23 contains 1038 members Mstep: Class 24 contains 2540 members Mstep: Class 25 contains 1174 members Entering Unmasked Estep Score: -33084632.000000 Penalty: 51797.585938 Splitting cluster 14 changes total score from -33081174.000000 to -33084632.000000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 15 (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: -79542.273438 Penalty: 1106.289429 Iteration 0F: 2 clusters Score -79542.27 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -78297.203125 Penalty: 2212.578857 Iteration 0F: 3 clusters Score -78297.2 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -78786.617188 Penalty: 2212.578857 Iteration 1F: 3 clusters Score -78786.62 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -78949.132812 Penalty: 2212.578857 Iteration 2F: 3 clusters Score -78949.13 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -79054.156250 Penalty: 2212.578857 Iteration 3F: 3 clusters Score -79054.16 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -79106.460938 Penalty: 2212.578857 Iteration 4Q: 3 clusters Score -79106.46 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -79131.312500 Penalty: 2212.578857 Iteration 5Q: 3 clusters Score -79131.31 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -79149.203125 Penalty: 2212.578857 Iteration 6Q: 3 clusters Score -79149.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -79157.140625 Penalty: 2212.578857 Iteration 7Q: 3 clusters Score -79157.14 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -79160.304688 Penalty: 2212.578857 Iteration 8Q: 3 clusters Score -79160.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -79163.117188 Penalty: 2212.578857 Iteration 9Q: 3 clusters Score -79163.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -79167.718750 Penalty: 2212.578857 Iteration 10Q: 3 clusters Score -79167.72 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -79169.812500 Penalty: 2212.578857 Iteration 11Q: 3 clusters Score -79169.81 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -79182.921875 Penalty: 2212.578857 Iteration 12Q: 3 clusters Score -79182.92 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -79216.843750 Penalty: 2212.578857 Iteration 13Q: 3 clusters Score -79216.84 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -79271.078125 Penalty: 2212.578857 Iteration 14Q: 3 clusters Score -79271.08 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -79320.804688 Penalty: 2212.578857 Iteration 15Q: 3 clusters Score -79320.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -79361.546875 Penalty: 2212.578857 Iteration 16Q: 3 clusters Score -79361.55 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -79388.203125 Penalty: 2212.578857 Iteration 17Q: 3 clusters Score -79388.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -79407.429688 Penalty: 2212.578857 Iteration 18Q: 3 clusters Score -79407.43 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -79420.734375 Penalty: 2212.578857 Iteration 19Q: 3 clusters Score -79420.73 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -79434.734375 Penalty: 2212.578857 Iteration 20F: 3 clusters Score -79434.73 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -79444.398438 Penalty: 2212.578857 Iteration 21Q: 3 clusters Score -79444.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -79449.140625 Penalty: 2212.578857 Iteration 22Q: 3 clusters Score -79449.14 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -79452.234375 Penalty: 2212.578857 Iteration 23Q: 3 clusters Score -79452.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -79456.648438 Penalty: 2212.578857 Iteration 24Q: 3 clusters Score -79456.65 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -79473.789062 Penalty: 2212.578857 Iteration 25Q: 3 clusters Score -79473.79 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -79483.757812 Penalty: 2212.578857 Iteration 26Q: 3 clusters Score -79483.76 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -79495.414062 Penalty: 2212.578857 Iteration 27Q: 3 clusters Score -79495.41 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -79502.429688 Penalty: 2212.578857 Iteration 28Q: 3 clusters Score -79502.43 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -79505.281250 Penalty: 2212.578857 Iteration 29Q: 3 clusters Score -79505.28 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -79507.500000 Penalty: 2212.578857 Iteration 30Q: 3 clusters Score -79507.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -79509.351562 Penalty: 2212.578857 Iteration 31Q: 3 clusters Score -79509.35 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -79511.046875 Penalty: 2212.578857 Iteration 32Q: 3 clusters Score -79511.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -79512.164062 Penalty: 2212.578857 Iteration 33Q: 3 clusters Score -79512.16 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -79512.164062 Penalty: 2212.578857 Iteration 34F: 3 clusters Score -79512.16 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1226 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Entering Unmasked Estep Score: -115728.562500 Penalty: 1155.620728 Iteration 0F: 2 clusters Score -115728.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -114135.546875 Penalty: 2311.241455 Iteration 0F: 3 clusters Score -114135.5 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -114440.523438 Penalty: 2311.241455 Iteration 1F: 3 clusters Score -114440.5 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -114532.835938 Penalty: 2311.241455 Iteration 2F: 3 clusters Score -114532.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -114592.070312 Penalty: 2311.241455 Iteration 3Q: 3 clusters Score -114592.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -114637.250000 Penalty: 2311.241455 Iteration 4Q: 3 clusters Score -114637.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -114664.875000 Penalty: 2311.241455 Iteration 5Q: 3 clusters Score -114664.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -114679.226562 Penalty: 2311.241455 Iteration 6Q: 3 clusters Score -114679.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -114688.546875 Penalty: 2311.241455 Iteration 7Q: 3 clusters Score -114688.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -114698.265625 Penalty: 2311.241455 Iteration 8Q: 3 clusters Score -114698.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -114713.343750 Penalty: 2311.241455 Iteration 9Q: 3 clusters Score -114713.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -114724.632812 Penalty: 2311.241455 Iteration 10Q: 3 clusters Score -114724.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -114732.476562 Penalty: 2311.241455 Iteration 11Q: 3 clusters Score -114732.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -114737.515625 Penalty: 2311.241455 Iteration 12Q: 3 clusters Score -114737.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -114744.328125 Penalty: 2311.241455 Iteration 13Q: 3 clusters Score -114744.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -114749.398438 Penalty: 2311.241455 Iteration 14Q: 3 clusters Score -114749.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -114754.328125 Penalty: 2311.241455 Iteration 15Q: 3 clusters Score -114754.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -114758.742188 Penalty: 2311.241455 Iteration 16Q: 3 clusters Score -114758.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -114761.164062 Penalty: 2311.241455 Iteration 17Q: 3 clusters Score -114761.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -114763.507812 Penalty: 2311.241455 Iteration 18Q: 3 clusters Score -114763.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -114764.140625 Penalty: 2311.241455 Iteration 19Q: 3 clusters Score -114764.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -114764.140625 Penalty: 2311.241455 Iteration 20F: 3 clusters Score -114764.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (3351 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3351 members Entering Unmasked Estep Score: -330186.875000 Penalty: 1319.014771 Iteration 0F: 2 clusters Score -330186.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -327201.375000 Penalty: 2638.029541 Iteration 0F: 3 clusters Score -327201.4 nChanged 1337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -327970.781250 Penalty: 2638.029541 Iteration 1F: 3 clusters Score -327970.8 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -328138.062500 Penalty: 2638.029541 Iteration 2F: 3 clusters Score -328138.1 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -328243.812500 Penalty: 2638.029541 Iteration 3F: 3 clusters Score -328243.8 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -328318.937500 Penalty: 2638.029541 Iteration 4Q: 3 clusters Score -328318.9 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -328381.125000 Penalty: 2638.029541 Iteration 5Q: 3 clusters Score -328381.1 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -328448.156250 Penalty: 2638.029541 Iteration 6Q: 3 clusters Score -328448.2 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -328502.812500 Penalty: 2638.029541 Iteration 7Q: 3 clusters Score -328502.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -328544.343750 Penalty: 2638.029541 Iteration 8Q: 3 clusters Score -328544.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -328576.500000 Penalty: 2638.029541 Iteration 9Q: 3 clusters Score -328576.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -328608.031250 Penalty: 2638.029541 Iteration 10Q: 3 clusters Score -328608 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -328634.156250 Penalty: 2638.029541 Iteration 11Q: 3 clusters Score -328634.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -328651.062500 Penalty: 2638.029541 Iteration 12Q: 3 clusters Score -328651.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 2512 members Entering Unmasked Estep Score: -328672.062500 Penalty: 2638.029541 Iteration 13Q: 3 clusters Score -328672.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 2558 members Entering Unmasked Estep Score: -328699.593750 Penalty: 2638.029541 Iteration 14Q: 3 clusters Score -328699.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 2610 members Entering Unmasked Estep Score: -328729.250000 Penalty: 2638.029541 Iteration 15Q: 3 clusters Score -328729.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -328753.312500 Penalty: 2638.029541 Iteration 16Q: 3 clusters Score -328753.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 2703 members Entering Unmasked Estep Score: -328784.687500 Penalty: 2638.029541 Iteration 17Q: 3 clusters Score -328784.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 2743 members Entering Unmasked Estep Score: -328810.906250 Penalty: 2638.029541 Iteration 18Q: 3 clusters Score -328810.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 2778 members Entering Unmasked Estep Score: -328832.812500 Penalty: 2638.029541 Iteration 19Q: 3 clusters Score -328832.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 2805 members Entering Unmasked Estep Score: -328850.718750 Penalty: 2638.029541 Iteration 20F: 3 clusters Score -328850.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 2828 members Entering Unmasked Estep Score: -328867.343750 Penalty: 2638.029541 Iteration 21Q: 3 clusters Score -328867.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 2851 members Entering Unmasked Estep Score: -328878.468750 Penalty: 2638.029541 Iteration 22Q: 3 clusters Score -328878.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 2862 members Entering Unmasked Estep Score: -328883.281250 Penalty: 2638.029541 Iteration 23Q: 3 clusters Score -328883.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 2867 members Entering Unmasked Estep Score: -328885.156250 Penalty: 2638.029541 Iteration 24Q: 3 clusters Score -328885.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 2870 members Entering Unmasked Estep Score: -328887.187500 Penalty: 2638.029541 Iteration 25Q: 3 clusters Score -328887.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 2870 members Entering Unmasked Estep Score: -328887.187500 Penalty: 2638.029541 Iteration 26F: 3 clusters Score -328887.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1990 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Entering Unmasked Estep Score: -171771.265625 Penalty: 1234.332153 Iteration 0F: 2 clusters Score -171771.3 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 974 members Entering Unmasked Estep Score: -169740.421875 Penalty: 2468.664307 Iteration 0F: 3 clusters Score -169740.4 nChanged 732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -170179.000000 Penalty: 2468.664307 Iteration 1F: 3 clusters Score -170179 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -170283.171875 Penalty: 2468.664307 Iteration 2F: 3 clusters Score -170283.2 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -170360.187500 Penalty: 2468.664307 Iteration 3F: 3 clusters Score -170360.2 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -170425.656250 Penalty: 2468.664307 Iteration 4Q: 3 clusters Score -170425.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -170457.328125 Penalty: 2468.664307 Iteration 5Q: 3 clusters Score -170457.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -170483.406250 Penalty: 2468.664307 Iteration 6Q: 3 clusters Score -170483.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -170505.484375 Penalty: 2468.664307 Iteration 7Q: 3 clusters Score -170505.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -170524.921875 Penalty: 2468.664307 Iteration 8Q: 3 clusters Score -170524.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -170546.890625 Penalty: 2468.664307 Iteration 9Q: 3 clusters Score -170546.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -170567.453125 Penalty: 2468.664307 Iteration 10Q: 3 clusters Score -170567.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -170589.390625 Penalty: 2468.664307 Iteration 11Q: 3 clusters Score -170589.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -170606.296875 Penalty: 2468.664307 Iteration 12Q: 3 clusters Score -170606.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -170618.953125 Penalty: 2468.664307 Iteration 13Q: 3 clusters Score -170619 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -170626.437500 Penalty: 2468.664307 Iteration 14Q: 3 clusters Score -170626.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -170636.734375 Penalty: 2468.664307 Iteration 15Q: 3 clusters Score -170636.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -170646.765625 Penalty: 2468.664307 Iteration 16Q: 3 clusters Score -170646.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -170652.406250 Penalty: 2468.664307 Iteration 17Q: 3 clusters Score -170652.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -170659.406250 Penalty: 2468.664307 Iteration 18Q: 3 clusters Score -170659.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -170665.140625 Penalty: 2468.664307 Iteration 19Q: 3 clusters Score -170665.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -170672.359375 Penalty: 2468.664307 Iteration 20F: 3 clusters Score -170672.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -170681.250000 Penalty: 2468.664307 Iteration 21Q: 3 clusters Score -170681.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -170689.250000 Penalty: 2468.664307 Iteration 22Q: 3 clusters Score -170689.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -170697.656250 Penalty: 2468.664307 Iteration 23Q: 3 clusters Score -170697.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -170707.687500 Penalty: 2468.664307 Iteration 24Q: 3 clusters Score -170707.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -170714.046875 Penalty: 2468.664307 Iteration 25Q: 3 clusters Score -170714 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -170719.000000 Penalty: 2468.664307 Iteration 26Q: 3 clusters Score -170719 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -170721.750000 Penalty: 2468.664307 Iteration 27Q: 3 clusters Score -170721.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -170725.578125 Penalty: 2468.664307 Iteration 28Q: 3 clusters Score -170725.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -170729.625000 Penalty: 2468.664307 Iteration 29Q: 3 clusters Score -170729.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -170736.593750 Penalty: 2468.664307 Iteration 30Q: 3 clusters Score -170736.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -170742.656250 Penalty: 2468.664307 Iteration 31Q: 3 clusters Score -170742.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -170746.031250 Penalty: 2468.664307 Iteration 32Q: 3 clusters Score -170746 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -170749.390625 Penalty: 2468.664307 Iteration 33Q: 3 clusters Score -170749.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -170751.187500 Penalty: 2468.664307 Iteration 34Q: 3 clusters Score -170751.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -170752.828125 Penalty: 2468.664307 Iteration 35Q: 3 clusters Score -170752.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -170756.062500 Penalty: 2468.664307 Iteration 36Q: 3 clusters Score -170756.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -170758.984375 Penalty: 2468.664307 Iteration 37Q: 3 clusters Score -170759 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -170761.656250 Penalty: 2468.664307 Iteration 38Q: 3 clusters Score -170761.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -170768.531250 Penalty: 2468.664307 Iteration 39Q: 3 clusters Score -170768.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -170771.156250 Penalty: 2468.664307 Iteration 40F: 3 clusters Score -170771.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -170776.437500 Penalty: 2468.664307 Iteration 41Q: 3 clusters Score -170776.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -170776.718750 Penalty: 2468.664307 Iteration 42Q: 3 clusters Score -170776.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -170776.906250 Penalty: 2468.664307 Iteration 43Q: 3 clusters Score -170776.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -170776.906250 Penalty: 2468.664307 Iteration 44F: 3 clusters Score -170776.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (6324 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6324 members Entering Unmasked Estep Score: -615933.187500 Penalty: 1422.217529 Iteration 0F: 2 clusters Score -615933.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3145 members Mstep: Class 2 contains 3179 members Entering Unmasked Estep Score: -611107.125000 Penalty: 2844.435059 Iteration 0F: 3 clusters Score -611107.1 nChanged 2615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3030 members Mstep: Class 2 contains 3294 members Entering Unmasked Estep Score: -612471.187500 Penalty: 2844.435059 Iteration 1F: 3 clusters Score -612471.2 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 3362 members Entering Unmasked Estep Score: -612671.937500 Penalty: 2844.435059 Iteration 2F: 3 clusters Score -612671.9 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2896 members Mstep: Class 2 contains 3428 members Entering Unmasked Estep Score: -612811.250000 Penalty: 2844.435059 Iteration 3Q: 3 clusters Score -612811.2 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2778 members Mstep: Class 2 contains 3546 members Entering Unmasked Estep Score: -612930.437500 Penalty: 2844.435059 Iteration 4Q: 3 clusters Score -612930.4 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2671 members Mstep: Class 2 contains 3653 members Entering Unmasked Estep Score: -613057.812500 Penalty: 2844.435059 Iteration 5Q: 3 clusters Score -613057.8 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2544 members Mstep: Class 2 contains 3780 members Entering Unmasked Estep Score: -613206.125000 Penalty: 2844.435059 Iteration 6Q: 3 clusters Score -613206.1 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 3929 members Entering Unmasked Estep Score: -613360.125000 Penalty: 2844.435059 Iteration 7Q: 3 clusters Score -613360.1 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2227 members Mstep: Class 2 contains 4097 members Entering Unmasked Estep Score: -613520.750000 Penalty: 2844.435059 Iteration 8Q: 3 clusters Score -613520.8 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 4272 members Entering Unmasked Estep Score: -613701.500000 Penalty: 2844.435059 Iteration 9Q: 3 clusters Score -613701.5 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 4458 members Entering Unmasked Estep Score: -613893.000000 Penalty: 2844.435059 Iteration 10Q: 3 clusters Score -613893 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 4642 members Entering Unmasked Estep Score: -614070.187500 Penalty: 2844.435059 Iteration 11Q: 3 clusters Score -614070.2 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 4818 members Entering Unmasked Estep Score: -614222.687500 Penalty: 2844.435059 Iteration 12Q: 3 clusters Score -614222.7 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 4980 members Entering Unmasked Estep Score: -614361.625000 Penalty: 2844.435059 Iteration 13Q: 3 clusters Score -614361.6 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 5086 members Entering Unmasked Estep Score: -614441.437500 Penalty: 2844.435059 Iteration 14Q: 3 clusters Score -614441.4 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 5170 members Entering Unmasked Estep Score: -614501.437500 Penalty: 2844.435059 Iteration 15Q: 3 clusters Score -614501.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 5247 members Entering Unmasked Estep Score: -614548.875000 Penalty: 2844.435059 Iteration 16Q: 3 clusters Score -614548.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 5307 members Entering Unmasked Estep Score: -614586.437500 Penalty: 2844.435059 Iteration 17Q: 3 clusters Score -614586.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 5364 members Entering Unmasked Estep Score: -614623.062500 Penalty: 2844.435059 Iteration 18Q: 3 clusters Score -614623.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 5416 members Entering Unmasked Estep Score: -614655.062500 Penalty: 2844.435059 Iteration 19Q: 3 clusters Score -614655.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 5456 members Entering Unmasked Estep Score: -614677.875000 Penalty: 2844.435059 Iteration 20F: 3 clusters Score -614677.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 5492 members Entering Unmasked Estep Score: -614700.250000 Penalty: 2844.435059 Iteration 21Q: 3 clusters Score -614700.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 5526 members Entering Unmasked Estep Score: -614724.687500 Penalty: 2844.435059 Iteration 22Q: 3 clusters Score -614724.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 5547 members Entering Unmasked Estep Score: -614743.562500 Penalty: 2844.435059 Iteration 23Q: 3 clusters Score -614743.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 5566 members Entering Unmasked Estep Score: -614757.750000 Penalty: 2844.435059 Iteration 24Q: 3 clusters Score -614757.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 5586 members Entering Unmasked Estep Score: -614769.875000 Penalty: 2844.435059 Iteration 25Q: 3 clusters Score -614769.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 5608 members Entering Unmasked Estep Score: -614783.062500 Penalty: 2844.435059 Iteration 26Q: 3 clusters Score -614783.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 5618 members Entering Unmasked Estep Score: -614790.625000 Penalty: 2844.435059 Iteration 27Q: 3 clusters Score -614790.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 5632 members Entering Unmasked Estep Score: -614797.687500 Penalty: 2844.435059 Iteration 28Q: 3 clusters Score -614797.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 5636 members Entering Unmasked Estep Score: -614799.625000 Penalty: 2844.435059 Iteration 29Q: 3 clusters Score -614799.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 5640 members Entering Unmasked Estep Score: -614804.312500 Penalty: 2844.435059 Iteration 30Q: 3 clusters Score -614804.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 5640 members Entering Unmasked Estep Score: -614807.937500 Penalty: 2844.435059 Iteration 31Q: 3 clusters Score -614807.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 5642 members Entering Unmasked Estep Score: -614808.500000 Penalty: 2844.435059 Iteration 32Q: 3 clusters Score -614808.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 5643 members Entering Unmasked Estep Score: -614808.625000 Penalty: 2844.435059 Iteration 33Q: 3 clusters Score -614808.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 5646 members Entering Unmasked Estep Score: -614810.000000 Penalty: 2844.435059 Iteration 34Q: 3 clusters Score -614810 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 5648 members Entering Unmasked Estep Score: -614811.812500 Penalty: 2844.435059 Iteration 35Q: 3 clusters Score -614811.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 5651 members Entering Unmasked Estep Score: -614812.250000 Penalty: 2844.435059 Iteration 36Q: 3 clusters Score -614812.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 5652 members Entering Unmasked Estep Score: -614812.437500 Penalty: 2844.435059 Iteration 37Q: 3 clusters Score -614812.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 5652 members Entering Unmasked Estep Score: -614812.437500 Penalty: 2844.435059 Iteration 38F: 3 clusters Score -614812.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (3200 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3200 members Entering Unmasked Estep Score: -274175.500000 Penalty: 1311.522217 Iteration 0F: 2 clusters Score -274175.5 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 1551 members Entering Unmasked Estep Score: -271360.906250 Penalty: 2623.044434 Iteration 0F: 3 clusters Score -271360.9 nChanged 1235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -272076.093750 Penalty: 2623.044434 Iteration 1F: 3 clusters Score -272076.1 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -272279.531250 Penalty: 2623.044434 Iteration 2F: 3 clusters Score -272279.5 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -272437.812500 Penalty: 2623.044434 Iteration 3F: 3 clusters Score -272437.8 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -272577.437500 Penalty: 2623.044434 Iteration 4F: 3 clusters Score -272577.4 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -272691.406250 Penalty: 2623.044434 Iteration 5Q: 3 clusters Score -272691.4 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -272793.562500 Penalty: 2623.044434 Iteration 6Q: 3 clusters Score -272793.6 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -272875.906250 Penalty: 2623.044434 Iteration 7Q: 3 clusters Score -272875.9 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -272953.750000 Penalty: 2623.044434 Iteration 8Q: 3 clusters Score -272953.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -273004.625000 Penalty: 2623.044434 Iteration 9Q: 3 clusters Score -273004.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -273042.906250 Penalty: 2623.044434 Iteration 10Q: 3 clusters Score -273042.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -273084.468750 Penalty: 2623.044434 Iteration 11Q: 3 clusters Score -273084.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -273139.906250 Penalty: 2623.044434 Iteration 12Q: 3 clusters Score -273139.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2149 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -273227.281250 Penalty: 2623.044434 Iteration 13Q: 3 clusters Score -273227.3 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -273336.750000 Penalty: 2623.044434 Iteration 14Q: 3 clusters Score -273336.8 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -273459.437500 Penalty: 2623.044434 Iteration 15Q: 3 clusters Score -273459.4 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -273604.437500 Penalty: 2623.044434 Iteration 16Q: 3 clusters Score -273604.4 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2426 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -273721.468750 Penalty: 2623.044434 Iteration 17Q: 3 clusters Score -273721.5 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -273830.062500 Penalty: 2623.044434 Iteration 18Q: 3 clusters Score -273830.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -273926.093750 Penalty: 2623.044434 Iteration 19Q: 3 clusters Score -273926.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2606 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -273997.906250 Penalty: 2623.044434 Iteration 20F: 3 clusters Score -273997.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2649 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -274060.375000 Penalty: 2623.044434 Iteration 21Q: 3 clusters Score -274060.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -274132.000000 Penalty: 2623.044434 Iteration 22Q: 3 clusters Score -274132 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2710 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -274184.687500 Penalty: 2623.044434 Iteration 23Q: 3 clusters Score -274184.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2724 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -274204.000000 Penalty: 2623.044434 Iteration 24Q: 3 clusters Score -274204 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2733 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -274217.531250 Penalty: 2623.044434 Iteration 25Q: 3 clusters Score -274217.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -274227.937500 Penalty: 2623.044434 Iteration 26Q: 3 clusters Score -274227.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2748 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -274234.375000 Penalty: 2623.044434 Iteration 27Q: 3 clusters Score -274234.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2748 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -274234.375000 Penalty: 2623.044434 Iteration 28F: 3 clusters Score -274234.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 4883 members Mstep: Class 2 contains 294 members Mstep: Class 3 contains 14802 members Mstep: Class 4 contains 34351 members Mstep: Class 5 contains 2395 members Mstep: Class 6 contains 13297 members Mstep: Class 7 contains 143798 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9359 members Mstep: Class 10 contains 1591 members Mstep: Class 11 contains 2880 members Mstep: Class 12 contains 445 members Mstep: Class 13 contains 91224 members Mstep: Class 14 contains 934 members Mstep: Class 15 contains 905 members Mstep: Class 16 contains 1226 members Mstep: Class 17 contains 3351 members Mstep: Class 18 contains 1990 members Mstep: Class 19 contains 6324 members Mstep: Class 20 contains 2748 members Mstep: Class 21 contains 896 members Mstep: Class 22 contains 387 members Mstep: Class 23 contains 1038 members Mstep: Class 24 contains 2540 members Mstep: Class 25 contains 1174 members Mstep: Class 26 contains 452 members Entering Unmasked Estep Score: -33083928.000000 Penalty: 53869.488281 Splitting cluster 20 changes total score from -33081174.000000 to -33083928.000000 So it's getting split into cluster 26. Entering ConstructFrom: Trying to split cluster 21 (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: -82551.179688 Penalty: 1104.665283 Iteration 0F: 2 clusters Score -82551.18 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -81188.210938 Penalty: 2209.330566 Iteration 0F: 3 clusters Score -81188.21 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -81393.843750 Penalty: 2209.330566 Iteration 1F: 3 clusters Score -81393.84 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -81454.335938 Penalty: 2209.330566 Iteration 2F: 3 clusters Score -81454.34 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -81485.531250 Penalty: 2209.330566 Iteration 3Q: 3 clusters Score -81485.53 nChanged 21 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: -81507.500000 Penalty: 2209.330566 Iteration 4Q: 3 clusters Score -81507.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -81523.546875 Penalty: 2209.330566 Iteration 5Q: 3 clusters Score -81523.55 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -81533.273438 Penalty: 2209.330566 Iteration 6Q: 3 clusters Score -81533.27 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -81546.476562 Penalty: 2209.330566 Iteration 7Q: 3 clusters Score -81546.48 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -81553.257812 Penalty: 2209.330566 Iteration 8Q: 3 clusters Score -81553.26 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -81562.007812 Penalty: 2209.330566 Iteration 9Q: 3 clusters Score -81562.01 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -81570.898438 Penalty: 2209.330566 Iteration 10Q: 3 clusters Score -81570.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -81577.718750 Penalty: 2209.330566 Iteration 11Q: 3 clusters Score -81577.72 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -81582.703125 Penalty: 2209.330566 Iteration 12Q: 3 clusters Score -81582.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -81586.617188 Penalty: 2209.330566 Iteration 13Q: 3 clusters Score -81586.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -81587.234375 Penalty: 2209.330566 Iteration 14Q: 3 clusters Score -81587.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -81587.375000 Penalty: 2209.330566 Iteration 15Q: 3 clusters Score -81587.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -81587.375000 Penalty: 2209.330566 Iteration 16F: 3 clusters Score -81587.38 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (387 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Entering Unmasked Estep Score: -26390.447266 Penalty: 968.244019 Iteration 0F: 2 clusters Score -26390.45 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -25603.263672 Penalty: 1936.488037 Iteration 0F: 3 clusters Score -25603.26 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -26015.175781 Penalty: 1936.488037 Iteration 1F: 3 clusters Score -26015.18 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -26255.414062 Penalty: 1936.488037 Iteration 2F: 3 clusters Score -26255.41 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -26323.982422 Penalty: 1936.488037 Iteration 3F: 3 clusters Score -26323.98 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -26403.425781 Penalty: 1936.488037 Iteration 4Q: 3 clusters Score -26403.43 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -26496.808594 Penalty: 1936.488037 Iteration 5Q: 3 clusters Score -26496.81 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -26518.269531 Penalty: 1936.488037 Iteration 6Q: 3 clusters Score -26518.27 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -26649.902344 Penalty: 1936.488037 Iteration 7Q: 3 clusters Score -26649.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -26661.611328 Penalty: 1936.488037 Iteration 8Q: 3 clusters Score -26661.61 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -26668.097656 Penalty: 1936.488037 Iteration 9Q: 3 clusters Score -26668.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -26672.816406 Penalty: 1936.488037 Iteration 10Q: 3 clusters Score -26672.82 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -26678.882812 Penalty: 1936.488037 Iteration 11Q: 3 clusters Score -26678.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -26678.882812 Penalty: 1936.488037 Iteration 12F: 3 clusters Score -26678.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 4883 members Mstep: Class 2 contains 294 members Mstep: Class 3 contains 14802 members Mstep: Class 4 contains 34351 members Mstep: Class 5 contains 2395 members Mstep: Class 6 contains 13297 members Mstep: Class 7 contains 143798 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9359 members Mstep: Class 10 contains 1591 members Mstep: Class 11 contains 2880 members Mstep: Class 12 contains 445 members Mstep: Class 13 contains 91224 members Mstep: Class 14 contains 934 members Mstep: Class 15 contains 905 members Mstep: Class 16 contains 1226 members Mstep: Class 17 contains 3351 members Mstep: Class 18 contains 1990 members Mstep: Class 19 contains 6324 members Mstep: Class 20 contains 2748 members Mstep: Class 21 contains 896 members Mstep: Class 22 contains 229 members Mstep: Class 23 contains 1038 members Mstep: Class 24 contains 2540 members Mstep: Class 25 contains 1174 members Mstep: Class 26 contains 452 members Mstep: Class 27 contains 158 members Entering Unmasked Estep Score: -33083122.000000 Penalty: 55941.390625 Splitting cluster 22 changes total score from -33081174.000000 to -33083122.000000 So it's getting split into cluster 27. Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 4883 members Mstep: Class 2 contains 294 members Mstep: Class 3 contains 14802 members Mstep: Class 4 contains 34351 members Mstep: Class 5 contains 2395 members Mstep: Class 6 contains 13297 members Mstep: Class 7 contains 143798 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9359 members Mstep: Class 10 contains 1591 members Mstep: Class 11 contains 2880 members Mstep: Class 12 contains 445 members Mstep: Class 13 contains 91224 members Mstep: Class 14 contains 934 members Mstep: Class 15 contains 905 members Mstep: Class 16 contains 1226 members Mstep: Class 17 contains 3351 members Mstep: Class 18 contains 1990 members Mstep: Class 19 contains 6324 members Mstep: Class 20 contains 2748 members Mstep: Class 21 contains 896 members Mstep: Class 22 contains 229 members Entering Unmasked Estep ConsiderDeletion Deleting Class 27. Lose 1951.522949 but Gain 2071.902344 Score: -33083644.000000 Penalty: 53869.488281 Iteration 79Q: 27 clusters Score -3.308364e+07 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 4872 members Mstep: Class 2 contains 294 members Mstep: Class 3 contains 14808 members Mstep: Class 4 contains 34335 members Mstep: Class 5 contains 2407 members Mstep: Class 6 contains 13297 members Mstep: Class 7 contains 143764 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9413 members Mstep: Class 10 contains 1561 members Mstep: Class 11 contains 2906 members Mstep: Class 12 contains 450 members Mstep: Class 13 contains 91234 members Mstep: Class 14 contains 959 members Mstep: Class 15 contains 916 members Mstep: Class 16 contains 1229 members Mstep: Class 17 contains 3353 members Mstep: Class 18 contains 2004 members Mstep: Class 19 contains 6347 members Mstep: Class 20 contains 2777 members Mstep: Class 21 contains 901 members Mstep: Class 22 contains 281 members Mstep: Class 23 contains 1060 members Mstep: Class 24 contains 2513 members Mstep: Class 25 contains 1161 members Mstep: Class 26 contains 437 members Entering Unmasked Estep ConsiderDeletion Score: -33085020.000000 Penalty: 53869.488281 Iteration 80F: 27 clusters Score -3.308502e+07 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 4868 members Mstep: Class 2 contains 289 members Mstep: Class 3 contains 14787 members Mstep: Class 4 contains 34272 members Mstep: Class 5 contains 2412 members Mstep: Class 6 contains 13294 members Mstep: Class 7 contains 143646 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9430 members Mstep: Class 10 contains 1545 members Mstep: Class 11 contains 2923 members Mstep: Class 12 contains 450 members Mstep: Class 13 contains 91228 members Mstep: Class 14 contains 936 members Mstep: Class 15 contains 902 members Mstep: Class 16 contains 1224 members Mstep: Class 17 contains 3346 members Mstep: Class 18 contains 2007 members Mstep: Class 19 contains 6250 members Mstep: Class 20 contains 2719 members Mstep: Class 21 contains 898 members Mstep: Class 22 contains 293 members Mstep: Class 23 contains 1082 members Mstep: Class 24 contains 2718 members Mstep: Class 25 contains 1220 members Mstep: Class 26 contains 542 members Entering Unmasked Estep ConsiderDeletion Score: -33085500.000000 Penalty: 53869.488281 Iteration 81Q: 27 clusters Score -3.30855e+07 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 4867 members Mstep: Class 2 contains 287 members Mstep: Class 3 contains 14777 members Mstep: Class 4 contains 34268 members Mstep: Class 5 contains 2415 members Mstep: Class 6 contains 13293 members Mstep: Class 7 contains 143587 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9456 members Mstep: Class 10 contains 1556 members Mstep: Class 11 contains 2938 members Mstep: Class 12 contains 450 members Mstep: Class 13 contains 91227 members Mstep: Class 14 contains 939 members Mstep: Class 15 contains 892 members Mstep: Class 16 contains 1224 members Mstep: Class 17 contains 3346 members Mstep: Class 18 contains 2011 members Mstep: Class 19 contains 6198 members Mstep: Class 20 contains 2702 members Mstep: Class 21 contains 898 members Mstep: Class 22 contains 301 members Mstep: Class 23 contains 1085 members Mstep: Class 24 contains 2774 members Mstep: Class 25 contains 1224 members Mstep: Class 26 contains 566 members Entering Unmasked Estep ConsiderDeletion Score: -33085624.000000 Penalty: 53869.488281 Iteration 82Q: 27 clusters Score -3.308562e+07 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 4865 members Mstep: Class 2 contains 286 members Mstep: Class 3 contains 14772 members Mstep: Class 4 contains 34264 members Mstep: Class 5 contains 2417 members Mstep: Class 6 contains 13291 members Mstep: Class 7 contains 143538 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9477 members Mstep: Class 10 contains 1574 members Mstep: Class 11 contains 2955 members Mstep: Class 12 contains 450 members Mstep: Class 13 contains 91226 members Mstep: Class 14 contains 934 members Mstep: Class 15 contains 889 members Mstep: Class 16 contains 1224 members Mstep: Class 17 contains 3346 members Mstep: Class 18 contains 2019 members Mstep: Class 19 contains 6172 members Mstep: Class 20 contains 2694 members Mstep: Class 21 contains 897 members Mstep: Class 22 contains 303 members Mstep: Class 23 contains 1084 members Mstep: Class 24 contains 2783 members Mstep: Class 25 contains 1234 members Mstep: Class 26 contains 587 members Entering Unmasked Estep ConsiderDeletion Score: -33085728.000000 Penalty: 53869.488281 Iteration 83Q: 27 clusters Score -3.308573e+07 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 4866 members Mstep: Class 2 contains 285 members Mstep: Class 3 contains 14770 members Mstep: Class 4 contains 34261 members Mstep: Class 5 contains 2417 members Mstep: Class 6 contains 13289 members Mstep: Class 7 contains 143497 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9498 members Mstep: Class 10 contains 1588 members Mstep: Class 11 contains 2972 members Mstep: Class 12 contains 451 members Mstep: Class 13 contains 91229 members Mstep: Class 14 contains 933 members Mstep: Class 15 contains 886 members Mstep: Class 16 contains 1224 members Mstep: Class 17 contains 3347 members Mstep: Class 18 contains 2022 members Mstep: Class 19 contains 6155 members Mstep: Class 20 contains 2686 members Mstep: Class 21 contains 897 members Mstep: Class 22 contains 302 members Mstep: Class 23 contains 1084 members Mstep: Class 24 contains 2782 members Mstep: Class 25 contains 1234 members Mstep: Class 26 contains 606 members Entering Unmasked Estep ConsiderDeletion Score: -33085820.000000 Penalty: 53869.488281 Iteration 84Q: 27 clusters Score -3.308582e+07 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 4866 members Mstep: Class 2 contains 285 members Mstep: Class 3 contains 14769 members Mstep: Class 4 contains 34255 members Mstep: Class 5 contains 2417 members Mstep: Class 6 contains 13288 members Mstep: Class 7 contains 143460 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9519 members Mstep: Class 10 contains 1607 members Mstep: Class 11 contains 2983 members Mstep: Class 12 contains 451 members Mstep: Class 13 contains 91230 members Mstep: Class 14 contains 937 members Mstep: Class 15 contains 885 members Mstep: Class 16 contains 1224 members Mstep: Class 17 contains 3347 members Mstep: Class 18 contains 2024 members Mstep: Class 19 contains 6152 members Mstep: Class 20 contains 2689 members Mstep: Class 21 contains 897 members Mstep: Class 22 contains 301 members Mstep: Class 23 contains 1084 members Mstep: Class 24 contains 2771 members Mstep: Class 25 contains 1228 members Mstep: Class 26 contains 612 members Entering Unmasked Estep ConsiderDeletion Score: -33085854.000000 Penalty: 53869.488281 Iteration 85Q: 27 clusters Score -3.308585e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 4866 members Mstep: Class 2 contains 285 members Mstep: Class 3 contains 14768 members Mstep: Class 4 contains 34242 members Mstep: Class 5 contains 2417 members Mstep: Class 6 contains 13286 members Mstep: Class 7 contains 143444 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9534 members Mstep: Class 10 contains 1632 members Mstep: Class 11 contains 2994 members Mstep: Class 12 contains 451 members Mstep: Class 13 contains 91231 members Mstep: Class 14 contains 937 members Mstep: Class 15 contains 884 members Mstep: Class 16 contains 1224 members Mstep: Class 17 contains 3346 members Mstep: Class 18 contains 2025 members Mstep: Class 19 contains 6146 members Mstep: Class 20 contains 2691 members Mstep: Class 21 contains 897 members Mstep: Class 22 contains 301 members Mstep: Class 23 contains 1084 members Mstep: Class 24 contains 2754 members Mstep: Class 25 contains 1226 members Mstep: Class 26 contains 616 members Entering Unmasked Estep ConsiderDeletion Score: -33085894.000000 Penalty: 53869.488281 Iteration 86Q: 27 clusters Score -3.308589e+07 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 4866 members Mstep: Class 2 contains 285 members Mstep: Class 3 contains 14768 members Mstep: Class 4 contains 34230 members Mstep: Class 5 contains 2417 members Mstep: Class 6 contains 13284 members Mstep: Class 7 contains 143430 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9556 members Mstep: Class 10 contains 1653 members Mstep: Class 11 contains 3002 members Mstep: Class 12 contains 451 members Mstep: Class 13 contains 91233 members Mstep: Class 14 contains 937 members Mstep: Class 15 contains 881 members Mstep: Class 16 contains 1224 members Mstep: Class 17 contains 3346 members Mstep: Class 18 contains 2025 members Mstep: Class 19 contains 6138 members Mstep: Class 20 contains 2689 members Mstep: Class 21 contains 897 members Mstep: Class 22 contains 301 members Mstep: Class 23 contains 1084 members Mstep: Class 24 contains 2742 members Mstep: Class 25 contains 1225 members Mstep: Class 26 contains 617 members Entering Unmasked Estep ConsiderDeletion Score: -33085876.000000 Penalty: 53869.488281 Iteration 87Q: 27 clusters Score -3.308588e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 4866 members Mstep: Class 2 contains 285 members Mstep: Class 3 contains 14767 members Mstep: Class 4 contains 34218 members Mstep: Class 5 contains 2417 members Mstep: Class 6 contains 13285 members Mstep: Class 7 contains 143420 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9580 members Mstep: Class 10 contains 1670 members Mstep: Class 11 contains 3009 members Mstep: Class 12 contains 451 members Mstep: Class 13 contains 91233 members Mstep: Class 14 contains 936 members Mstep: Class 15 contains 879 members Mstep: Class 16 contains 1224 members Mstep: Class 17 contains 3346 members Mstep: Class 18 contains 2025 members Mstep: Class 19 contains 6128 members Mstep: Class 20 contains 2687 members Mstep: Class 21 contains 897 members Mstep: Class 22 contains 301 members Mstep: Class 23 contains 1084 members Mstep: Class 24 contains 2724 members Mstep: Class 25 contains 1231 members Mstep: Class 26 contains 618 members Entering Unmasked Estep ConsiderDeletion Score: -33085844.000000 Penalty: 53869.488281 Iteration 88Q: 27 clusters Score -3.308584e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 4866 members Mstep: Class 2 contains 285 members Mstep: Class 3 contains 14766 members Mstep: Class 4 contains 34205 members Mstep: Class 5 contains 2417 members Mstep: Class 6 contains 13286 members Mstep: Class 7 contains 143407 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9603 members Mstep: Class 10 contains 1697 members Mstep: Class 11 contains 3013 members Mstep: Class 12 contains 451 members Mstep: Class 13 contains 91233 members Mstep: Class 14 contains 933 members Mstep: Class 15 contains 879 members Mstep: Class 16 contains 1224 members Mstep: Class 17 contains 3346 members Mstep: Class 18 contains 2025 members Mstep: Class 19 contains 6123 members Mstep: Class 20 contains 2687 members Mstep: Class 21 contains 897 members Mstep: Class 22 contains 301 members Mstep: Class 23 contains 1084 members Mstep: Class 24 contains 2701 members Mstep: Class 25 contains 1234 members Mstep: Class 26 contains 618 members Entering Unmasked Estep ConsiderDeletion Score: -33085884.000000 Penalty: 53869.488281 Iteration 89Q: 27 clusters Score -3.308588e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 4866 members Mstep: Class 2 contains 285 members Mstep: Class 3 contains 14765 members Mstep: Class 4 contains 34193 members Mstep: Class 5 contains 2417 members Mstep: Class 6 contains 13286 members Mstep: Class 7 contains 143390 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9622 members Mstep: Class 10 contains 1713 members Mstep: Class 11 contains 3021 members Mstep: Class 12 contains 451 members Mstep: Class 13 contains 91233 members Mstep: Class 14 contains 930 members Mstep: Class 15 contains 877 members Mstep: Class 16 contains 1224 members Mstep: Class 17 contains 3346 members Mstep: Class 18 contains 2025 members Mstep: Class 19 contains 6124 members Mstep: Class 20 contains 2685 members Mstep: Class 21 contains 898 members Mstep: Class 22 contains 301 members Mstep: Class 23 contains 1084 members Mstep: Class 24 contains 2690 members Mstep: Class 25 contains 1237 members Mstep: Class 26 contains 618 members Entering Unmasked Estep ConsiderDeletion Score: -33085892.000000 Penalty: 53869.488281 Iteration 90Q: 27 clusters Score -3.308589e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 4866 members Mstep: Class 2 contains 285 members Mstep: Class 3 contains 14764 members Mstep: Class 4 contains 34178 members Mstep: Class 5 contains 2417 members Mstep: Class 6 contains 13281 members Mstep: Class 7 contains 143374 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9643 members Mstep: Class 10 contains 1746 members Mstep: Class 11 contains 3030 members Mstep: Class 12 contains 451 members Mstep: Class 13 contains 91235 members Mstep: Class 14 contains 929 members Mstep: Class 15 contains 876 members Mstep: Class 16 contains 1224 members Mstep: Class 17 contains 3346 members Mstep: Class 18 contains 2025 members Mstep: Class 19 contains 6122 members Mstep: Class 20 contains 2683 members Mstep: Class 21 contains 898 members Mstep: Class 22 contains 301 members Mstep: Class 23 contains 1084 members Mstep: Class 24 contains 2660 members Mstep: Class 25 contains 1245 members Mstep: Class 26 contains 618 members Entering Unmasked Estep ConsiderDeletion Score: -33085920.000000 Penalty: 53869.488281 Iteration 91Q: 27 clusters Score -3.308592e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 4866 members Mstep: Class 2 contains 285 members Mstep: Class 3 contains 14762 members Mstep: Class 4 contains 34168 members Mstep: Class 5 contains 2417 members Mstep: Class 6 contains 13279 members Mstep: Class 7 contains 143361 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9662 members Mstep: Class 10 contains 1788 members Mstep: Class 11 contains 3034 members Mstep: Class 12 contains 451 members Mstep: Class 13 contains 91237 members Mstep: Class 14 contains 929 members Mstep: Class 15 contains 875 members Mstep: Class 16 contains 1224 members Mstep: Class 17 contains 3346 members Mstep: Class 18 contains 2025 members Mstep: Class 19 contains 6120 members Mstep: Class 20 contains 2679 members Mstep: Class 21 contains 898 members Mstep: Class 22 contains 301 members Mstep: Class 23 contains 1084 members Mstep: Class 24 contains 2625 members Mstep: Class 25 contains 1247 members Mstep: Class 26 contains 618 members Entering Unmasked Estep ConsiderDeletion Score: -33086006.000000 Penalty: 53869.488281 Iteration 92Q: 27 clusters Score -3.308601e+07 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 4866 members Mstep: Class 2 contains 285 members Mstep: Class 3 contains 14762 members Mstep: Class 4 contains 34167 members Mstep: Class 5 contains 2417 members Mstep: Class 6 contains 13277 members Mstep: Class 7 contains 143347 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9676 members Mstep: Class 10 contains 1837 members Mstep: Class 11 contains 3035 members Mstep: Class 12 contains 451 members Mstep: Class 13 contains 91241 members Mstep: Class 14 contains 933 members Mstep: Class 15 contains 874 members Mstep: Class 16 contains 1224 members Mstep: Class 17 contains 3346 members Mstep: Class 18 contains 2025 members Mstep: Class 19 contains 6113 members Mstep: Class 20 contains 2674 members Mstep: Class 21 contains 898 members Mstep: Class 22 contains 301 members Mstep: Class 23 contains 1084 members Mstep: Class 24 contains 2579 members Mstep: Class 25 contains 1251 members Mstep: Class 26 contains 618 members Entering Unmasked Estep ConsiderDeletion Score: -33086098.000000 Penalty: 53869.488281 Iteration 93Q: 27 clusters Score -3.30861e+07 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 4866 members Mstep: Class 2 contains 285 members Mstep: Class 3 contains 14762 members Mstep: Class 4 contains 34171 members Mstep: Class 5 contains 2417 members Mstep: Class 6 contains 13277 members Mstep: Class 7 contains 143321 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9688 members Mstep: Class 10 contains 1886 members Mstep: Class 11 contains 3037 members Mstep: Class 12 contains 451 members Mstep: Class 13 contains 91242 members Mstep: Class 14 contains 932 members Mstep: Class 15 contains 872 members Mstep: Class 16 contains 1224 members Mstep: Class 17 contains 3346 members Mstep: Class 18 contains 2025 members Mstep: Class 19 contains 6108 members Mstep: Class 20 contains 2671 members Mstep: Class 21 contains 898 members Mstep: Class 22 contains 301 members Mstep: Class 23 contains 1084 members Mstep: Class 24 contains 2548 members Mstep: Class 25 contains 1249 members Mstep: Class 26 contains 620 members Entering Unmasked Estep ConsiderDeletion Score: -33086174.000000 Penalty: 53869.488281 Iteration 94Q: 27 clusters Score -3.308617e+07 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 4866 members Mstep: Class 2 contains 285 members Mstep: Class 3 contains 14762 members Mstep: Class 4 contains 34170 members Mstep: Class 5 contains 2417 members Mstep: Class 6 contains 13274 members Mstep: Class 7 contains 143298 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9700 members Mstep: Class 10 contains 1930 members Mstep: Class 11 contains 3038 members Mstep: Class 12 contains 451 members Mstep: Class 13 contains 91244 members Mstep: Class 14 contains 926 members Mstep: Class 15 contains 871 members Mstep: Class 16 contains 1225 members Mstep: Class 17 contains 3346 members Mstep: Class 18 contains 2025 members Mstep: Class 19 contains 6103 members Mstep: Class 20 contains 2670 members Mstep: Class 21 contains 898 members Mstep: Class 22 contains 301 members Mstep: Class 23 contains 1084 members Mstep: Class 24 contains 2530 members Mstep: Class 25 contains 1246 members Mstep: Class 26 contains 621 members Entering Unmasked Estep ConsiderDeletion Score: -33086298.000000 Penalty: 53869.488281 Iteration 95Q: 27 clusters Score -3.30863e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 4866 members Mstep: Class 2 contains 285 members Mstep: Class 3 contains 14762 members Mstep: Class 4 contains 34174 members Mstep: Class 5 contains 2417 members Mstep: Class 6 contains 13274 members Mstep: Class 7 contains 143277 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9707 members Mstep: Class 10 contains 1951 members Mstep: Class 11 contains 3041 members Mstep: Class 12 contains 451 members Mstep: Class 13 contains 91243 members Mstep: Class 14 contains 929 members Mstep: Class 15 contains 872 members Mstep: Class 16 contains 1225 members Mstep: Class 17 contains 3346 members Mstep: Class 18 contains 2026 members Mstep: Class 19 contains 6098 members Mstep: Class 20 contains 2667 members Mstep: Class 21 contains 898 members Mstep: Class 22 contains 302 members Mstep: Class 23 contains 1084 members Mstep: Class 24 contains 2517 members Mstep: Class 25 contains 1246 members Mstep: Class 26 contains 623 members Entering Unmasked Estep ConsiderDeletion Score: -33086326.000000 Penalty: 53869.488281 Iteration 96Q: 27 clusters Score -3.308633e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 4866 members Mstep: Class 2 contains 285 members Mstep: Class 3 contains 14761 members Mstep: Class 4 contains 34189 members Mstep: Class 5 contains 2417 members Mstep: Class 6 contains 13275 members Mstep: Class 7 contains 143254 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9707 members Mstep: Class 10 contains 1977 members Mstep: Class 11 contains 3044 members Mstep: Class 12 contains 451 members Mstep: Class 13 contains 91241 members Mstep: Class 14 contains 926 members Mstep: Class 15 contains 873 members Mstep: Class 16 contains 1226 members Mstep: Class 17 contains 3346 members Mstep: Class 18 contains 2028 members Mstep: Class 19 contains 6089 members Mstep: Class 20 contains 2664 members Mstep: Class 21 contains 899 members Mstep: Class 22 contains 303 members Mstep: Class 23 contains 1084 members Mstep: Class 24 contains 2506 members Mstep: Class 25 contains 1246 members Mstep: Class 26 contains 624 members Entering Unmasked Estep ConsiderDeletion Score: -33086304.000000 Penalty: 53869.488281 Iteration 97Q: 27 clusters Score -3.30863e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 4866 members Mstep: Class 2 contains 285 members Mstep: Class 3 contains 14761 members Mstep: Class 4 contains 34192 members Mstep: Class 5 contains 2417 members Mstep: Class 6 contains 13276 members Mstep: Class 7 contains 143239 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9714 members Mstep: Class 10 contains 1989 members Mstep: Class 11 contains 3045 members Mstep: Class 12 contains 451 members Mstep: Class 13 contains 91240 members Mstep: Class 14 contains 925 members Mstep: Class 15 contains 875 members Mstep: Class 16 contains 1228 members Mstep: Class 17 contains 3346 members Mstep: Class 18 contains 2029 members Mstep: Class 19 contains 6081 members Mstep: Class 20 contains 2661 members Mstep: Class 21 contains 899 members Mstep: Class 22 contains 303 members Mstep: Class 23 contains 1084 members Mstep: Class 24 contains 2503 members Mstep: Class 25 contains 1245 members Mstep: Class 26 contains 627 members Entering Unmasked Estep ConsiderDeletion Score: -33086338.000000 Penalty: 53869.488281 Iteration 98Q: 27 clusters Score -3.308634e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 4866 members Mstep: Class 2 contains 285 members Mstep: Class 3 contains 14760 members Mstep: Class 4 contains 34197 members Mstep: Class 5 contains 2417 members Mstep: Class 6 contains 13276 members Mstep: Class 7 contains 143230 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9722 members Mstep: Class 10 contains 1996 members Mstep: Class 11 contains 3046 members Mstep: Class 12 contains 451 members Mstep: Class 13 contains 91240 members Mstep: Class 14 contains 922 members Mstep: Class 15 contains 875 members Mstep: Class 16 contains 1229 members Mstep: Class 17 contains 3346 members Mstep: Class 18 contains 2031 members Mstep: Class 19 contains 6077 members Mstep: Class 20 contains 2664 members Mstep: Class 21 contains 899 members Mstep: Class 22 contains 303 members Mstep: Class 23 contains 1084 members Mstep: Class 24 contains 2497 members Mstep: Class 25 contains 1244 members Mstep: Class 26 contains 624 members Entering Unmasked Estep ConsiderDeletion Score: -33086360.000000 Penalty: 53869.488281 Iteration 99Q: 27 clusters Score -3.308636e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 4866 members Mstep: Class 2 contains 285 members Mstep: Class 3 contains 14760 members Mstep: Class 4 contains 34206 members Mstep: Class 5 contains 2417 members Mstep: Class 6 contains 13276 members Mstep: Class 7 contains 143212 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9725 members Mstep: Class 10 contains 2001 members Mstep: Class 11 contains 3050 members Mstep: Class 12 contains 451 members Mstep: Class 13 contains 91240 members Mstep: Class 14 contains 921 members Mstep: Class 15 contains 875 members Mstep: Class 16 contains 1229 members Mstep: Class 17 contains 3346 members Mstep: Class 18 contains 2032 members Mstep: Class 19 contains 6074 members Mstep: Class 20 contains 2666 members Mstep: Class 21 contains 899 members Mstep: Class 22 contains 303 members Mstep: Class 23 contains 1084 members Mstep: Class 24 contains 2497 members Mstep: Class 25 contains 1242 members Mstep: Class 26 contains 624 members Entering Unmasked Estep ConsiderDeletion Score: -33086330.000000 Penalty: 53869.488281 Iteration 100F: 27 clusters Score -3.308633e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 4866 members Mstep: Class 2 contains 285 members Mstep: Class 3 contains 14758 members Mstep: Class 4 contains 34211 members Mstep: Class 5 contains 2417 members Mstep: Class 6 contains 13276 members Mstep: Class 7 contains 143196 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9730 members Mstep: Class 10 contains 2006 members Mstep: Class 11 contains 3054 members Mstep: Class 12 contains 451 members Mstep: Class 13 contains 91240 members Mstep: Class 14 contains 920 members Mstep: Class 15 contains 874 members Mstep: Class 16 contains 1229 members Mstep: Class 17 contains 3346 members Mstep: Class 18 contains 2034 members Mstep: Class 19 contains 6072 members Mstep: Class 20 contains 2666 members Mstep: Class 21 contains 899 members Mstep: Class 22 contains 303 members Mstep: Class 23 contains 1084 members Mstep: Class 24 contains 2494 members Mstep: Class 25 contains 1241 members Mstep: Class 26 contains 629 members Entering Unmasked Estep ConsiderDeletion Score: -33086330.000000 Penalty: 53869.488281 Iteration 101Q: 27 clusters Score -3.308633e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 4865 members Mstep: Class 2 contains 285 members Mstep: Class 3 contains 14759 members Mstep: Class 4 contains 34212 members Mstep: Class 5 contains 2417 members Mstep: Class 6 contains 13276 members Mstep: Class 7 contains 143179 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9734 members Mstep: Class 10 contains 2009 members Mstep: Class 11 contains 3059 members Mstep: Class 12 contains 451 members Mstep: Class 13 contains 91240 members Mstep: Class 14 contains 920 members Mstep: Class 15 contains 874 members Mstep: Class 16 contains 1229 members Mstep: Class 17 contains 3346 members Mstep: Class 18 contains 2033 members Mstep: Class 19 contains 6075 members Mstep: Class 20 contains 2666 members Mstep: Class 21 contains 899 members Mstep: Class 22 contains 303 members Mstep: Class 23 contains 1085 members Mstep: Class 24 contains 2492 members Mstep: Class 25 contains 1241 members Mstep: Class 26 contains 632 members Entering Unmasked Estep ConsiderDeletion Score: -33086330.000000 Penalty: 53869.488281 Iteration 102Q: 27 clusters Score -3.308633e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 4865 members Mstep: Class 2 contains 285 members Mstep: Class 3 contains 14758 members Mstep: Class 4 contains 34205 members Mstep: Class 5 contains 2417 members Mstep: Class 6 contains 13275 members Mstep: Class 7 contains 143169 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9744 members Mstep: Class 10 contains 2010 members Mstep: Class 11 contains 3062 members Mstep: Class 12 contains 451 members Mstep: Class 13 contains 91240 members Mstep: Class 14 contains 922 members Mstep: Class 15 contains 874 members Mstep: Class 16 contains 1229 members Mstep: Class 17 contains 3346 members Mstep: Class 18 contains 2035 members Mstep: Class 19 contains 6078 members Mstep: Class 20 contains 2667 members Mstep: Class 21 contains 899 members Mstep: Class 22 contains 303 members Mstep: Class 23 contains 1085 members Mstep: Class 24 contains 2490 members Mstep: Class 25 contains 1240 members Mstep: Class 26 contains 632 members Entering Unmasked Estep ConsiderDeletion Score: -33086346.000000 Penalty: 53869.488281 Iteration 103Q: 27 clusters Score -3.308635e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 4865 members Mstep: Class 2 contains 285 members Mstep: Class 3 contains 14758 members Mstep: Class 4 contains 34205 members Mstep: Class 5 contains 2417 members Mstep: Class 6 contains 13273 members Mstep: Class 7 contains 143157 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9749 members Mstep: Class 10 contains 2013 members Mstep: Class 11 contains 3067 members Mstep: Class 12 contains 451 members Mstep: Class 13 contains 91241 members Mstep: Class 14 contains 922 members Mstep: Class 15 contains 874 members Mstep: Class 16 contains 1229 members Mstep: Class 17 contains 3346 members Mstep: Class 18 contains 2036 members Mstep: Class 19 contains 6080 members Mstep: Class 20 contains 2666 members Mstep: Class 21 contains 899 members Mstep: Class 22 contains 303 members Mstep: Class 23 contains 1085 members Mstep: Class 24 contains 2489 members Mstep: Class 25 contains 1239 members Mstep: Class 26 contains 632 members Entering Unmasked Estep ConsiderDeletion Score: -33086338.000000 Penalty: 53869.488281 Iteration 104Q: 27 clusters Score -3.308634e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 4865 members Mstep: Class 2 contains 285 members Mstep: Class 3 contains 14758 members Mstep: Class 4 contains 34197 members Mstep: Class 5 contains 2417 members Mstep: Class 6 contains 13273 members Mstep: Class 7 contains 143154 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9755 members Mstep: Class 10 contains 2013 members Mstep: Class 11 contains 3071 members Mstep: Class 12 contains 451 members Mstep: Class 13 contains 91241 members Mstep: Class 14 contains 922 members Mstep: Class 15 contains 874 members Mstep: Class 16 contains 1229 members Mstep: Class 17 contains 3346 members Mstep: Class 18 contains 2036 members Mstep: Class 19 contains 6081 members Mstep: Class 20 contains 2666 members Mstep: Class 21 contains 899 members Mstep: Class 22 contains 303 members Mstep: Class 23 contains 1085 members Mstep: Class 24 contains 2489 members Mstep: Class 25 contains 1239 members Mstep: Class 26 contains 632 members Entering Unmasked Estep ConsiderDeletion Score: -33086328.000000 Penalty: 53869.488281 Iteration 105Q: 27 clusters Score -3.308633e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 4865 members Mstep: Class 2 contains 285 members Mstep: Class 3 contains 14758 members Mstep: Class 4 contains 34191 members Mstep: Class 5 contains 2417 members Mstep: Class 6 contains 13272 members Mstep: Class 7 contains 143151 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9760 members Mstep: Class 10 contains 2013 members Mstep: Class 11 contains 3075 members Mstep: Class 12 contains 451 members Mstep: Class 13 contains 91241 members Mstep: Class 14 contains 922 members Mstep: Class 15 contains 874 members Mstep: Class 16 contains 1229 members Mstep: Class 17 contains 3346 members Mstep: Class 18 contains 2036 members Mstep: Class 19 contains 6082 members Mstep: Class 20 contains 2666 members Mstep: Class 21 contains 899 members Mstep: Class 22 contains 303 members Mstep: Class 23 contains 1085 members Mstep: Class 24 contains 2489 members Mstep: Class 25 contains 1239 members Mstep: Class 26 contains 632 members Entering Unmasked Estep ConsiderDeletion Score: -33086306.000000 Penalty: 53869.488281 Iteration 106Q: 27 clusters Score -3.308631e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 4865 members Mstep: Class 2 contains 285 members Mstep: Class 3 contains 14758 members Mstep: Class 4 contains 34183 members Mstep: Class 5 contains 2417 members Mstep: Class 6 contains 13272 members Mstep: Class 7 contains 143149 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9768 members Mstep: Class 10 contains 2013 members Mstep: Class 11 contains 3078 members Mstep: Class 12 contains 451 members Mstep: Class 13 contains 91241 members Mstep: Class 14 contains 922 members Mstep: Class 15 contains 874 members Mstep: Class 16 contains 1229 members Mstep: Class 17 contains 3346 members Mstep: Class 18 contains 2036 members Mstep: Class 19 contains 6081 members Mstep: Class 20 contains 2666 members Mstep: Class 21 contains 899 members Mstep: Class 22 contains 303 members Mstep: Class 23 contains 1085 members Mstep: Class 24 contains 2489 members Mstep: Class 25 contains 1239 members Mstep: Class 26 contains 632 members Entering Unmasked Estep ConsiderDeletion Score: -33086310.000000 Penalty: 53869.488281 Iteration 107Q: 27 clusters Score -3.308631e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 4865 members Mstep: Class 2 contains 285 members Mstep: Class 3 contains 14758 members Mstep: Class 4 contains 34180 members Mstep: Class 5 contains 2417 members Mstep: Class 6 contains 13272 members Mstep: Class 7 contains 143145 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9775 members Mstep: Class 10 contains 2013 members Mstep: Class 11 contains 3079 members Mstep: Class 12 contains 451 members Mstep: Class 13 contains 91241 members Mstep: Class 14 contains 922 members Mstep: Class 15 contains 874 members Mstep: Class 16 contains 1229 members Mstep: Class 17 contains 3346 members Mstep: Class 18 contains 2036 members Mstep: Class 19 contains 6080 members Mstep: Class 20 contains 2666 members Mstep: Class 21 contains 899 members Mstep: Class 22 contains 303 members Mstep: Class 23 contains 1085 members Mstep: Class 24 contains 2489 members Mstep: Class 25 contains 1239 members Mstep: Class 26 contains 632 members Entering Unmasked Estep ConsiderDeletion Score: -33086322.000000 Penalty: 53869.488281 Iteration 108Q: 27 clusters Score -3.308632e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 4865 members Mstep: Class 2 contains 285 members Mstep: Class 3 contains 14758 members Mstep: Class 4 contains 34175 members Mstep: Class 5 contains 2417 members Mstep: Class 6 contains 13272 members Mstep: Class 7 contains 143141 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9783 members Mstep: Class 10 contains 2013 members Mstep: Class 11 contains 3080 members Mstep: Class 12 contains 451 members Mstep: Class 13 contains 91241 members Mstep: Class 14 contains 922 members Mstep: Class 15 contains 874 members Mstep: Class 16 contains 1229 members Mstep: Class 17 contains 3346 members Mstep: Class 18 contains 2036 members Mstep: Class 19 contains 6080 members Mstep: Class 20 contains 2666 members Mstep: Class 21 contains 899 members Mstep: Class 22 contains 303 members Mstep: Class 23 contains 1085 members Mstep: Class 24 contains 2489 members Mstep: Class 25 contains 1239 members Mstep: Class 26 contains 632 members Entering Unmasked Estep ConsiderDeletion Score: -33086326.000000 Penalty: 53869.488281 Iteration 109Q: 27 clusters Score -3.308633e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 4865 members Mstep: Class 2 contains 285 members Mstep: Class 3 contains 14758 members Mstep: Class 4 contains 34169 members Mstep: Class 5 contains 2417 members Mstep: Class 6 contains 13272 members Mstep: Class 7 contains 143137 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9792 members Mstep: Class 10 contains 2013 members Mstep: Class 11 contains 3081 members Mstep: Class 12 contains 451 members Mstep: Class 13 contains 91241 members Mstep: Class 14 contains 922 members Mstep: Class 15 contains 874 members Mstep: Class 16 contains 1229 members Mstep: Class 17 contains 3346 members Mstep: Class 18 contains 2036 members Mstep: Class 19 contains 6080 members Mstep: Class 20 contains 2666 members Mstep: Class 21 contains 899 members Mstep: Class 22 contains 303 members Mstep: Class 23 contains 1085 members Mstep: Class 24 contains 2489 members Mstep: Class 25 contains 1239 members Mstep: Class 26 contains 632 members Entering Unmasked Estep ConsiderDeletion Score: -33086328.000000 Penalty: 53869.488281 Iteration 110Q: 27 clusters Score -3.308633e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 4865 members Mstep: Class 2 contains 285 members Mstep: Class 3 contains 14758 members Mstep: Class 4 contains 34159 members Mstep: Class 5 contains 2417 members Mstep: Class 6 contains 13272 members Mstep: Class 7 contains 143134 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9805 members Mstep: Class 10 contains 2013 members Mstep: Class 11 contains 3082 members Mstep: Class 12 contains 451 members Mstep: Class 13 contains 91241 members Mstep: Class 14 contains 922 members Mstep: Class 15 contains 874 members Mstep: Class 16 contains 1229 members Mstep: Class 17 contains 3346 members Mstep: Class 18 contains 2036 members Mstep: Class 19 contains 6080 members Mstep: Class 20 contains 2665 members Mstep: Class 21 contains 899 members Mstep: Class 22 contains 303 members Mstep: Class 23 contains 1085 members Mstep: Class 24 contains 2489 members Mstep: Class 25 contains 1239 members Mstep: Class 26 contains 632 members Entering Unmasked Estep ConsiderDeletion Score: -33086342.000000 Penalty: 53869.488281 Iteration 111Q: 27 clusters Score -3.308634e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 4865 members Mstep: Class 2 contains 285 members Mstep: Class 3 contains 14758 members Mstep: Class 4 contains 34152 members Mstep: Class 5 contains 2417 members Mstep: Class 6 contains 13272 members Mstep: Class 7 contains 143132 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9815 members Mstep: Class 10 contains 2013 members Mstep: Class 11 contains 3082 members Mstep: Class 12 contains 451 members Mstep: Class 13 contains 91241 members Mstep: Class 14 contains 922 members Mstep: Class 15 contains 874 members Mstep: Class 16 contains 1229 members Mstep: Class 17 contains 3346 members Mstep: Class 18 contains 2036 members Mstep: Class 19 contains 6080 members Mstep: Class 20 contains 2665 members Mstep: Class 21 contains 899 members Mstep: Class 22 contains 303 members Mstep: Class 23 contains 1085 members Mstep: Class 24 contains 2488 members Mstep: Class 25 contains 1239 members Mstep: Class 26 contains 632 members Entering Unmasked Estep ConsiderDeletion Score: -33086326.000000 Penalty: 53869.488281 Iteration 112Q: 27 clusters Score -3.308633e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 4865 members Mstep: Class 2 contains 285 members Mstep: Class 3 contains 14758 members Mstep: Class 4 contains 34151 members Mstep: Class 5 contains 2417 members Mstep: Class 6 contains 13272 members Mstep: Class 7 contains 143127 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9821 members Mstep: Class 10 contains 2014 members Mstep: Class 11 contains 3082 members Mstep: Class 12 contains 451 members Mstep: Class 13 contains 91241 members Mstep: Class 14 contains 922 members Mstep: Class 15 contains 874 members Mstep: Class 16 contains 1229 members Mstep: Class 17 contains 3346 members Mstep: Class 18 contains 2036 members Mstep: Class 19 contains 6080 members Mstep: Class 20 contains 2665 members Mstep: Class 21 contains 899 members Mstep: Class 22 contains 303 members Mstep: Class 23 contains 1085 members Mstep: Class 24 contains 2487 members Mstep: Class 25 contains 1239 members Mstep: Class 26 contains 632 members Entering Unmasked Estep ConsiderDeletion Score: -33086346.000000 Penalty: 53869.488281 Iteration 113Q: 27 clusters Score -3.308635e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 4865 members Mstep: Class 2 contains 285 members Mstep: Class 3 contains 14756 members Mstep: Class 4 contains 34149 members Mstep: Class 5 contains 2417 members Mstep: Class 6 contains 13272 members Mstep: Class 7 contains 143123 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9828 members Mstep: Class 10 contains 2016 members Mstep: Class 11 contains 3083 members Mstep: Class 12 contains 451 members Mstep: Class 13 contains 91241 members Mstep: Class 14 contains 922 members Mstep: Class 15 contains 874 members Mstep: Class 16 contains 1229 members Mstep: Class 17 contains 3346 members Mstep: Class 18 contains 2036 members Mstep: Class 19 contains 6080 members Mstep: Class 20 contains 2665 members Mstep: Class 21 contains 899 members Mstep: Class 22 contains 303 members Mstep: Class 23 contains 1085 members Mstep: Class 24 contains 2485 members Mstep: Class 25 contains 1239 members Mstep: Class 26 contains 632 members Entering Unmasked Estep ConsiderDeletion Score: -33086344.000000 Penalty: 53869.488281 Iteration 114Q: 27 clusters Score -3.308634e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 4865 members Mstep: Class 2 contains 285 members Mstep: Class 3 contains 14756 members Mstep: Class 4 contains 34144 members Mstep: Class 5 contains 2417 members Mstep: Class 6 contains 13272 members Mstep: Class 7 contains 143123 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9830 members Mstep: Class 10 contains 2018 members Mstep: Class 11 contains 3086 members Mstep: Class 12 contains 451 members Mstep: Class 13 contains 91241 members Mstep: Class 14 contains 922 members Mstep: Class 15 contains 874 members Mstep: Class 16 contains 1229 members Mstep: Class 17 contains 3346 members Mstep: Class 18 contains 2036 members Mstep: Class 19 contains 6080 members Mstep: Class 20 contains 2665 members Mstep: Class 21 contains 899 members Mstep: Class 22 contains 303 members Mstep: Class 23 contains 1085 members Mstep: Class 24 contains 2484 members Mstep: Class 25 contains 1238 members Mstep: Class 26 contains 632 members Entering Unmasked Estep ConsiderDeletion Score: -33086360.000000 Penalty: 53869.488281 Iteration 115Q: 27 clusters Score -3.308636e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 4865 members Mstep: Class 2 contains 285 members Mstep: Class 3 contains 14756 members Mstep: Class 4 contains 34138 members Mstep: Class 5 contains 2417 members Mstep: Class 6 contains 13272 members Mstep: Class 7 contains 143122 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9832 members Mstep: Class 10 contains 2021 members Mstep: Class 11 contains 3088 members Mstep: Class 12 contains 451 members Mstep: Class 13 contains 91241 members Mstep: Class 14 contains 922 members Mstep: Class 15 contains 874 members Mstep: Class 16 contains 1229 members Mstep: Class 17 contains 3346 members Mstep: Class 18 contains 2036 members Mstep: Class 19 contains 6080 members Mstep: Class 20 contains 2666 members Mstep: Class 21 contains 899 members Mstep: Class 22 contains 303 members Mstep: Class 23 contains 1085 members Mstep: Class 24 contains 2483 members Mstep: Class 25 contains 1238 members Mstep: Class 26 contains 632 members Entering Unmasked Estep ConsiderDeletion Score: -33086348.000000 Penalty: 53869.488281 Iteration 116Q: 27 clusters Score -3.308635e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 4865 members Mstep: Class 2 contains 285 members Mstep: Class 3 contains 14756 members Mstep: Class 4 contains 34137 members Mstep: Class 5 contains 2417 members Mstep: Class 6 contains 13272 members Mstep: Class 7 contains 143119 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9831 members Mstep: Class 10 contains 2022 members Mstep: Class 11 contains 3092 members Mstep: Class 12 contains 451 members Mstep: Class 13 contains 91241 members Mstep: Class 14 contains 922 members Mstep: Class 15 contains 874 members Mstep: Class 16 contains 1229 members Mstep: Class 17 contains 3347 members Mstep: Class 18 contains 2036 members Mstep: Class 19 contains 6080 members Mstep: Class 20 contains 2666 members Mstep: Class 21 contains 899 members Mstep: Class 22 contains 303 members Mstep: Class 23 contains 1085 members Mstep: Class 24 contains 2482 members Mstep: Class 25 contains 1238 members Mstep: Class 26 contains 632 members Entering Unmasked Estep ConsiderDeletion Score: -33086366.000000 Penalty: 53869.488281 Iteration 117Q: 27 clusters Score -3.308637e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 4865 members Mstep: Class 2 contains 285 members Mstep: Class 3 contains 14756 members Mstep: Class 4 contains 34135 members Mstep: Class 5 contains 2417 members Mstep: Class 6 contains 13272 members Mstep: Class 7 contains 143118 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9832 members Mstep: Class 10 contains 2022 members Mstep: Class 11 contains 3094 members Mstep: Class 12 contains 451 members Mstep: Class 13 contains 91241 members Mstep: Class 14 contains 922 members Mstep: Class 15 contains 874 members Mstep: Class 16 contains 1229 members Mstep: Class 17 contains 3347 members Mstep: Class 18 contains 2036 members Mstep: Class 19 contains 6080 members Mstep: Class 20 contains 2666 members Mstep: Class 21 contains 899 members Mstep: Class 22 contains 303 members Mstep: Class 23 contains 1085 members Mstep: Class 24 contains 2483 members Mstep: Class 25 contains 1237 members Mstep: Class 26 contains 632 members Entering Unmasked Estep ConsiderDeletion Score: -33086362.000000 Penalty: 53869.488281 Iteration 118Q: 27 clusters Score -3.308636e+07 nChanged 9 Entering ConstructFrom: Score: -33086362.000000 Penalty: 53869.488281 Entering ConstructFrom: Trying to split cluster 1 (4865 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4865 members Entering Unmasked Estep Score: -454972.156250 Penalty: 1379.596191 Iteration 0F: 2 clusters Score -454972.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 2387 members Entering Unmasked Estep Score: -451051.312500 Penalty: 2759.192383 Iteration 0F: 3 clusters Score -451051.3 nChanged 1980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2558 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -452231.250000 Penalty: 2759.192383 Iteration 1F: 3 clusters Score -452231.2 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2613 members Mstep: Class 2 contains 2252 members Entering Unmasked Estep Score: -452408.781250 Penalty: 2759.192383 Iteration 2F: 3 clusters Score -452408.8 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -452524.843750 Penalty: 2759.192383 Iteration 3F: 3 clusters Score -452524.8 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -452589.093750 Penalty: 2759.192383 Iteration 4Q: 3 clusters Score -452589.1 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2779 members Mstep: Class 2 contains 2086 members Entering Unmasked Estep Score: -452646.937500 Penalty: 2759.192383 Iteration 5Q: 3 clusters Score -452646.9 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2829 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -452704.906250 Penalty: 2759.192383 Iteration 6Q: 3 clusters Score -452704.9 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -452763.968750 Penalty: 2759.192383 Iteration 7Q: 3 clusters Score -452764 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2938 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -452826.343750 Penalty: 2759.192383 Iteration 8Q: 3 clusters Score -452826.3 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2998 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -452877.375000 Penalty: 2759.192383 Iteration 9Q: 3 clusters Score -452877.4 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3064 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -452927.812500 Penalty: 2759.192383 Iteration 10Q: 3 clusters Score -452927.8 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3125 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -452972.187500 Penalty: 2759.192383 Iteration 11Q: 3 clusters Score -452972.2 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3198 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -453030.937500 Penalty: 2759.192383 Iteration 12Q: 3 clusters Score -453030.9 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3271 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -453092.468750 Penalty: 2759.192383 Iteration 13Q: 3 clusters Score -453092.5 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3353 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -453167.500000 Penalty: 2759.192383 Iteration 14Q: 3 clusters Score -453167.5 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3417 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -453234.718750 Penalty: 2759.192383 Iteration 15Q: 3 clusters Score -453234.7 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3467 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -453293.500000 Penalty: 2759.192383 Iteration 16Q: 3 clusters Score -453293.5 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3523 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -453351.375000 Penalty: 2759.192383 Iteration 17Q: 3 clusters Score -453351.4 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3582 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -453417.062500 Penalty: 2759.192383 Iteration 18Q: 3 clusters Score -453417.1 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3643 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -453485.312500 Penalty: 2759.192383 Iteration 19Q: 3 clusters Score -453485.3 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3703 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -453542.875000 Penalty: 2759.192383 Iteration 20F: 3 clusters Score -453542.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3751 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -453579.000000 Penalty: 2759.192383 Iteration 21Q: 3 clusters Score -453579 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3786 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -453604.687500 Penalty: 2759.192383 Iteration 22Q: 3 clusters Score -453604.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3813 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -453632.156250 Penalty: 2759.192383 Iteration 23Q: 3 clusters Score -453632.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3831 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -453664.625000 Penalty: 2759.192383 Iteration 24Q: 3 clusters Score -453664.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3863 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -453687.968750 Penalty: 2759.192383 Iteration 25Q: 3 clusters Score -453688 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3889 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -453703.843750 Penalty: 2759.192383 Iteration 26Q: 3 clusters Score -453703.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3904 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -453720.125000 Penalty: 2759.192383 Iteration 27Q: 3 clusters Score -453720.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3922 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -453734.031250 Penalty: 2759.192383 Iteration 28Q: 3 clusters Score -453734 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3936 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -453741.468750 Penalty: 2759.192383 Iteration 29Q: 3 clusters Score -453741.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3936 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -453747.062500 Penalty: 2759.192383 Iteration 30Q: 3 clusters Score -453747.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3949 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -453755.968750 Penalty: 2759.192383 Iteration 31Q: 3 clusters Score -453756 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3958 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -453762.187500 Penalty: 2759.192383 Iteration 32Q: 3 clusters Score -453762.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3966 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -453767.000000 Penalty: 2759.192383 Iteration 33Q: 3 clusters Score -453767 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3976 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -453771.531250 Penalty: 2759.192383 Iteration 34Q: 3 clusters Score -453771.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3985 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -453775.281250 Penalty: 2759.192383 Iteration 35Q: 3 clusters Score -453775.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3994 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -453777.500000 Penalty: 2759.192383 Iteration 36Q: 3 clusters Score -453777.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3999 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -453779.781250 Penalty: 2759.192383 Iteration 37Q: 3 clusters Score -453779.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4009 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -453782.562500 Penalty: 2759.192383 Iteration 38Q: 3 clusters Score -453782.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4017 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -453784.500000 Penalty: 2759.192383 Iteration 39Q: 3 clusters Score -453784.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4025 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -453787.000000 Penalty: 2759.192383 Iteration 40F: 3 clusters Score -453787 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4035 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -453791.031250 Penalty: 2759.192383 Iteration 41Q: 3 clusters Score -453791 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4040 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -453793.593750 Penalty: 2759.192383 Iteration 42Q: 3 clusters Score -453793.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4042 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -453794.781250 Penalty: 2759.192383 Iteration 43Q: 3 clusters Score -453794.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4045 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -453795.750000 Penalty: 2759.192383 Iteration 44Q: 3 clusters Score -453795.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4049 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -453797.312500 Penalty: 2759.192383 Iteration 45Q: 3 clusters Score -453797.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4056 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -453800.687500 Penalty: 2759.192383 Iteration 46Q: 3 clusters Score -453800.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4059 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -453801.156250 Penalty: 2759.192383 Iteration 47Q: 3 clusters Score -453801.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4060 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -453802.781250 Penalty: 2759.192383 Iteration 48Q: 3 clusters Score -453802.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4059 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -453803.625000 Penalty: 2759.192383 Iteration 49Q: 3 clusters Score -453803.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4060 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -453804.812500 Penalty: 2759.192383 Iteration 50Q: 3 clusters Score -453804.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4064 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -453810.687500 Penalty: 2759.192383 Iteration 51Q: 3 clusters Score -453810.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4073 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -453817.125000 Penalty: 2759.192383 Iteration 52Q: 3 clusters Score -453817.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4078 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -453823.156250 Penalty: 2759.192383 Iteration 53Q: 3 clusters Score -453823.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4086 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -453824.968750 Penalty: 2759.192383 Iteration 54Q: 3 clusters Score -453825 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4089 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -453828.062500 Penalty: 2759.192383 Iteration 55Q: 3 clusters Score -453828.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4096 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -453836.031250 Penalty: 2759.192383 Iteration 56Q: 3 clusters Score -453836 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4103 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -453843.031250 Penalty: 2759.192383 Iteration 57Q: 3 clusters Score -453843 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4114 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -453853.625000 Penalty: 2759.192383 Iteration 58Q: 3 clusters Score -453853.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4122 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -453864.062500 Penalty: 2759.192383 Iteration 59Q: 3 clusters Score -453864.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4131 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -453875.687500 Penalty: 2759.192383 Iteration 60F: 3 clusters Score -453875.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4143 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -453882.781250 Penalty: 2759.192383 Iteration 61Q: 3 clusters Score -453882.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4150 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -453896.593750 Penalty: 2759.192383 Iteration 62Q: 3 clusters Score -453896.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4168 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -453918.937500 Penalty: 2759.192383 Iteration 63Q: 3 clusters Score -453918.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4182 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -453938.875000 Penalty: 2759.192383 Iteration 64Q: 3 clusters Score -453938.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4198 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -453953.750000 Penalty: 2759.192383 Iteration 65Q: 3 clusters Score -453953.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4202 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -453959.406250 Penalty: 2759.192383 Iteration 66Q: 3 clusters Score -453959.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4212 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -453971.562500 Penalty: 2759.192383 Iteration 67Q: 3 clusters Score -453971.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4216 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -453976.687500 Penalty: 2759.192383 Iteration 68Q: 3 clusters Score -453976.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4221 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -453980.625000 Penalty: 2759.192383 Iteration 69Q: 3 clusters Score -453980.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4222 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -453982.125000 Penalty: 2759.192383 Iteration 70Q: 3 clusters Score -453982.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4223 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -453984.500000 Penalty: 2759.192383 Iteration 71Q: 3 clusters Score -453984.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4225 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -453985.343750 Penalty: 2759.192383 Iteration 72Q: 3 clusters Score -453985.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4225 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -453986.718750 Penalty: 2759.192383 Iteration 73Q: 3 clusters Score -453986.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4228 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -453989.843750 Penalty: 2759.192383 Iteration 74Q: 3 clusters Score -453989.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4231 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -453994.312500 Penalty: 2759.192383 Iteration 75Q: 3 clusters Score -453994.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4234 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -453997.093750 Penalty: 2759.192383 Iteration 76Q: 3 clusters Score -453997.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4237 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -453999.312500 Penalty: 2759.192383 Iteration 77Q: 3 clusters Score -453999.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4238 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -454001.906250 Penalty: 2759.192383 Iteration 78Q: 3 clusters Score -454001.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4239 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -454004.468750 Penalty: 2759.192383 Iteration 79Q: 3 clusters Score -454004.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4240 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -454005.531250 Penalty: 2759.192383 Iteration 80F: 3 clusters Score -454005.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4241 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -454007.562500 Penalty: 2759.192383 Iteration 81Q: 3 clusters Score -454007.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4244 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -454008.437500 Penalty: 2759.192383 Iteration 82Q: 3 clusters Score -454008.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4250 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -454011.031250 Penalty: 2759.192383 Iteration 83Q: 3 clusters Score -454011 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4251 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -454011.531250 Penalty: 2759.192383 Iteration 84Q: 3 clusters Score -454011.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4252 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -454012.375000 Penalty: 2759.192383 Iteration 85Q: 3 clusters Score -454012.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4254 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -454012.968750 Penalty: 2759.192383 Iteration 86Q: 3 clusters Score -454013 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4254 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -454013.375000 Penalty: 2759.192383 Iteration 87Q: 3 clusters Score -454013.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4253 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -454014.375000 Penalty: 2759.192383 Iteration 88Q: 3 clusters Score -454014.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4253 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -454014.375000 Penalty: 2759.192383 Iteration 89F: 3 clusters Score -454014.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (285 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Entering Unmasked Estep Score: -26198.216797 Penalty: 918.529480 Iteration 0F: 2 clusters Score -26198.22 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -25341.779297 Penalty: 1837.058960 Iteration 0F: 3 clusters Score -25341.78 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -25417.814453 Penalty: 1837.058960 Iteration 1F: 3 clusters Score -25417.81 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -25451.484375 Penalty: 1837.058960 Iteration 2Q: 3 clusters Score -25451.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -25451.484375 Penalty: 1837.058960 Iteration 3F: 3 clusters Score -25451.48 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (14756 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14756 members Entering Unmasked Estep Score: -1375169.500000 Penalty: 1559.903320 Iteration 0F: 2 clusters Score -1375170 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7356 members Mstep: Class 2 contains 7400 members Entering Unmasked Estep Score: -1364885.625000 Penalty: 3119.806641 Iteration 0F: 3 clusters Score -1364886 nChanged 6511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7279 members Mstep: Class 2 contains 7477 members Entering Unmasked Estep Score: -1368526.750000 Penalty: 3119.806641 Iteration 1F: 3 clusters Score -1368527 nChanged 883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7194 members Mstep: Class 2 contains 7562 members Entering Unmasked Estep Score: -1368894.500000 Penalty: 3119.806641 Iteration 2F: 3 clusters Score -1368894 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7045 members Mstep: Class 2 contains 7711 members Entering Unmasked Estep Score: -1369183.625000 Penalty: 3119.806641 Iteration 3Q: 3 clusters Score -1369184 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6845 members Mstep: Class 2 contains 7911 members Entering Unmasked Estep Score: -1369479.875000 Penalty: 3119.806641 Iteration 4Q: 3 clusters Score -1369480 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6594 members Mstep: Class 2 contains 8162 members Entering Unmasked Estep Score: -1369775.250000 Penalty: 3119.806641 Iteration 5Q: 3 clusters Score -1369775 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6359 members Mstep: Class 2 contains 8397 members Entering Unmasked Estep Score: -1370073.500000 Penalty: 3119.806641 Iteration 6Q: 3 clusters Score -1370074 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6058 members Mstep: Class 2 contains 8698 members Entering Unmasked Estep Score: -1370395.625000 Penalty: 3119.806641 Iteration 7Q: 3 clusters Score -1370396 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5729 members Mstep: Class 2 contains 9027 members Entering Unmasked Estep Score: -1370689.750000 Penalty: 3119.806641 Iteration 8Q: 3 clusters Score -1370690 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5359 members Mstep: Class 2 contains 9397 members Entering Unmasked Estep Score: -1371000.875000 Penalty: 3119.806641 Iteration 9Q: 3 clusters Score -1371001 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4979 members Mstep: Class 2 contains 9777 members Entering Unmasked Estep Score: -1371323.125000 Penalty: 3119.806641 Iteration 10Q: 3 clusters Score -1371323 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4587 members Mstep: Class 2 contains 10169 members Entering Unmasked Estep Score: -1371635.375000 Penalty: 3119.806641 Iteration 11Q: 3 clusters Score -1371635 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4216 members Mstep: Class 2 contains 10540 members Entering Unmasked Estep Score: -1371888.625000 Penalty: 3119.806641 Iteration 12Q: 3 clusters Score -1371889 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3841 members Mstep: Class 2 contains 10915 members Entering Unmasked Estep Score: -1372145.625000 Penalty: 3119.806641 Iteration 13Q: 3 clusters Score -1372146 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3501 members Mstep: Class 2 contains 11255 members Entering Unmasked Estep Score: -1372361.125000 Penalty: 3119.806641 Iteration 14Q: 3 clusters Score -1372361 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3205 members Mstep: Class 2 contains 11551 members Entering Unmasked Estep Score: -1372551.875000 Penalty: 3119.806641 Iteration 15Q: 3 clusters Score -1372552 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2948 members Mstep: Class 2 contains 11808 members Entering Unmasked Estep Score: -1372715.500000 Penalty: 3119.806641 Iteration 16Q: 3 clusters Score -1372716 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2705 members Mstep: Class 2 contains 12051 members Entering Unmasked Estep Score: -1372887.000000 Penalty: 3119.806641 Iteration 17Q: 3 clusters Score -1372887 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2479 members Mstep: Class 2 contains 12277 members Entering Unmasked Estep Score: -1373045.125000 Penalty: 3119.806641 Iteration 18Q: 3 clusters Score -1373045 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 12473 members Entering Unmasked Estep Score: -1373175.625000 Penalty: 3119.806641 Iteration 19Q: 3 clusters Score -1373176 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 12642 members Entering Unmasked Estep Score: -1373327.750000 Penalty: 3119.806641 Iteration 20F: 3 clusters Score -1373328 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 12822 members Entering Unmasked Estep Score: -1373519.625000 Penalty: 3119.806641 Iteration 21Q: 3 clusters Score -1373520 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 12991 members Entering Unmasked Estep Score: -1373687.625000 Penalty: 3119.806641 Iteration 22Q: 3 clusters Score -1373688 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 13123 members Entering Unmasked Estep Score: -1373803.250000 Penalty: 3119.806641 Iteration 23Q: 3 clusters Score -1373803 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 13218 members Entering Unmasked Estep Score: -1373879.375000 Penalty: 3119.806641 Iteration 24Q: 3 clusters Score -1373879 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 13283 members Entering Unmasked Estep Score: -1373918.125000 Penalty: 3119.806641 Iteration 25Q: 3 clusters Score -1373918 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 13334 members Entering Unmasked Estep Score: -1373958.250000 Penalty: 3119.806641 Iteration 26Q: 3 clusters Score -1373958 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 13385 members Entering Unmasked Estep Score: -1373981.250000 Penalty: 3119.806641 Iteration 27Q: 3 clusters Score -1373981 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 13413 members Entering Unmasked Estep Score: -1373998.500000 Penalty: 3119.806641 Iteration 28Q: 3 clusters Score -1373998 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 13442 members Entering Unmasked Estep Score: -1374014.250000 Penalty: 3119.806641 Iteration 29Q: 3 clusters Score -1374014 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 13476 members Entering Unmasked Estep Score: -1374025.625000 Penalty: 3119.806641 Iteration 30Q: 3 clusters Score -1374026 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 13502 members Entering Unmasked Estep Score: -1374035.125000 Penalty: 3119.806641 Iteration 31Q: 3 clusters Score -1374035 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 13519 members Entering Unmasked Estep Score: -1374041.625000 Penalty: 3119.806641 Iteration 32Q: 3 clusters Score -1374042 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 13529 members Entering Unmasked Estep Score: -1374045.000000 Penalty: 3119.806641 Iteration 33Q: 3 clusters Score -1374045 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 13537 members Entering Unmasked Estep Score: -1374048.750000 Penalty: 3119.806641 Iteration 34Q: 3 clusters Score -1374049 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 13542 members Entering Unmasked Estep Score: -1374051.125000 Penalty: 3119.806641 Iteration 35Q: 3 clusters Score -1374051 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 13549 members Entering Unmasked Estep Score: -1374055.125000 Penalty: 3119.806641 Iteration 36Q: 3 clusters Score -1374055 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 13551 members Entering Unmasked Estep Score: -1374054.250000 Penalty: 3119.806641 Iteration 37Q: 3 clusters Score -1374054 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 13553 members Entering Unmasked Estep Score: -1374056.500000 Penalty: 3119.806641 Iteration 38Q: 3 clusters Score -1374056 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 13553 members Entering Unmasked Estep Score: -1374056.500000 Penalty: 3119.806641 Iteration 39F: 3 clusters Score -1374056 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (34134 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34134 members Entering Unmasked Estep Score: -3277242.250000 Penalty: 1696.182983 Iteration 0F: 2 clusters Score -3277242 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17189 members Mstep: Class 2 contains 16945 members Entering Unmasked Estep Score: -3254350.250000 Penalty: 3392.365967 Iteration 0F: 3 clusters Score -3254350 nChanged 15850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17959 members Mstep: Class 2 contains 16175 members Entering Unmasked Estep Score: -3263114.250000 Penalty: 3392.365967 Iteration 1F: 3 clusters Score -3263114 nChanged 1425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18456 members Mstep: Class 2 contains 15678 members Entering Unmasked Estep Score: -3263573.500000 Penalty: 3392.365967 Iteration 2Q: 3 clusters Score -3263574 nChanged 1467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19175 members Mstep: Class 2 contains 14959 members Entering Unmasked Estep Score: -3264123.500000 Penalty: 3392.365967 Iteration 3Q: 3 clusters Score -3264124 nChanged 1649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20268 members Mstep: Class 2 contains 13866 members Entering Unmasked Estep Score: -3264829.500000 Penalty: 3392.365967 Iteration 4Q: 3 clusters Score -3264830 nChanged 1865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21771 members Mstep: Class 2 contains 12363 members Entering Unmasked Estep Score: -3265832.250000 Penalty: 3392.365967 Iteration 5F: 3 clusters Score -3265832 nChanged 2067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23644 members Mstep: Class 2 contains 10490 members Entering Unmasked Estep Score: -3267178.750000 Penalty: 3392.365967 Iteration 6F: 3 clusters Score -3267179 nChanged 2239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25757 members Mstep: Class 2 contains 8377 members Entering Unmasked Estep Score: -3268919.000000 Penalty: 3392.365967 Iteration 7F: 3 clusters Score -3268919 nChanged 2229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27888 members Mstep: Class 2 contains 6246 members Entering Unmasked Estep Score: -3270838.250000 Penalty: 3392.365967 Iteration 8F: 3 clusters Score -3270838 nChanged 1820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29658 members Mstep: Class 2 contains 4476 members Entering Unmasked Estep Score: -3272405.750000 Penalty: 3392.365967 Iteration 9F: 3 clusters Score -3272406 nChanged 1383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30999 members Mstep: Class 2 contains 3135 members Entering Unmasked Estep Score: -3273559.750000 Penalty: 3392.365967 Iteration 10Q: 3 clusters Score -3273560 nChanged 976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31927 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -3274388.500000 Penalty: 3392.365967 Iteration 11Q: 3 clusters Score -3274388 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32549 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -3274900.750000 Penalty: 3392.365967 Iteration 12Q: 3 clusters Score -3274901 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32930 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -3275211.250000 Penalty: 3392.365967 Iteration 13Q: 3 clusters Score -3275211 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33173 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -3275406.250000 Penalty: 3392.365967 Iteration 14Q: 3 clusters Score -3275406 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33334 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -3275525.250000 Penalty: 3392.365967 Iteration 15Q: 3 clusters Score -3275525 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33449 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -3275605.250000 Penalty: 3392.365967 Iteration 16Q: 3 clusters Score -3275605 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33512 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -3275641.000000 Penalty: 3392.365967 Iteration 17Q: 3 clusters Score -3275641 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33551 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -3275673.000000 Penalty: 3392.365967 Iteration 18Q: 3 clusters Score -3275673 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33580 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -3275693.250000 Penalty: 3392.365967 Iteration 19Q: 3 clusters Score -3275693 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33608 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -3275712.250000 Penalty: 3392.365967 Iteration 20F: 3 clusters Score -3275712 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33633 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -3275730.000000 Penalty: 3392.365967 Iteration 21Q: 3 clusters Score -3275730 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33659 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -3275754.750000 Penalty: 3392.365967 Iteration 22Q: 3 clusters Score -3275755 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33681 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -3275773.750000 Penalty: 3392.365967 Iteration 23Q: 3 clusters Score -3275774 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33693 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -3275781.250000 Penalty: 3392.365967 Iteration 24Q: 3 clusters Score -3275781 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33704 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -3275789.750000 Penalty: 3392.365967 Iteration 25Q: 3 clusters Score -3275790 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33717 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -3275794.500000 Penalty: 3392.365967 Iteration 26Q: 3 clusters Score -3275794 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33723 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -3275795.000000 Penalty: 3392.365967 Iteration 27Q: 3 clusters Score -3275795 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33728 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -3275797.500000 Penalty: 3392.365967 Iteration 28Q: 3 clusters Score -3275798 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33731 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -3275802.000000 Penalty: 3392.365967 Iteration 29Q: 3 clusters Score -3275802 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33731 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -3275804.250000 Penalty: 3392.365967 Iteration 30Q: 3 clusters Score -3275804 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33732 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -3275805.500000 Penalty: 3392.365967 Iteration 31Q: 3 clusters Score -3275806 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33733 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -3275806.250000 Penalty: 3392.365967 Iteration 32Q: 3 clusters Score -3275806 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33735 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -3275810.000000 Penalty: 3392.365967 Iteration 33Q: 3 clusters Score -3275810 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33736 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -3275806.750000 Penalty: 3392.365967 Iteration 34Q: 3 clusters Score -3275807 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33738 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -3275807.750000 Penalty: 3392.365967 Iteration 35Q: 3 clusters Score -3275808 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33739 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -3275809.250000 Penalty: 3392.365967 Iteration 36Q: 3 clusters Score -3275809 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33740 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -3275810.000000 Penalty: 3392.365967 Iteration 37Q: 3 clusters Score -3275810 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33740 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -3275810.000000 Penalty: 3392.365967 Iteration 38F: 3 clusters Score -3275810 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (2417 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2417 members Entering Unmasked Estep Score: -239745.078125 Penalty: 1265.920898 Iteration 0F: 2 clusters Score -239745.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -237394.156250 Penalty: 2531.841797 Iteration 0F: 3 clusters Score -237394.2 nChanged 870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -237912.343750 Penalty: 2531.841797 Iteration 1F: 3 clusters Score -237912.3 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -238040.750000 Penalty: 2531.841797 Iteration 2F: 3 clusters Score -238040.8 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -238117.906250 Penalty: 2531.841797 Iteration 3Q: 3 clusters Score -238117.9 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -238176.812500 Penalty: 2531.841797 Iteration 4Q: 3 clusters Score -238176.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -238227.515625 Penalty: 2531.841797 Iteration 5Q: 3 clusters Score -238227.5 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -238270.109375 Penalty: 2531.841797 Iteration 6Q: 3 clusters Score -238270.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -238313.718750 Penalty: 2531.841797 Iteration 7Q: 3 clusters Score -238313.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -238352.546875 Penalty: 2531.841797 Iteration 8Q: 3 clusters Score -238352.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -238395.875000 Penalty: 2531.841797 Iteration 9Q: 3 clusters Score -238395.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -238424.484375 Penalty: 2531.841797 Iteration 10Q: 3 clusters Score -238424.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -238450.203125 Penalty: 2531.841797 Iteration 11Q: 3 clusters Score -238450.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -238477.671875 Penalty: 2531.841797 Iteration 12Q: 3 clusters Score -238477.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -238500.703125 Penalty: 2531.841797 Iteration 13Q: 3 clusters Score -238500.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -238536.093750 Penalty: 2531.841797 Iteration 14Q: 3 clusters Score -238536.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -238571.109375 Penalty: 2531.841797 Iteration 15Q: 3 clusters Score -238571.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -238604.843750 Penalty: 2531.841797 Iteration 16Q: 3 clusters Score -238604.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -238622.625000 Penalty: 2531.841797 Iteration 17Q: 3 clusters Score -238622.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -238636.984375 Penalty: 2531.841797 Iteration 18Q: 3 clusters Score -238637 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -238646.687500 Penalty: 2531.841797 Iteration 19Q: 3 clusters Score -238646.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -238653.546875 Penalty: 2531.841797 Iteration 20F: 3 clusters Score -238653.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -238659.984375 Penalty: 2531.841797 Iteration 21Q: 3 clusters Score -238660 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -238666.734375 Penalty: 2531.841797 Iteration 22Q: 3 clusters Score -238666.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -238673.515625 Penalty: 2531.841797 Iteration 23Q: 3 clusters Score -238673.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -238678.578125 Penalty: 2531.841797 Iteration 24Q: 3 clusters Score -238678.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -238679.906250 Penalty: 2531.841797 Iteration 25Q: 3 clusters Score -238679.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -238680.984375 Penalty: 2531.841797 Iteration 26Q: 3 clusters Score -238681 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -238681.140625 Penalty: 2531.841797 Iteration 27Q: 3 clusters Score -238681.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -238681.140625 Penalty: 2531.841797 Iteration 28F: 3 clusters Score -238681.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (13272 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13272 members Entering Unmasked Estep Score: -1268558.500000 Penalty: 1542.679443 Iteration 0F: 2 clusters Score -1268558 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6630 members Mstep: Class 2 contains 6642 members Entering Unmasked Estep Score: -1259346.125000 Penalty: 3085.358887 Iteration 0F: 3 clusters Score -1259346 nChanged 5853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6839 members Mstep: Class 2 contains 6433 members Entering Unmasked Estep Score: -1262768.750000 Penalty: 3085.358887 Iteration 1F: 3 clusters Score -1262769 nChanged 1012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7027 members Mstep: Class 2 contains 6245 members Entering Unmasked Estep Score: -1263528.875000 Penalty: 3085.358887 Iteration 2F: 3 clusters Score -1263529 nChanged 1077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7406 members Mstep: Class 2 contains 5866 members Entering Unmasked Estep Score: -1264499.125000 Penalty: 3085.358887 Iteration 3F: 3 clusters Score -1264499 nChanged 1134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7942 members Mstep: Class 2 contains 5330 members Entering Unmasked Estep Score: -1265494.875000 Penalty: 3085.358887 Iteration 4F: 3 clusters Score -1265495 nChanged 1046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8470 members Mstep: Class 2 contains 4802 members Entering Unmasked Estep Score: -1266360.000000 Penalty: 3085.358887 Iteration 5F: 3 clusters Score -1266360 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8832 members Mstep: Class 2 contains 4440 members Entering Unmasked Estep Score: -1266891.000000 Penalty: 3085.358887 Iteration 6F: 3 clusters Score -1266891 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9060 members Mstep: Class 2 contains 4212 members Entering Unmasked Estep Score: -1267156.750000 Penalty: 3085.358887 Iteration 7Q: 3 clusters Score -1267157 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9178 members Mstep: Class 2 contains 4094 members Entering Unmasked Estep Score: -1267269.625000 Penalty: 3085.358887 Iteration 8Q: 3 clusters Score -1267270 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9282 members Mstep: Class 2 contains 3990 members Entering Unmasked Estep Score: -1267333.875000 Penalty: 3085.358887 Iteration 9Q: 3 clusters Score -1267334 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9380 members Mstep: Class 2 contains 3892 members Entering Unmasked Estep Score: -1267380.375000 Penalty: 3085.358887 Iteration 10Q: 3 clusters Score -1267380 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9448 members Mstep: Class 2 contains 3824 members Entering Unmasked Estep Score: -1267405.250000 Penalty: 3085.358887 Iteration 11Q: 3 clusters Score -1267405 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9528 members Mstep: Class 2 contains 3744 members Entering Unmasked Estep Score: -1267428.875000 Penalty: 3085.358887 Iteration 12Q: 3 clusters Score -1267429 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9600 members Mstep: Class 2 contains 3672 members Entering Unmasked Estep Score: -1267446.375000 Penalty: 3085.358887 Iteration 13Q: 3 clusters Score -1267446 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9658 members Mstep: Class 2 contains 3614 members Entering Unmasked Estep Score: -1267458.125000 Penalty: 3085.358887 Iteration 14Q: 3 clusters Score -1267458 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9712 members Mstep: Class 2 contains 3560 members Entering Unmasked Estep Score: -1267467.500000 Penalty: 3085.358887 Iteration 15Q: 3 clusters Score -1267468 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9754 members Mstep: Class 2 contains 3518 members Entering Unmasked Estep Score: -1267475.750000 Penalty: 3085.358887 Iteration 16Q: 3 clusters Score -1267476 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9795 members Mstep: Class 2 contains 3477 members Entering Unmasked Estep Score: -1267481.375000 Penalty: 3085.358887 Iteration 17Q: 3 clusters Score -1267481 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9835 members Mstep: Class 2 contains 3437 members Entering Unmasked Estep Score: -1267484.250000 Penalty: 3085.358887 Iteration 18Q: 3 clusters Score -1267484 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9866 members Mstep: Class 2 contains 3406 members Entering Unmasked Estep Score: -1267490.000000 Penalty: 3085.358887 Iteration 19Q: 3 clusters Score -1267490 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9914 members Mstep: Class 2 contains 3358 members Entering Unmasked Estep Score: -1267496.375000 Penalty: 3085.358887 Iteration 20F: 3 clusters Score -1267496 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9952 members Mstep: Class 2 contains 3320 members Entering Unmasked Estep Score: -1267503.250000 Penalty: 3085.358887 Iteration 21Q: 3 clusters Score -1267503 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9983 members Mstep: Class 2 contains 3289 members Entering Unmasked Estep Score: -1267509.375000 Penalty: 3085.358887 Iteration 22Q: 3 clusters Score -1267509 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10024 members Mstep: Class 2 contains 3248 members Entering Unmasked Estep Score: -1267514.375000 Penalty: 3085.358887 Iteration 23Q: 3 clusters Score -1267514 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10058 members Mstep: Class 2 contains 3214 members Entering Unmasked Estep Score: -1267517.000000 Penalty: 3085.358887 Iteration 24Q: 3 clusters Score -1267517 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10086 members Mstep: Class 2 contains 3186 members Entering Unmasked Estep Score: -1267524.250000 Penalty: 3085.358887 Iteration 25Q: 3 clusters Score -1267524 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10106 members Mstep: Class 2 contains 3166 members Entering Unmasked Estep Score: -1267527.500000 Penalty: 3085.358887 Iteration 26Q: 3 clusters Score -1267528 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10125 members Mstep: Class 2 contains 3147 members Entering Unmasked Estep Score: -1267528.375000 Penalty: 3085.358887 Iteration 27Q: 3 clusters Score -1267528 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10146 members Mstep: Class 2 contains 3126 members Entering Unmasked Estep Score: -1267530.625000 Penalty: 3085.358887 Iteration 28Q: 3 clusters Score -1267531 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10157 members Mstep: Class 2 contains 3115 members Entering Unmasked Estep Score: -1267528.625000 Penalty: 3085.358887 Iteration 29Q: 3 clusters Score -1267529 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10167 members Mstep: Class 2 contains 3105 members Entering Unmasked Estep Score: -1267532.250000 Penalty: 3085.358887 Iteration 30Q: 3 clusters Score -1267532 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10175 members Mstep: Class 2 contains 3097 members Entering Unmasked Estep Score: -1267535.250000 Penalty: 3085.358887 Iteration 31Q: 3 clusters Score -1267535 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10185 members Mstep: Class 2 contains 3087 members Entering Unmasked Estep Score: -1267536.000000 Penalty: 3085.358887 Iteration 32Q: 3 clusters Score -1267536 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10193 members Mstep: Class 2 contains 3079 members Entering Unmasked Estep Score: -1267537.250000 Penalty: 3085.358887 Iteration 33Q: 3 clusters Score -1267537 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10202 members Mstep: Class 2 contains 3070 members Entering Unmasked Estep Score: -1267540.875000 Penalty: 3085.358887 Iteration 34Q: 3 clusters Score -1267541 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10210 members Mstep: Class 2 contains 3062 members Entering Unmasked Estep Score: -1267538.875000 Penalty: 3085.358887 Iteration 35Q: 3 clusters Score -1267539 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10222 members Mstep: Class 2 contains 3050 members Entering Unmasked Estep Score: -1267541.750000 Penalty: 3085.358887 Iteration 36Q: 3 clusters Score -1267542 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10236 members Mstep: Class 2 contains 3036 members Entering Unmasked Estep Score: -1267547.625000 Penalty: 3085.358887 Iteration 37Q: 3 clusters Score -1267548 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10249 members Mstep: Class 2 contains 3023 members Entering Unmasked Estep Score: -1267549.500000 Penalty: 3085.358887 Iteration 38Q: 3 clusters Score -1267550 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10269 members Mstep: Class 2 contains 3003 members Entering Unmasked Estep Score: -1267552.625000 Penalty: 3085.358887 Iteration 39Q: 3 clusters Score -1267553 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10291 members Mstep: Class 2 contains 2981 members Entering Unmasked Estep Score: -1267558.250000 Penalty: 3085.358887 Iteration 40F: 3 clusters Score -1267558 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10314 members Mstep: Class 2 contains 2958 members Entering Unmasked Estep Score: -1267565.000000 Penalty: 3085.358887 Iteration 41Q: 3 clusters Score -1267565 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10338 members Mstep: Class 2 contains 2934 members Entering Unmasked Estep Score: -1267566.875000 Penalty: 3085.358887 Iteration 42Q: 3 clusters Score -1267567 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10371 members Mstep: Class 2 contains 2901 members Entering Unmasked Estep Score: -1267576.500000 Penalty: 3085.358887 Iteration 43Q: 3 clusters Score -1267576 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10401 members Mstep: Class 2 contains 2871 members Entering Unmasked Estep Score: -1267581.750000 Penalty: 3085.358887 Iteration 44Q: 3 clusters Score -1267582 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10433 members Mstep: Class 2 contains 2839 members Entering Unmasked Estep Score: -1267586.000000 Penalty: 3085.358887 Iteration 45Q: 3 clusters Score -1267586 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10474 members Mstep: Class 2 contains 2798 members Entering Unmasked Estep Score: -1267605.750000 Penalty: 3085.358887 Iteration 46Q: 3 clusters Score -1267606 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10530 members Mstep: Class 2 contains 2742 members Entering Unmasked Estep Score: -1267634.500000 Penalty: 3085.358887 Iteration 47Q: 3 clusters Score -1267634 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10605 members Mstep: Class 2 contains 2667 members Entering Unmasked Estep Score: -1267689.750000 Penalty: 3085.358887 Iteration 48Q: 3 clusters Score -1267690 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10688 members Mstep: Class 2 contains 2584 members Entering Unmasked Estep Score: -1267790.125000 Penalty: 3085.358887 Iteration 49Q: 3 clusters Score -1267790 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10785 members Mstep: Class 2 contains 2487 members Entering Unmasked Estep Score: -1267910.375000 Penalty: 3085.358887 Iteration 50Q: 3 clusters Score -1267910 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10874 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -1267980.375000 Penalty: 3085.358887 Iteration 51Q: 3 clusters Score -1267980 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10930 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -1268011.750000 Penalty: 3085.358887 Iteration 52Q: 3 clusters Score -1268012 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10979 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -1268028.500000 Penalty: 3085.358887 Iteration 53Q: 3 clusters Score -1268028 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11020 members Mstep: Class 2 contains 2252 members Entering Unmasked Estep Score: -1268040.500000 Penalty: 3085.358887 Iteration 54Q: 3 clusters Score -1268040 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11047 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -1268047.250000 Penalty: 3085.358887 Iteration 55Q: 3 clusters Score -1268047 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11075 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -1268058.375000 Penalty: 3085.358887 Iteration 56Q: 3 clusters Score -1268058 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11100 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -1268060.375000 Penalty: 3085.358887 Iteration 57Q: 3 clusters Score -1268060 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11117 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -1268066.125000 Penalty: 3085.358887 Iteration 58Q: 3 clusters Score -1268066 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11135 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -1268067.125000 Penalty: 3085.358887 Iteration 59Q: 3 clusters Score -1268067 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11150 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -1268069.000000 Penalty: 3085.358887 Iteration 60F: 3 clusters Score -1268069 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11165 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -1268073.750000 Penalty: 3085.358887 Iteration 61Q: 3 clusters Score -1268074 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11177 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -1268074.250000 Penalty: 3085.358887 Iteration 62Q: 3 clusters Score -1268074 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11190 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -1268074.750000 Penalty: 3085.358887 Iteration 63Q: 3 clusters Score -1268075 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11198 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -1268078.375000 Penalty: 3085.358887 Iteration 64Q: 3 clusters Score -1268078 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11204 members Mstep: Class 2 contains 2068 members Entering Unmasked Estep Score: -1268079.875000 Penalty: 3085.358887 Iteration 65Q: 3 clusters Score -1268080 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11213 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -1268080.500000 Penalty: 3085.358887 Iteration 66Q: 3 clusters Score -1268080 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11220 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -1268078.750000 Penalty: 3085.358887 Iteration 67Q: 3 clusters Score -1268079 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11225 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -1268083.125000 Penalty: 3085.358887 Iteration 68Q: 3 clusters Score -1268083 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11226 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -1268080.875000 Penalty: 3085.358887 Iteration 69Q: 3 clusters Score -1268081 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11227 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -1268081.750000 Penalty: 3085.358887 Iteration 70Q: 3 clusters Score -1268082 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11228 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -1268081.000000 Penalty: 3085.358887 Iteration 71Q: 3 clusters Score -1268081 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11230 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -1268084.000000 Penalty: 3085.358887 Iteration 72Q: 3 clusters Score -1268084 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11232 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -1268083.750000 Penalty: 3085.358887 Iteration 73Q: 3 clusters Score -1268084 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11235 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -1268086.125000 Penalty: 3085.358887 Iteration 74Q: 3 clusters Score -1268086 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11236 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -1268087.125000 Penalty: 3085.358887 Iteration 75Q: 3 clusters Score -1268087 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11238 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -1268087.250000 Penalty: 3085.358887 Iteration 76Q: 3 clusters Score -1268087 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11238 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -1268087.250000 Penalty: 3085.358887 Iteration 77F: 3 clusters Score -1268087 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (143117 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143117 members Entering Unmasked Estep Score: -14249740.000000 Penalty: 1929.105469 Iteration 0F: 2 clusters Score -1.424974e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71423 members Mstep: Class 2 contains 71694 members Entering Unmasked Estep Score: -14154273.000000 Penalty: 3858.210938 Iteration 0F: 3 clusters Score -1.415427e+07 nChanged 68949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68582 members Mstep: Class 2 contains 74535 members Entering Unmasked Estep Score: -14194525.000000 Penalty: 3858.210938 Iteration 1F: 3 clusters Score -1.419452e+07 nChanged 4372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66454 members Mstep: Class 2 contains 76663 members Entering Unmasked Estep Score: -14195527.000000 Penalty: 3858.210938 Iteration 2Q: 3 clusters Score -1.419553e+07 nChanged 5127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63109 members Mstep: Class 2 contains 80008 members Entering Unmasked Estep Score: -14197078.000000 Penalty: 3858.210938 Iteration 3Q: 3 clusters Score -1.419708e+07 nChanged 6568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57985 members Mstep: Class 2 contains 85132 members Entering Unmasked Estep Score: -14199784.000000 Penalty: 3858.210938 Iteration 4Q: 3 clusters Score -1.419978e+07 nChanged 8541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50414 members Mstep: Class 2 contains 92703 members Entering Unmasked Estep Score: -14204636.000000 Penalty: 3858.210938 Iteration 5F: 3 clusters Score -1.420464e+07 nChanged 10416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40658 members Mstep: Class 2 contains 102459 members Entering Unmasked Estep Score: -14211754.000000 Penalty: 3858.210938 Iteration 6F: 3 clusters Score -1.421175e+07 nChanged 11274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29738 members Mstep: Class 2 contains 113379 members Entering Unmasked Estep Score: -14221044.000000 Penalty: 3858.210938 Iteration 7F: 3 clusters Score -1.422104e+07 nChanged 10398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19452 members Mstep: Class 2 contains 123665 members Entering Unmasked Estep Score: -14230658.000000 Penalty: 3858.210938 Iteration 8F: 3 clusters Score -1.423066e+07 nChanged 7761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11741 members Mstep: Class 2 contains 131376 members Entering Unmasked Estep Score: -14238265.000000 Penalty: 3858.210938 Iteration 9F: 3 clusters Score -1.423826e+07 nChanged 4676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7081 members Mstep: Class 2 contains 136036 members Entering Unmasked Estep Score: -14242656.000000 Penalty: 3858.210938 Iteration 10Q: 3 clusters Score -1.424266e+07 nChanged 2653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4442 members Mstep: Class 2 contains 138675 members Entering Unmasked Estep Score: -14244948.000000 Penalty: 3858.210938 Iteration 11Q: 3 clusters Score -1.424495e+07 nChanged 1481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2971 members Mstep: Class 2 contains 140146 members Entering Unmasked Estep Score: -14246265.000000 Penalty: 3858.210938 Iteration 12Q: 3 clusters Score -1.424626e+07 nChanged 906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 141028 members Entering Unmasked Estep Score: -14246940.000000 Penalty: 3858.210938 Iteration 13Q: 3 clusters Score -1.424694e+07 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 141552 members Entering Unmasked Estep Score: -14247343.000000 Penalty: 3858.210938 Iteration 14Q: 3 clusters Score -1.424734e+07 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 141872 members Entering Unmasked Estep Score: -14247585.000000 Penalty: 3858.210938 Iteration 15Q: 3 clusters Score -1.424758e+07 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 142100 members Entering Unmasked Estep Score: -14247761.000000 Penalty: 3858.210938 Iteration 16Q: 3 clusters Score -1.424776e+07 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 142239 members Entering Unmasked Estep Score: -14247834.000000 Penalty: 3858.210938 Iteration 17Q: 3 clusters Score -1.424783e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 142333 members Entering Unmasked Estep Score: -14247886.000000 Penalty: 3858.210938 Iteration 18Q: 3 clusters Score -1.424789e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 142394 members Entering Unmasked Estep Score: -14247918.000000 Penalty: 3858.210938 Iteration 19Q: 3 clusters Score -1.424792e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 142447 members Entering Unmasked Estep Score: -14247942.000000 Penalty: 3858.210938 Iteration 20F: 3 clusters Score -1.424794e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 142481 members Entering Unmasked Estep Score: -14247974.000000 Penalty: 3858.210938 Iteration 21Q: 3 clusters Score -1.424797e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 142505 members Entering Unmasked Estep Score: -14247987.000000 Penalty: 3858.210938 Iteration 22Q: 3 clusters Score -1.424799e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 142525 members Entering Unmasked Estep Score: -14248004.000000 Penalty: 3858.210938 Iteration 23Q: 3 clusters Score -1.4248e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 142547 members Entering Unmasked Estep Score: -14248023.000000 Penalty: 3858.210938 Iteration 24Q: 3 clusters Score -1.424802e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 142565 members Entering Unmasked Estep Score: -14248040.000000 Penalty: 3858.210938 Iteration 25Q: 3 clusters Score -1.424804e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 142579 members Entering Unmasked Estep Score: -14248063.000000 Penalty: 3858.210938 Iteration 26Q: 3 clusters Score -1.424806e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 142595 members Entering Unmasked Estep Score: -14248058.000000 Penalty: 3858.210938 Iteration 27Q: 3 clusters Score -1.424806e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 142610 members Entering Unmasked Estep Score: -14248080.000000 Penalty: 3858.210938 Iteration 28Q: 3 clusters Score -1.424808e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 142616 members Entering Unmasked Estep Score: -14248078.000000 Penalty: 3858.210938 Iteration 29Q: 3 clusters Score -1.424808e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 142619 members Entering Unmasked Estep Score: -14248076.000000 Penalty: 3858.210938 Iteration 30Q: 3 clusters Score -1.424808e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 142621 members Entering Unmasked Estep Score: -14248082.000000 Penalty: 3858.210938 Iteration 31Q: 3 clusters Score -1.424808e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 142624 members Entering Unmasked Estep Score: -14248084.000000 Penalty: 3858.210938 Iteration 32Q: 3 clusters Score -1.424808e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 142626 members Entering Unmasked Estep Score: -14248093.000000 Penalty: 3858.210938 Iteration 33Q: 3 clusters Score -1.424809e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 142626 members Entering Unmasked Estep Score: -14248095.000000 Penalty: 3858.210938 Iteration 34Q: 3 clusters Score -1.42481e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 142631 members Entering Unmasked Estep Score: -14248105.000000 Penalty: 3858.210938 Iteration 35Q: 3 clusters Score -1.42481e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 142633 members Entering Unmasked Estep Score: -14248104.000000 Penalty: 3858.210938 Iteration 36Q: 3 clusters Score -1.42481e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 142637 members Entering Unmasked Estep Score: -14248112.000000 Penalty: 3858.210938 Iteration 37Q: 3 clusters Score -1.424811e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 142638 members Entering Unmasked Estep Score: -14248114.000000 Penalty: 3858.210938 Iteration 38Q: 3 clusters Score -1.424811e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 142643 members Entering Unmasked Estep Score: -14248117.000000 Penalty: 3858.210938 Iteration 39Q: 3 clusters Score -1.424812e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 142650 members Entering Unmasked Estep Score: -14248108.000000 Penalty: 3858.210938 Iteration 40F: 3 clusters Score -1.424811e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 142655 members Entering Unmasked Estep Score: -14248117.000000 Penalty: 3858.210938 Iteration 41Q: 3 clusters Score -1.424812e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 142655 members Entering Unmasked Estep Score: -14248123.000000 Penalty: 3858.210938 Iteration 42Q: 3 clusters Score -1.424812e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 142658 members Entering Unmasked Estep Score: -14248133.000000 Penalty: 3858.210938 Iteration 43Q: 3 clusters Score -1.424813e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 142661 members Entering Unmasked Estep Score: -14248132.000000 Penalty: 3858.210938 Iteration 44Q: 3 clusters Score -1.424813e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 142662 members Entering Unmasked Estep Score: -14248132.000000 Penalty: 3858.210938 Iteration 45Q: 3 clusters Score -1.424813e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 142663 members Entering Unmasked Estep Score: -14248124.000000 Penalty: 3858.210938 Iteration 46Q: 3 clusters Score -1.424812e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 142664 members Entering Unmasked Estep Score: -14248129.000000 Penalty: 3858.210938 Iteration 47Q: 3 clusters Score -1.424813e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 142664 members Entering Unmasked Estep Score: -14248129.000000 Penalty: 3858.210938 Iteration 48F: 3 clusters Score -1.424813e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1305 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Entering Unmasked Estep Score: -124052.218750 Penalty: 1165.768188 Iteration 0F: 2 clusters Score -124052.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -122450.742188 Penalty: 2331.536377 Iteration 0F: 3 clusters Score -122450.7 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -122814.500000 Penalty: 2331.536377 Iteration 1F: 3 clusters Score -122814.5 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -122931.218750 Penalty: 2331.536377 Iteration 2F: 3 clusters Score -122931.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -123001.281250 Penalty: 2331.536377 Iteration 3F: 3 clusters Score -123001.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -123057.742188 Penalty: 2331.536377 Iteration 4Q: 3 clusters Score -123057.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -123114.289062 Penalty: 2331.536377 Iteration 5Q: 3 clusters Score -123114.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -123181.484375 Penalty: 2331.536377 Iteration 6Q: 3 clusters Score -123181.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -123254.796875 Penalty: 2331.536377 Iteration 7Q: 3 clusters Score -123254.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -123326.765625 Penalty: 2331.536377 Iteration 8Q: 3 clusters Score -123326.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -123371.992188 Penalty: 2331.536377 Iteration 9Q: 3 clusters Score -123372 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -123407.906250 Penalty: 2331.536377 Iteration 10Q: 3 clusters Score -123407.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -123439.414062 Penalty: 2331.536377 Iteration 11Q: 3 clusters Score -123439.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -123456.812500 Penalty: 2331.536377 Iteration 12Q: 3 clusters Score -123456.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -123477.304688 Penalty: 2331.536377 Iteration 13Q: 3 clusters Score -123477.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -123495.492188 Penalty: 2331.536377 Iteration 14Q: 3 clusters Score -123495.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -123505.882812 Penalty: 2331.536377 Iteration 15Q: 3 clusters Score -123505.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -123510.781250 Penalty: 2331.536377 Iteration 16Q: 3 clusters Score -123510.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -123515.257812 Penalty: 2331.536377 Iteration 17Q: 3 clusters Score -123515.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -123516.632812 Penalty: 2331.536377 Iteration 18Q: 3 clusters Score -123516.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -123516.632812 Penalty: 2331.536377 Iteration 19F: 3 clusters Score -123516.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (9831 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9831 members Entering Unmasked Estep Score: -911915.750000 Penalty: 1493.910522 Iteration 0F: 2 clusters Score -911915.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4858 members Mstep: Class 2 contains 4973 members Entering Unmasked Estep Score: -904877.312500 Penalty: 2987.821045 Iteration 0F: 3 clusters Score -904877.3 nChanged 4258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4538 members Mstep: Class 2 contains 5293 members Entering Unmasked Estep Score: -907272.750000 Penalty: 2987.821045 Iteration 1F: 3 clusters Score -907272.8 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4304 members Mstep: Class 2 contains 5527 members Entering Unmasked Estep Score: -907603.812500 Penalty: 2987.821045 Iteration 2F: 3 clusters Score -907603.8 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3998 members Mstep: Class 2 contains 5833 members Entering Unmasked Estep Score: -907916.500000 Penalty: 2987.821045 Iteration 3F: 3 clusters Score -907916.5 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3690 members Mstep: Class 2 contains 6141 members Entering Unmasked Estep Score: -908270.937500 Penalty: 2987.821045 Iteration 4F: 3 clusters Score -908270.9 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3361 members Mstep: Class 2 contains 6470 members Entering Unmasked Estep Score: -908674.875000 Penalty: 2987.821045 Iteration 5F: 3 clusters Score -908674.9 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3061 members Mstep: Class 2 contains 6770 members Entering Unmasked Estep Score: -909088.625000 Penalty: 2987.821045 Iteration 6F: 3 clusters Score -909088.6 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2804 members Mstep: Class 2 contains 7027 members Entering Unmasked Estep Score: -909481.625000 Penalty: 2987.821045 Iteration 7F: 3 clusters Score -909481.6 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2582 members Mstep: Class 2 contains 7249 members Entering Unmasked Estep Score: -909887.687500 Penalty: 2987.821045 Iteration 8Q: 3 clusters Score -909887.7 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 7420 members Entering Unmasked Estep Score: -910330.187500 Penalty: 2987.821045 Iteration 9Q: 3 clusters Score -910330.2 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 7527 members Entering Unmasked Estep Score: -910684.625000 Penalty: 2987.821045 Iteration 10Q: 3 clusters Score -910684.6 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 7606 members Entering Unmasked Estep Score: -910880.625000 Penalty: 2987.821045 Iteration 11Q: 3 clusters Score -910880.6 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 7663 members Entering Unmasked Estep Score: -910966.187500 Penalty: 2987.821045 Iteration 12Q: 3 clusters Score -910966.2 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 7701 members Entering Unmasked Estep Score: -911006.750000 Penalty: 2987.821045 Iteration 13Q: 3 clusters Score -911006.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 7725 members Entering Unmasked Estep Score: -911031.250000 Penalty: 2987.821045 Iteration 14Q: 3 clusters Score -911031.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 7736 members Entering Unmasked Estep Score: -911041.125000 Penalty: 2987.821045 Iteration 15Q: 3 clusters Score -911041.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 7748 members Entering Unmasked Estep Score: -911047.062500 Penalty: 2987.821045 Iteration 16Q: 3 clusters Score -911047.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 7752 members Entering Unmasked Estep Score: -911048.750000 Penalty: 2987.821045 Iteration 17Q: 3 clusters Score -911048.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 7751 members Entering Unmasked Estep Score: -911049.312500 Penalty: 2987.821045 Iteration 18Q: 3 clusters Score -911049.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 7748 members Entering Unmasked Estep Score: -911049.562500 Penalty: 2987.821045 Iteration 19Q: 3 clusters Score -911049.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 7747 members Entering Unmasked Estep Score: -911050.937500 Penalty: 2987.821045 Iteration 20F: 3 clusters Score -911050.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 7746 members Entering Unmasked Estep Score: -911050.437500 Penalty: 2987.821045 Iteration 21Q: 3 clusters Score -911050.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 7746 members Entering Unmasked Estep Score: -911050.437500 Penalty: 2987.821045 Iteration 22F: 3 clusters Score -911050.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (2022 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Entering Unmasked Estep Score: -186769.593750 Penalty: 1236.924438 Iteration 0F: 2 clusters Score -186769.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -184684.234375 Penalty: 2473.848877 Iteration 0F: 3 clusters Score -184684.2 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -185130.578125 Penalty: 2473.848877 Iteration 1F: 3 clusters Score -185130.6 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -185212.750000 Penalty: 2473.848877 Iteration 2F: 3 clusters Score -185212.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -185257.531250 Penalty: 2473.848877 Iteration 3Q: 3 clusters Score -185257.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -185281.562500 Penalty: 2473.848877 Iteration 4Q: 3 clusters Score -185281.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -185299.328125 Penalty: 2473.848877 Iteration 5Q: 3 clusters Score -185299.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -185309.984375 Penalty: 2473.848877 Iteration 6Q: 3 clusters Score -185310 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -185325.500000 Penalty: 2473.848877 Iteration 7Q: 3 clusters Score -185325.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -185339.875000 Penalty: 2473.848877 Iteration 8Q: 3 clusters Score -185339.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -185356.015625 Penalty: 2473.848877 Iteration 9Q: 3 clusters Score -185356 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -185372.531250 Penalty: 2473.848877 Iteration 10Q: 3 clusters Score -185372.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -185385.031250 Penalty: 2473.848877 Iteration 11Q: 3 clusters Score -185385 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -185400.421875 Penalty: 2473.848877 Iteration 12Q: 3 clusters Score -185400.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -185412.406250 Penalty: 2473.848877 Iteration 13Q: 3 clusters Score -185412.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -185418.921875 Penalty: 2473.848877 Iteration 14Q: 3 clusters Score -185418.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -185424.234375 Penalty: 2473.848877 Iteration 15Q: 3 clusters Score -185424.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -185428.265625 Penalty: 2473.848877 Iteration 16Q: 3 clusters Score -185428.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -185430.921875 Penalty: 2473.848877 Iteration 17Q: 3 clusters Score -185430.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -185432.765625 Penalty: 2473.848877 Iteration 18Q: 3 clusters Score -185432.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -185434.484375 Penalty: 2473.848877 Iteration 19Q: 3 clusters Score -185434.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -185437.796875 Penalty: 2473.848877 Iteration 20F: 3 clusters Score -185437.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -185442.468750 Penalty: 2473.848877 Iteration 21Q: 3 clusters Score -185442.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -185447.781250 Penalty: 2473.848877 Iteration 22Q: 3 clusters Score -185447.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -185451.812500 Penalty: 2473.848877 Iteration 23Q: 3 clusters Score -185451.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -185453.218750 Penalty: 2473.848877 Iteration 24Q: 3 clusters Score -185453.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -185454.828125 Penalty: 2473.848877 Iteration 25Q: 3 clusters Score -185454.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -185454.921875 Penalty: 2473.848877 Iteration 26Q: 3 clusters Score -185454.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -185454.921875 Penalty: 2473.848877 Iteration 27F: 3 clusters Score -185454.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (3097 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3097 members Entering Unmasked Estep Score: -271613.968750 Penalty: 1306.205688 Iteration 0F: 2 clusters Score -271614 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -268825.375000 Penalty: 2612.411377 Iteration 0F: 3 clusters Score -268825.4 nChanged 1157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -269525.000000 Penalty: 2612.411377 Iteration 1F: 3 clusters Score -269525 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -269662.218750 Penalty: 2612.411377 Iteration 2F: 3 clusters Score -269662.2 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -269751.062500 Penalty: 2612.411377 Iteration 3Q: 3 clusters Score -269751.1 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -269827.125000 Penalty: 2612.411377 Iteration 4Q: 3 clusters Score -269827.1 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -269895.281250 Penalty: 2612.411377 Iteration 5Q: 3 clusters Score -269895.3 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -269945.562500 Penalty: 2612.411377 Iteration 6Q: 3 clusters Score -269945.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -269992.656250 Penalty: 2612.411377 Iteration 7Q: 3 clusters Score -269992.7 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -270025.312500 Penalty: 2612.411377 Iteration 8Q: 3 clusters Score -270025.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -270059.312500 Penalty: 2612.411377 Iteration 9Q: 3 clusters Score -270059.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -270095.656250 Penalty: 2612.411377 Iteration 10Q: 3 clusters Score -270095.7 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -270145.968750 Penalty: 2612.411377 Iteration 11Q: 3 clusters Score -270146 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -270207.625000 Penalty: 2612.411377 Iteration 12Q: 3 clusters Score -270207.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -270266.718750 Penalty: 2612.411377 Iteration 13Q: 3 clusters Score -270266.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -270327.968750 Penalty: 2612.411377 Iteration 14Q: 3 clusters Score -270328 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -270389.875000 Penalty: 2612.411377 Iteration 15Q: 3 clusters Score -270389.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -270435.312500 Penalty: 2612.411377 Iteration 16Q: 3 clusters Score -270435.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 2088 members Entering Unmasked Estep Score: -270458.906250 Penalty: 2612.411377 Iteration 17Q: 3 clusters Score -270458.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -270478.468750 Penalty: 2612.411377 Iteration 18Q: 3 clusters Score -270478.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -270497.281250 Penalty: 2612.411377 Iteration 19Q: 3 clusters Score -270497.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -270507.718750 Penalty: 2612.411377 Iteration 20F: 3 clusters Score -270507.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -270514.437500 Penalty: 2612.411377 Iteration 21Q: 3 clusters Score -270514.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 2108 members Entering Unmasked Estep Score: -270524.312500 Penalty: 2612.411377 Iteration 22Q: 3 clusters Score -270524.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -270530.687500 Penalty: 2612.411377 Iteration 23Q: 3 clusters Score -270530.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -270537.000000 Penalty: 2612.411377 Iteration 24Q: 3 clusters Score -270537 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 2108 members Entering Unmasked Estep Score: -270541.031250 Penalty: 2612.411377 Iteration 25Q: 3 clusters Score -270541 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -270543.812500 Penalty: 2612.411377 Iteration 26Q: 3 clusters Score -270543.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 2108 members Entering Unmasked Estep Score: -270546.031250 Penalty: 2612.411377 Iteration 27Q: 3 clusters Score -270546 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -270548.250000 Penalty: 2612.411377 Iteration 28Q: 3 clusters Score -270548.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -270550.968750 Penalty: 2612.411377 Iteration 29Q: 3 clusters Score -270551 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -270551.312500 Penalty: 2612.411377 Iteration 30Q: 3 clusters Score -270551.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 2108 members Entering Unmasked Estep Score: -270551.593750 Penalty: 2612.411377 Iteration 31Q: 3 clusters Score -270551.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -270552.031250 Penalty: 2612.411377 Iteration 32Q: 3 clusters Score -270552 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -270552.343750 Penalty: 2612.411377 Iteration 33Q: 3 clusters Score -270552.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -270552.343750 Penalty: 2612.411377 Iteration 34F: 3 clusters Score -270552.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (451 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Entering Unmasked Estep Score: -38727.554688 Penalty: 993.113464 Iteration 0F: 2 clusters Score -38727.55 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -37751.335938 Penalty: 1986.226929 Iteration 0F: 3 clusters Score -37751.34 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -37942.281250 Penalty: 1986.226929 Iteration 1F: 3 clusters Score -37942.28 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -37996.828125 Penalty: 1986.226929 Iteration 2F: 3 clusters Score -37996.83 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -38038.230469 Penalty: 1986.226929 Iteration 3Q: 3 clusters Score -38038.23 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -38093.003906 Penalty: 1986.226929 Iteration 4Q: 3 clusters Score -38093 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -38167.312500 Penalty: 1986.226929 Iteration 5Q: 3 clusters Score -38167.31 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -38234.777344 Penalty: 1986.226929 Iteration 6Q: 3 clusters Score -38234.78 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -38269.960938 Penalty: 1986.226929 Iteration 7Q: 3 clusters Score -38269.96 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -38286.562500 Penalty: 1986.226929 Iteration 8Q: 3 clusters Score -38286.56 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -38304.609375 Penalty: 1986.226929 Iteration 9Q: 3 clusters Score -38304.61 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -38337.820312 Penalty: 1986.226929 Iteration 10Q: 3 clusters Score -38337.82 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -38367.097656 Penalty: 1986.226929 Iteration 11Q: 3 clusters Score -38367.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -38395.234375 Penalty: 1986.226929 Iteration 12Q: 3 clusters Score -38395.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -38401.066406 Penalty: 1986.226929 Iteration 13Q: 3 clusters Score -38401.07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -38407.277344 Penalty: 1986.226929 Iteration 14Q: 3 clusters Score -38407.28 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -38434.437500 Penalty: 1986.226929 Iteration 15Q: 3 clusters Score -38434.44 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -38445.515625 Penalty: 1986.226929 Iteration 16Q: 3 clusters Score -38445.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -38464.367188 Penalty: 1986.226929 Iteration 17Q: 3 clusters Score -38464.37 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -38470.609375 Penalty: 1986.226929 Iteration 18Q: 3 clusters Score -38470.61 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -38479.738281 Penalty: 1986.226929 Iteration 19Q: 3 clusters Score -38479.74 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -38479.738281 Penalty: 1986.226929 Iteration 20F: 3 clusters Score -38479.74 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (91241 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91241 members Entering Unmasked Estep Score: -9111721.000000 Penalty: 1855.954712 Iteration 0F: 2 clusters Score -9111721 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45361 members Mstep: Class 2 contains 45880 members Entering Unmasked Estep Score: -9050966.000000 Penalty: 3711.909424 Iteration 0F: 3 clusters Score -9050966 nChanged 43363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42412 members Mstep: Class 2 contains 48829 members Entering Unmasked Estep Score: -9076022.000000 Penalty: 3711.909424 Iteration 1F: 3 clusters Score -9076022 nChanged 3252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40456 members Mstep: Class 2 contains 50785 members Entering Unmasked Estep Score: -9077055.000000 Penalty: 3711.909424 Iteration 2Q: 3 clusters Score -9077055 nChanged 3638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37546 members Mstep: Class 2 contains 53695 members Entering Unmasked Estep Score: -9078488.000000 Penalty: 3711.909424 Iteration 3Q: 3 clusters Score -9078488 nChanged 4698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33120 members Mstep: Class 2 contains 58121 members Entering Unmasked Estep Score: -9081026.000000 Penalty: 3711.909424 Iteration 4F: 3 clusters Score -9081026 nChanged 6343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26835 members Mstep: Class 2 contains 64406 members Entering Unmasked Estep Score: -9085340.000000 Penalty: 3711.909424 Iteration 5F: 3 clusters Score -9085340 nChanged 8017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18826 members Mstep: Class 2 contains 72415 members Entering Unmasked Estep Score: -9092094.000000 Penalty: 3711.909424 Iteration 6F: 3 clusters Score -9092094 nChanged 8399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10431 members Mstep: Class 2 contains 80810 members Entering Unmasked Estep Score: -9100192.000000 Penalty: 3711.909424 Iteration 7F: 3 clusters Score -9100192 nChanged 6144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4287 members Mstep: Class 2 contains 86954 members Entering Unmasked Estep Score: -9106247.000000 Penalty: 3711.909424 Iteration 8F: 3 clusters Score -9106247 nChanged 2814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 89766 members Entering Unmasked Estep Score: -9108836.000000 Penalty: 3711.909424 Iteration 9Q: 3 clusters Score -9108836 nChanged 941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 90707 members Entering Unmasked Estep Score: -9109652.000000 Penalty: 3711.909424 Iteration 10Q: 3 clusters Score -9109652 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 90975 members Entering Unmasked Estep Score: -9109931.000000 Penalty: 3711.909424 Iteration 11Q: 3 clusters Score -9109931 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 91048 members Entering Unmasked Estep Score: -9110011.000000 Penalty: 3711.909424 Iteration 12Q: 3 clusters Score -9110011 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 91067 members Entering Unmasked Estep Score: -9110048.000000 Penalty: 3711.909424 Iteration 13Q: 3 clusters Score -9110048 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 91074 members Entering Unmasked Estep Score: -9110066.000000 Penalty: 3711.909424 Iteration 14Q: 3 clusters Score -9110066 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 91080 members Entering Unmasked Estep Score: -9110075.000000 Penalty: 3711.909424 Iteration 15Q: 3 clusters Score -9110075 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 91083 members Entering Unmasked Estep Score: -9110076.000000 Penalty: 3711.909424 Iteration 16Q: 3 clusters Score -9110076 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 91086 members Entering Unmasked Estep Score: -9110084.000000 Penalty: 3711.909424 Iteration 17Q: 3 clusters Score -9110084 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 91089 members Entering Unmasked Estep Score: -9110087.000000 Penalty: 3711.909424 Iteration 18Q: 3 clusters Score -9110087 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 91091 members Entering Unmasked Estep Score: -9110085.000000 Penalty: 3711.909424 Iteration 19Q: 3 clusters Score -9110085 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 91089 members Entering Unmasked Estep Score: -9110091.000000 Penalty: 3711.909424 Iteration 20F: 3 clusters Score -9110091 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 91090 members Entering Unmasked Estep Score: -9110089.000000 Penalty: 3711.909424 Iteration 21Q: 3 clusters Score -9110089 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 91091 members Entering Unmasked Estep Score: -9110096.000000 Penalty: 3711.909424 Iteration 22Q: 3 clusters Score -9110096 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 91091 members Entering Unmasked Estep Score: -9110096.000000 Penalty: 3711.909424 Iteration 23F: 3 clusters Score -9110096 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (923 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Entering Unmasked Estep Score: -79891.109375 Penalty: 1109.489746 Iteration 0F: 2 clusters Score -79891.11 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -78522.960938 Penalty: 2218.979492 Iteration 0F: 3 clusters Score -78522.96 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -78811.164062 Penalty: 2218.979492 Iteration 1F: 3 clusters Score -78811.16 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -78912.695312 Penalty: 2218.979492 Iteration 2F: 3 clusters Score -78912.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -78959.937500 Penalty: 2218.979492 Iteration 3F: 3 clusters Score -78959.94 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -79007.054688 Penalty: 2218.979492 Iteration 4Q: 3 clusters Score -79007.05 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -79046.101562 Penalty: 2218.979492 Iteration 5Q: 3 clusters Score -79046.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -79079.851562 Penalty: 2218.979492 Iteration 6Q: 3 clusters Score -79079.85 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -79095.148438 Penalty: 2218.979492 Iteration 7Q: 3 clusters Score -79095.15 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -79113.953125 Penalty: 2218.979492 Iteration 8Q: 3 clusters Score -79113.95 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -79131.531250 Penalty: 2218.979492 Iteration 9Q: 3 clusters Score -79131.53 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -79153.539062 Penalty: 2218.979492 Iteration 10Q: 3 clusters Score -79153.54 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -79176.382812 Penalty: 2218.979492 Iteration 11Q: 3 clusters Score -79176.38 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -79195.976562 Penalty: 2218.979492 Iteration 12Q: 3 clusters Score -79195.98 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -79207.062500 Penalty: 2218.979492 Iteration 13Q: 3 clusters Score -79207.06 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -79221.265625 Penalty: 2218.979492 Iteration 14Q: 3 clusters Score -79221.27 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -79238.468750 Penalty: 2218.979492 Iteration 15Q: 3 clusters Score -79238.47 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -79253.062500 Penalty: 2218.979492 Iteration 16Q: 3 clusters Score -79253.06 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -79269.695312 Penalty: 2218.979492 Iteration 17Q: 3 clusters Score -79269.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -79283.742188 Penalty: 2218.979492 Iteration 18Q: 3 clusters Score -79283.74 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -79289.148438 Penalty: 2218.979492 Iteration 19Q: 3 clusters Score -79289.15 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -79298.375000 Penalty: 2218.979492 Iteration 20F: 3 clusters Score -79298.38 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -79314.554688 Penalty: 2218.979492 Iteration 21Q: 3 clusters Score -79314.55 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -79335.843750 Penalty: 2218.979492 Iteration 22Q: 3 clusters Score -79335.84 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -79358.062500 Penalty: 2218.979492 Iteration 23Q: 3 clusters Score -79358.06 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -79389.609375 Penalty: 2218.979492 Iteration 24Q: 3 clusters Score -79389.61 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -79426.867188 Penalty: 2218.979492 Iteration 25Q: 3 clusters Score -79426.87 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -79440.437500 Penalty: 2218.979492 Iteration 26Q: 3 clusters Score -79440.44 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -79446.906250 Penalty: 2218.979492 Iteration 27Q: 3 clusters Score -79446.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -79450.484375 Penalty: 2218.979492 Iteration 28Q: 3 clusters Score -79450.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -79456.195312 Penalty: 2218.979492 Iteration 29Q: 3 clusters Score -79456.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -79461.687500 Penalty: 2218.979492 Iteration 30Q: 3 clusters Score -79461.69 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -79466.765625 Penalty: 2218.979492 Iteration 31Q: 3 clusters Score -79466.77 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -79469.632812 Penalty: 2218.979492 Iteration 32Q: 3 clusters Score -79469.63 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -79469.632812 Penalty: 2218.979492 Iteration 33F: 3 clusters Score -79469.63 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (874 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Entering Unmasked Estep Score: -76878.453125 Penalty: 1100.625610 Iteration 0F: 2 clusters Score -76878.45 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -75655.304688 Penalty: 2201.251221 Iteration 0F: 3 clusters Score -75655.3 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -76301.468750 Penalty: 2201.251221 Iteration 1F: 3 clusters Score -76301.47 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -76684.109375 Penalty: 2201.251221 Iteration 2F: 3 clusters Score -76684.11 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -76815.148438 Penalty: 2201.251221 Iteration 3F: 3 clusters Score -76815.15 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -76856.148438 Penalty: 2201.251221 Iteration 4Q: 3 clusters Score -76856.15 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -76873.406250 Penalty: 2201.251221 Iteration 5Q: 3 clusters Score -76873.41 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -76898.960938 Penalty: 2201.251221 Iteration 6Q: 3 clusters Score -76898.96 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -76909.679688 Penalty: 2201.251221 Iteration 7Q: 3 clusters Score -76909.68 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -76915.226562 Penalty: 2201.251221 Iteration 8Q: 3 clusters Score -76915.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -76915.921875 Penalty: 2201.251221 Iteration 9Q: 3 clusters Score -76915.92 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -76915.921875 Penalty: 2201.251221 Iteration 10F: 3 clusters Score -76915.92 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 4865 members Mstep: Class 2 contains 285 members Mstep: Class 3 contains 14756 members Mstep: Class 4 contains 34134 members Mstep: Class 5 contains 2417 members Mstep: Class 6 contains 13272 members Mstep: Class 7 contains 143117 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9831 members Mstep: Class 10 contains 2022 members Mstep: Class 11 contains 3097 members Mstep: Class 12 contains 451 members Mstep: Class 13 contains 91241 members Mstep: Class 14 contains 923 members Mstep: Class 15 contains 566 members Mstep: Class 16 contains 1229 members Mstep: Class 17 contains 3347 members Mstep: Class 18 contains 2036 members Mstep: Class 19 contains 6080 members Mstep: Class 20 contains 2666 members Mstep: Class 21 contains 899 members Mstep: Class 22 contains 303 members Mstep: Class 23 contains 1085 members Mstep: Class 24 contains 2484 members Mstep: Class 25 contains 1235 members Mstep: Class 26 contains 632 members Mstep: Class 27 contains 308 members Entering Unmasked Estep Score: -33085424.000000 Penalty: 55941.390625 Splitting cluster 15 changes total score from -33086362.000000 to -33085424.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 16 (1229 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Entering Unmasked Estep Score: -115837.179688 Penalty: 1156.017822 Iteration 0F: 2 clusters Score -115837.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -114243.773438 Penalty: 2312.035645 Iteration 0F: 3 clusters Score -114243.8 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -114548.843750 Penalty: 2312.035645 Iteration 1F: 3 clusters Score -114548.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -114616.921875 Penalty: 2312.035645 Iteration 2F: 3 clusters Score -114616.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -114667.851562 Penalty: 2312.035645 Iteration 3Q: 3 clusters Score -114667.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -114698.796875 Penalty: 2312.035645 Iteration 4Q: 3 clusters Score -114698.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -114715.039062 Penalty: 2312.035645 Iteration 5Q: 3 clusters Score -114715 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -114725.335938 Penalty: 2312.035645 Iteration 6Q: 3 clusters Score -114725.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -114732.687500 Penalty: 2312.035645 Iteration 7Q: 3 clusters Score -114732.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -114738.015625 Penalty: 2312.035645 Iteration 8Q: 3 clusters Score -114738 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -114740.812500 Penalty: 2312.035645 Iteration 9Q: 3 clusters Score -114740.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -114744.843750 Penalty: 2312.035645 Iteration 10Q: 3 clusters Score -114744.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -114748.429688 Penalty: 2312.035645 Iteration 11Q: 3 clusters Score -114748.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -114751.257812 Penalty: 2312.035645 Iteration 12Q: 3 clusters Score -114751.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -114760.335938 Penalty: 2312.035645 Iteration 13Q: 3 clusters Score -114760.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -114770.226562 Penalty: 2312.035645 Iteration 14Q: 3 clusters Score -114770.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -114776.179688 Penalty: 2312.035645 Iteration 15Q: 3 clusters Score -114776.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -114784.093750 Penalty: 2312.035645 Iteration 16Q: 3 clusters Score -114784.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -114786.546875 Penalty: 2312.035645 Iteration 17Q: 3 clusters Score -114786.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -114787.742188 Penalty: 2312.035645 Iteration 18Q: 3 clusters Score -114787.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -114788.359375 Penalty: 2312.035645 Iteration 19Q: 3 clusters Score -114788.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -114788.359375 Penalty: 2312.035645 Iteration 20F: 3 clusters Score -114788.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (3347 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3347 members Entering Unmasked Estep Score: -329798.406250 Penalty: 1318.820679 Iteration 0F: 2 clusters Score -329798.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -326875.593750 Penalty: 2637.641357 Iteration 0F: 3 clusters Score -326875.6 nChanged 1274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -327606.843750 Penalty: 2637.641357 Iteration 1F: 3 clusters Score -327606.8 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -327758.375000 Penalty: 2637.641357 Iteration 2F: 3 clusters Score -327758.4 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -327827.468750 Penalty: 2637.641357 Iteration 3Q: 3 clusters Score -327827.5 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -327876.437500 Penalty: 2637.641357 Iteration 4Q: 3 clusters Score -327876.4 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -327915.906250 Penalty: 2637.641357 Iteration 5Q: 3 clusters Score -327915.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -327939.343750 Penalty: 2637.641357 Iteration 6Q: 3 clusters Score -327939.3 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -327966.593750 Penalty: 2637.641357 Iteration 7Q: 3 clusters Score -327966.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -327985.812500 Penalty: 2637.641357 Iteration 8Q: 3 clusters Score -327985.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -327999.093750 Penalty: 2637.641357 Iteration 9Q: 3 clusters Score -327999.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -328016.156250 Penalty: 2637.641357 Iteration 10Q: 3 clusters Score -328016.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -328029.062500 Penalty: 2637.641357 Iteration 11Q: 3 clusters Score -328029.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -328038.062500 Penalty: 2637.641357 Iteration 12Q: 3 clusters Score -328038.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -328043.531250 Penalty: 2637.641357 Iteration 13Q: 3 clusters Score -328043.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -328050.093750 Penalty: 2637.641357 Iteration 14Q: 3 clusters Score -328050.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -328054.031250 Penalty: 2637.641357 Iteration 15Q: 3 clusters Score -328054 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -328056.156250 Penalty: 2637.641357 Iteration 16Q: 3 clusters Score -328056.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -328058.906250 Penalty: 2637.641357 Iteration 17Q: 3 clusters Score -328058.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -328060.437500 Penalty: 2637.641357 Iteration 18Q: 3 clusters Score -328060.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -328063.000000 Penalty: 2637.641357 Iteration 19Q: 3 clusters Score -328063 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -328066.781250 Penalty: 2637.641357 Iteration 20F: 3 clusters Score -328066.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -328072.093750 Penalty: 2637.641357 Iteration 21Q: 3 clusters Score -328072.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -328076.968750 Penalty: 2637.641357 Iteration 22Q: 3 clusters Score -328077 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -328080.500000 Penalty: 2637.641357 Iteration 23Q: 3 clusters Score -328080.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -328082.781250 Penalty: 2637.641357 Iteration 24Q: 3 clusters Score -328082.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -328085.156250 Penalty: 2637.641357 Iteration 25Q: 3 clusters Score -328085.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -328086.468750 Penalty: 2637.641357 Iteration 26Q: 3 clusters Score -328086.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -328086.968750 Penalty: 2637.641357 Iteration 27Q: 3 clusters Score -328087 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -328087.968750 Penalty: 2637.641357 Iteration 28Q: 3 clusters Score -328088 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -328088.375000 Penalty: 2637.641357 Iteration 29Q: 3 clusters Score -328088.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -328089.687500 Penalty: 2637.641357 Iteration 30Q: 3 clusters Score -328089.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -328090.406250 Penalty: 2637.641357 Iteration 31Q: 3 clusters Score -328090.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -328091.218750 Penalty: 2637.641357 Iteration 32Q: 3 clusters Score -328091.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -328094.500000 Penalty: 2637.641357 Iteration 33Q: 3 clusters Score -328094.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -328097.812500 Penalty: 2637.641357 Iteration 34Q: 3 clusters Score -328097.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -328101.031250 Penalty: 2637.641357 Iteration 35Q: 3 clusters Score -328101 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -328104.281250 Penalty: 2637.641357 Iteration 36Q: 3 clusters Score -328104.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -328105.687500 Penalty: 2637.641357 Iteration 37Q: 3 clusters Score -328105.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -328107.875000 Penalty: 2637.641357 Iteration 38Q: 3 clusters Score -328107.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -328107.687500 Penalty: 2637.641357 Iteration 39Q: 3 clusters Score -328107.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -328109.531250 Penalty: 2637.641357 Iteration 40F: 3 clusters Score -328109.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -328110.625000 Penalty: 2637.641357 Iteration 41Q: 3 clusters Score -328110.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -328110.406250 Penalty: 2637.641357 Iteration 42Q: 3 clusters Score -328110.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -328111.531250 Penalty: 2637.641357 Iteration 43Q: 3 clusters Score -328111.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -328111.531250 Penalty: 2637.641357 Iteration 44Q: 3 clusters Score -328111.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -328113.906250 Penalty: 2637.641357 Iteration 45Q: 3 clusters Score -328113.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -328114.875000 Penalty: 2637.641357 Iteration 46Q: 3 clusters Score -328114.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -328115.656250 Penalty: 2637.641357 Iteration 47Q: 3 clusters Score -328115.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -328116.406250 Penalty: 2637.641357 Iteration 48Q: 3 clusters Score -328116.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -328117.031250 Penalty: 2637.641357 Iteration 49Q: 3 clusters Score -328117 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -328117.625000 Penalty: 2637.641357 Iteration 50Q: 3 clusters Score -328117.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -328117.062500 Penalty: 2637.641357 Iteration 51Q: 3 clusters Score -328117.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -328117.062500 Penalty: 2637.641357 Iteration 52F: 3 clusters Score -328117.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (2036 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2036 members Entering Unmasked Estep Score: -175129.515625 Penalty: 1238.045654 Iteration 0F: 2 clusters Score -175129.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -172992.375000 Penalty: 2476.091309 Iteration 0F: 3 clusters Score -172992.4 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -173502.765625 Penalty: 2476.091309 Iteration 1F: 3 clusters Score -173502.8 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -173626.312500 Penalty: 2476.091309 Iteration 2F: 3 clusters Score -173626.3 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -173685.953125 Penalty: 2476.091309 Iteration 3Q: 3 clusters Score -173686 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -173745.781250 Penalty: 2476.091309 Iteration 4Q: 3 clusters Score -173745.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -173814.875000 Penalty: 2476.091309 Iteration 5Q: 3 clusters Score -173814.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -173874.906250 Penalty: 2476.091309 Iteration 6Q: 3 clusters Score -173874.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -173919.031250 Penalty: 2476.091309 Iteration 7Q: 3 clusters Score -173919 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -173948.546875 Penalty: 2476.091309 Iteration 8Q: 3 clusters Score -173948.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -173967.859375 Penalty: 2476.091309 Iteration 9Q: 3 clusters Score -173967.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -173993.625000 Penalty: 2476.091309 Iteration 10Q: 3 clusters Score -173993.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -174022.625000 Penalty: 2476.091309 Iteration 11Q: 3 clusters Score -174022.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -174051.671875 Penalty: 2476.091309 Iteration 12Q: 3 clusters Score -174051.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -174093.671875 Penalty: 2476.091309 Iteration 13Q: 3 clusters Score -174093.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -174176.796875 Penalty: 2476.091309 Iteration 14Q: 3 clusters Score -174176.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -174288.796875 Penalty: 2476.091309 Iteration 15Q: 3 clusters Score -174288.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -174392.656250 Penalty: 2476.091309 Iteration 16Q: 3 clusters Score -174392.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -174463.531250 Penalty: 2476.091309 Iteration 17Q: 3 clusters Score -174463.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -174512.968750 Penalty: 2476.091309 Iteration 18Q: 3 clusters Score -174513 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -174565.046875 Penalty: 2476.091309 Iteration 19Q: 3 clusters Score -174565 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -174613.453125 Penalty: 2476.091309 Iteration 20F: 3 clusters Score -174613.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -174646.875000 Penalty: 2476.091309 Iteration 21Q: 3 clusters Score -174646.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -174660.328125 Penalty: 2476.091309 Iteration 22Q: 3 clusters Score -174660.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -174689.515625 Penalty: 2476.091309 Iteration 23Q: 3 clusters Score -174689.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -174710.250000 Penalty: 2476.091309 Iteration 24Q: 3 clusters Score -174710.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -174716.218750 Penalty: 2476.091309 Iteration 25Q: 3 clusters Score -174716.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -174720.125000 Penalty: 2476.091309 Iteration 26Q: 3 clusters Score -174720.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -174725.437500 Penalty: 2476.091309 Iteration 27Q: 3 clusters Score -174725.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -174727.906250 Penalty: 2476.091309 Iteration 28Q: 3 clusters Score -174727.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -174729.281250 Penalty: 2476.091309 Iteration 29Q: 3 clusters Score -174729.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -174730.531250 Penalty: 2476.091309 Iteration 30Q: 3 clusters Score -174730.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -174731.515625 Penalty: 2476.091309 Iteration 31Q: 3 clusters Score -174731.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -174731.515625 Penalty: 2476.091309 Iteration 32F: 3 clusters Score -174731.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (6080 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6080 members Entering Unmasked Estep Score: -592964.937500 Penalty: 1415.823486 Iteration 0F: 2 clusters Score -592964.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3076 members Mstep: Class 2 contains 3004 members Entering Unmasked Estep Score: -588291.125000 Penalty: 2831.646973 Iteration 0F: 3 clusters Score -588291.1 nChanged 2495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3191 members Mstep: Class 2 contains 2889 members Entering Unmasked Estep Score: -589689.312500 Penalty: 2831.646973 Iteration 1F: 3 clusters Score -589689.3 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3291 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -589892.562500 Penalty: 2831.646973 Iteration 2F: 3 clusters Score -589892.6 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3413 members Mstep: Class 2 contains 2667 members Entering Unmasked Estep Score: -590066.375000 Penalty: 2831.646973 Iteration 3F: 3 clusters Score -590066.4 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3563 members Mstep: Class 2 contains 2517 members Entering Unmasked Estep Score: -590215.437500 Penalty: 2831.646973 Iteration 4Q: 3 clusters Score -590215.4 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3732 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -590344.437500 Penalty: 2831.646973 Iteration 5Q: 3 clusters Score -590344.4 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3904 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -590479.437500 Penalty: 2831.646973 Iteration 6Q: 3 clusters Score -590479.4 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4083 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -590617.562500 Penalty: 2831.646973 Iteration 7Q: 3 clusters Score -590617.6 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4276 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -590771.750000 Penalty: 2831.646973 Iteration 8Q: 3 clusters Score -590771.8 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4501 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -590959.375000 Penalty: 2831.646973 Iteration 9Q: 3 clusters Score -590959.4 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4681 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -591106.625000 Penalty: 2831.646973 Iteration 10Q: 3 clusters Score -591106.6 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4810 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -591236.250000 Penalty: 2831.646973 Iteration 11Q: 3 clusters Score -591236.2 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4913 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -591327.875000 Penalty: 2831.646973 Iteration 12Q: 3 clusters Score -591327.9 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5004 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -591405.375000 Penalty: 2831.646973 Iteration 13Q: 3 clusters Score -591405.4 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5078 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -591464.500000 Penalty: 2831.646973 Iteration 14Q: 3 clusters Score -591464.5 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5128 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -591526.750000 Penalty: 2831.646973 Iteration 15Q: 3 clusters Score -591526.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5180 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -591578.812500 Penalty: 2831.646973 Iteration 16Q: 3 clusters Score -591578.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5223 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -591614.812500 Penalty: 2831.646973 Iteration 17Q: 3 clusters Score -591614.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5259 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -591643.125000 Penalty: 2831.646973 Iteration 18Q: 3 clusters Score -591643.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5292 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -591673.312500 Penalty: 2831.646973 Iteration 19Q: 3 clusters Score -591673.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5324 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -591703.625000 Penalty: 2831.646973 Iteration 20F: 3 clusters Score -591703.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5354 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -591729.937500 Penalty: 2831.646973 Iteration 21Q: 3 clusters Score -591729.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5380 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -591754.812500 Penalty: 2831.646973 Iteration 22Q: 3 clusters Score -591754.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5408 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -591779.562500 Penalty: 2831.646973 Iteration 23Q: 3 clusters Score -591779.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5432 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -591796.250000 Penalty: 2831.646973 Iteration 24Q: 3 clusters Score -591796.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5448 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -591808.562500 Penalty: 2831.646973 Iteration 25Q: 3 clusters Score -591808.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5459 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -591816.812500 Penalty: 2831.646973 Iteration 26Q: 3 clusters Score -591816.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5467 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -591821.687500 Penalty: 2831.646973 Iteration 27Q: 3 clusters Score -591821.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5474 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -591827.062500 Penalty: 2831.646973 Iteration 28Q: 3 clusters Score -591827.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5479 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -591829.125000 Penalty: 2831.646973 Iteration 29Q: 3 clusters Score -591829.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5482 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -591828.937500 Penalty: 2831.646973 Iteration 30Q: 3 clusters Score -591828.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5484 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -591829.000000 Penalty: 2831.646973 Iteration 31Q: 3 clusters Score -591829 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5486 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -591828.500000 Penalty: 2831.646973 Iteration 32Q: 3 clusters Score -591828.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5487 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -591830.812500 Penalty: 2831.646973 Iteration 33Q: 3 clusters Score -591830.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5487 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -591830.812500 Penalty: 2831.646973 Iteration 34F: 3 clusters Score -591830.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (2666 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2666 members Entering Unmasked Estep Score: -227141.265625 Penalty: 1281.854370 Iteration 0F: 2 clusters Score -227141.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -224629.593750 Penalty: 2563.708740 Iteration 0F: 3 clusters Score -224629.6 nChanged 963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -225256.875000 Penalty: 2563.708740 Iteration 1F: 3 clusters Score -225256.9 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -225393.187500 Penalty: 2563.708740 Iteration 2F: 3 clusters Score -225393.2 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -225476.796875 Penalty: 2563.708740 Iteration 3Q: 3 clusters Score -225476.8 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -225526.140625 Penalty: 2563.708740 Iteration 4Q: 3 clusters Score -225526.1 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -225568.828125 Penalty: 2563.708740 Iteration 5Q: 3 clusters Score -225568.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -225606.406250 Penalty: 2563.708740 Iteration 6Q: 3 clusters Score -225606.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -225639.187500 Penalty: 2563.708740 Iteration 7Q: 3 clusters Score -225639.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -225678.296875 Penalty: 2563.708740 Iteration 8Q: 3 clusters Score -225678.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -225716.765625 Penalty: 2563.708740 Iteration 9Q: 3 clusters Score -225716.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -225757.500000 Penalty: 2563.708740 Iteration 10Q: 3 clusters Score -225757.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -225791.515625 Penalty: 2563.708740 Iteration 11Q: 3 clusters Score -225791.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -225836.031250 Penalty: 2563.708740 Iteration 12Q: 3 clusters Score -225836 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -225887.218750 Penalty: 2563.708740 Iteration 13Q: 3 clusters Score -225887.2 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 2083 members Entering Unmasked Estep Score: -225942.234375 Penalty: 2563.708740 Iteration 14Q: 3 clusters Score -225942.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -225976.812500 Penalty: 2563.708740 Iteration 15Q: 3 clusters Score -225976.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -226002.796875 Penalty: 2563.708740 Iteration 16Q: 3 clusters Score -226002.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -226026.859375 Penalty: 2563.708740 Iteration 17Q: 3 clusters Score -226026.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -226047.546875 Penalty: 2563.708740 Iteration 18Q: 3 clusters Score -226047.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 2244 members Entering Unmasked Estep Score: -226066.375000 Penalty: 2563.708740 Iteration 19Q: 3 clusters Score -226066.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -226081.109375 Penalty: 2563.708740 Iteration 20F: 3 clusters Score -226081.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -226089.734375 Penalty: 2563.708740 Iteration 21Q: 3 clusters Score -226089.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -226098.640625 Penalty: 2563.708740 Iteration 22Q: 3 clusters Score -226098.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -226104.500000 Penalty: 2563.708740 Iteration 23Q: 3 clusters Score -226104.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -226109.406250 Penalty: 2563.708740 Iteration 24Q: 3 clusters Score -226109.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -226111.609375 Penalty: 2563.708740 Iteration 25Q: 3 clusters Score -226111.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -226113.843750 Penalty: 2563.708740 Iteration 26Q: 3 clusters Score -226113.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 2297 members Entering Unmasked Estep Score: -226115.203125 Penalty: 2563.708740 Iteration 27Q: 3 clusters Score -226115.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 2297 members Entering Unmasked Estep Score: -226115.203125 Penalty: 2563.708740 Iteration 28F: 3 clusters Score -226115.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (899 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Entering Unmasked Estep Score: -82794.031250 Penalty: 1105.208496 Iteration 0F: 2 clusters Score -82794.03 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -81460.492188 Penalty: 2210.416992 Iteration 0F: 3 clusters Score -81460.49 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -81743.335938 Penalty: 2210.416992 Iteration 1F: 3 clusters Score -81743.34 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -81852.898438 Penalty: 2210.416992 Iteration 2F: 3 clusters Score -81852.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -81904.953125 Penalty: 2210.416992 Iteration 3F: 3 clusters Score -81904.95 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -81941.382812 Penalty: 2210.416992 Iteration 4Q: 3 clusters Score -81941.38 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -81963.710938 Penalty: 2210.416992 Iteration 5Q: 3 clusters Score -81963.71 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -81978.875000 Penalty: 2210.416992 Iteration 6Q: 3 clusters Score -81978.88 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -81983.429688 Penalty: 2210.416992 Iteration 7Q: 3 clusters Score -81983.43 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -81983.820312 Penalty: 2210.416992 Iteration 8Q: 3 clusters Score -81983.82 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -81983.820312 Penalty: 2210.416992 Iteration 9F: 3 clusters Score -81983.82 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (303 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Entering Unmasked Estep Score: -21430.458984 Penalty: 928.481567 Iteration 0F: 2 clusters Score -21430.46 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -20675.589844 Penalty: 1856.963135 Iteration 0F: 3 clusters Score -20675.59 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -20846.785156 Penalty: 1856.963135 Iteration 1F: 3 clusters Score -20846.79 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -20900.236328 Penalty: 1856.963135 Iteration 2F: 3 clusters Score -20900.24 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -20940.640625 Penalty: 1856.963135 Iteration 3Q: 3 clusters Score -20940.64 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -20958.978516 Penalty: 1856.963135 Iteration 4Q: 3 clusters Score -20958.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -20960.865234 Penalty: 1856.963135 Iteration 5Q: 3 clusters Score -20960.87 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -20960.865234 Penalty: 1856.963135 Iteration 6F: 3 clusters Score -20960.87 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (1085 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Entering Unmasked Estep Score: -99218.257812 Penalty: 1135.766968 Iteration 0F: 2 clusters Score -99218.26 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -97795.429688 Penalty: 2271.533936 Iteration 0F: 3 clusters Score -97795.43 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -98180.226562 Penalty: 2271.533936 Iteration 1F: 3 clusters Score -98180.23 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -98356.195312 Penalty: 2271.533936 Iteration 2F: 3 clusters Score -98356.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -98548.765625 Penalty: 2271.533936 Iteration 3F: 3 clusters Score -98548.77 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -98754.171875 Penalty: 2271.533936 Iteration 4F: 3 clusters Score -98754.17 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -98895.992188 Penalty: 2271.533936 Iteration 5F: 3 clusters Score -98895.99 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -98982.609375 Penalty: 2271.533936 Iteration 6Q: 3 clusters Score -98982.61 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -99033.250000 Penalty: 2271.533936 Iteration 7Q: 3 clusters Score -99033.25 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -99082.335938 Penalty: 2271.533936 Iteration 8Q: 3 clusters Score -99082.34 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -99094.828125 Penalty: 2271.533936 Iteration 9Q: 3 clusters Score -99094.83 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -99103.375000 Penalty: 2271.533936 Iteration 10Q: 3 clusters Score -99103.38 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -99107.718750 Penalty: 2271.533936 Iteration 11Q: 3 clusters Score -99107.72 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -99112.148438 Penalty: 2271.533936 Iteration 12Q: 3 clusters Score -99112.15 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -99115.000000 Penalty: 2271.533936 Iteration 13Q: 3 clusters Score -99115 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -99116.906250 Penalty: 2271.533936 Iteration 14Q: 3 clusters Score -99116.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -99116.906250 Penalty: 2271.533936 Iteration 15F: 3 clusters Score -99116.91 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (2484 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2484 members Entering Unmasked Estep Score: -237786.093750 Penalty: 1270.364136 Iteration 0F: 2 clusters Score -237786.1 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 1241 members Entering Unmasked Estep Score: -235382.609375 Penalty: 2540.728271 Iteration 0F: 3 clusters Score -235382.6 nChanged 923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -235972.546875 Penalty: 2540.728271 Iteration 1F: 3 clusters Score -235972.5 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -236136.843750 Penalty: 2540.728271 Iteration 2F: 3 clusters Score -236136.8 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -236231.343750 Penalty: 2540.728271 Iteration 3F: 3 clusters Score -236231.3 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -236288.937500 Penalty: 2540.728271 Iteration 4Q: 3 clusters Score -236288.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -236337.531250 Penalty: 2540.728271 Iteration 5Q: 3 clusters Score -236337.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -236378.750000 Penalty: 2540.728271 Iteration 6Q: 3 clusters Score -236378.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -236415.171875 Penalty: 2540.728271 Iteration 7Q: 3 clusters Score -236415.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -236445.062500 Penalty: 2540.728271 Iteration 8Q: 3 clusters Score -236445.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -236466.656250 Penalty: 2540.728271 Iteration 9Q: 3 clusters Score -236466.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -236484.187500 Penalty: 2540.728271 Iteration 10Q: 3 clusters Score -236484.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -236497.296875 Penalty: 2540.728271 Iteration 11Q: 3 clusters Score -236497.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -236510.218750 Penalty: 2540.728271 Iteration 12Q: 3 clusters Score -236510.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -236515.171875 Penalty: 2540.728271 Iteration 13Q: 3 clusters Score -236515.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -236517.531250 Penalty: 2540.728271 Iteration 14Q: 3 clusters Score -236517.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -236521.609375 Penalty: 2540.728271 Iteration 15Q: 3 clusters Score -236521.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -236527.921875 Penalty: 2540.728271 Iteration 16Q: 3 clusters Score -236527.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -236532.687500 Penalty: 2540.728271 Iteration 17Q: 3 clusters Score -236532.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -236536.937500 Penalty: 2540.728271 Iteration 18Q: 3 clusters Score -236536.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -236541.703125 Penalty: 2540.728271 Iteration 19Q: 3 clusters Score -236541.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -236546.015625 Penalty: 2540.728271 Iteration 20F: 3 clusters Score -236546 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -236551.453125 Penalty: 2540.728271 Iteration 21Q: 3 clusters Score -236551.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -236559.515625 Penalty: 2540.728271 Iteration 22Q: 3 clusters Score -236559.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -236567.593750 Penalty: 2540.728271 Iteration 23Q: 3 clusters Score -236567.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -236577.109375 Penalty: 2540.728271 Iteration 24Q: 3 clusters Score -236577.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -236584.015625 Penalty: 2540.728271 Iteration 25Q: 3 clusters Score -236584 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -236590.250000 Penalty: 2540.728271 Iteration 26Q: 3 clusters Score -236590.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -236597.062500 Penalty: 2540.728271 Iteration 27Q: 3 clusters Score -236597.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -236607.890625 Penalty: 2540.728271 Iteration 28Q: 3 clusters Score -236607.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -236615.171875 Penalty: 2540.728271 Iteration 29Q: 3 clusters Score -236615.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -236621.828125 Penalty: 2540.728271 Iteration 30Q: 3 clusters Score -236621.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -236632.234375 Penalty: 2540.728271 Iteration 31Q: 3 clusters Score -236632.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -236645.734375 Penalty: 2540.728271 Iteration 32Q: 3 clusters Score -236645.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -236661.453125 Penalty: 2540.728271 Iteration 33Q: 3 clusters Score -236661.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -236677.500000 Penalty: 2540.728271 Iteration 34Q: 3 clusters Score -236677.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -236692.296875 Penalty: 2540.728271 Iteration 35Q: 3 clusters Score -236692.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -236713.640625 Penalty: 2540.728271 Iteration 36Q: 3 clusters Score -236713.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -236730.125000 Penalty: 2540.728271 Iteration 37Q: 3 clusters Score -236730.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -236743.843750 Penalty: 2540.728271 Iteration 38Q: 3 clusters Score -236743.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -236750.515625 Penalty: 2540.728271 Iteration 39Q: 3 clusters Score -236750.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -236756.328125 Penalty: 2540.728271 Iteration 40F: 3 clusters Score -236756.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -236760.593750 Penalty: 2540.728271 Iteration 41Q: 3 clusters Score -236760.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -236763.437500 Penalty: 2540.728271 Iteration 42Q: 3 clusters Score -236763.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -236764.468750 Penalty: 2540.728271 Iteration 43Q: 3 clusters Score -236764.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -236766.593750 Penalty: 2540.728271 Iteration 44Q: 3 clusters Score -236766.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -236769.062500 Penalty: 2540.728271 Iteration 45Q: 3 clusters Score -236769.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -236770.125000 Penalty: 2540.728271 Iteration 46Q: 3 clusters Score -236770.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -236770.406250 Penalty: 2540.728271 Iteration 47Q: 3 clusters Score -236770.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -236770.921875 Penalty: 2540.728271 Iteration 48Q: 3 clusters Score -236770.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -236771.328125 Penalty: 2540.728271 Iteration 49Q: 3 clusters Score -236771.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -236771.921875 Penalty: 2540.728271 Iteration 50Q: 3 clusters Score -236771.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -236772.937500 Penalty: 2540.728271 Iteration 51Q: 3 clusters Score -236772.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -236775.234375 Penalty: 2540.728271 Iteration 52Q: 3 clusters Score -236775.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -236777.843750 Penalty: 2540.728271 Iteration 53Q: 3 clusters Score -236777.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -236780.562500 Penalty: 2540.728271 Iteration 54Q: 3 clusters Score -236780.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -236785.875000 Penalty: 2540.728271 Iteration 55Q: 3 clusters Score -236785.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -236789.718750 Penalty: 2540.728271 Iteration 56Q: 3 clusters Score -236789.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -236791.234375 Penalty: 2540.728271 Iteration 57Q: 3 clusters Score -236791.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -236793.687500 Penalty: 2540.728271 Iteration 58Q: 3 clusters Score -236793.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -236794.531250 Penalty: 2540.728271 Iteration 59Q: 3 clusters Score -236794.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -236796.656250 Penalty: 2540.728271 Iteration 60F: 3 clusters Score -236796.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -236798.968750 Penalty: 2540.728271 Iteration 61Q: 3 clusters Score -236799 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -236801.812500 Penalty: 2540.728271 Iteration 62Q: 3 clusters Score -236801.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -236802.859375 Penalty: 2540.728271 Iteration 63Q: 3 clusters Score -236802.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -236802.890625 Penalty: 2540.728271 Iteration 64Q: 3 clusters Score -236802.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -236803.406250 Penalty: 2540.728271 Iteration 65Q: 3 clusters Score -236803.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -236803.656250 Penalty: 2540.728271 Iteration 66Q: 3 clusters Score -236803.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -236803.656250 Penalty: 2540.728271 Iteration 67F: 3 clusters Score -236803.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (1235 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Entering Unmasked Estep Score: -111527.523438 Penalty: 1156.809326 Iteration 0F: 2 clusters Score -111527.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -109948.398438 Penalty: 2313.618652 Iteration 0F: 3 clusters Score -109948.4 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -110328.117188 Penalty: 2313.618652 Iteration 1F: 3 clusters Score -110328.1 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -110432.601562 Penalty: 2313.618652 Iteration 2F: 3 clusters Score -110432.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -110492.726562 Penalty: 2313.618652 Iteration 3Q: 3 clusters Score -110492.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -110533.726562 Penalty: 2313.618652 Iteration 4Q: 3 clusters Score -110533.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -110575.023438 Penalty: 2313.618652 Iteration 5Q: 3 clusters Score -110575 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -110604.015625 Penalty: 2313.618652 Iteration 6Q: 3 clusters Score -110604 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -110627.359375 Penalty: 2313.618652 Iteration 7Q: 3 clusters Score -110627.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -110647.226562 Penalty: 2313.618652 Iteration 8Q: 3 clusters Score -110647.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -110656.070312 Penalty: 2313.618652 Iteration 9Q: 3 clusters Score -110656.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -110662.187500 Penalty: 2313.618652 Iteration 10Q: 3 clusters Score -110662.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -110674.875000 Penalty: 2313.618652 Iteration 11Q: 3 clusters Score -110674.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -110690.851562 Penalty: 2313.618652 Iteration 12Q: 3 clusters Score -110690.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -110702.015625 Penalty: 2313.618652 Iteration 13Q: 3 clusters Score -110702 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -110709.984375 Penalty: 2313.618652 Iteration 14Q: 3 clusters Score -110710 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -110711.968750 Penalty: 2313.618652 Iteration 15Q: 3 clusters Score -110712 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -110712.281250 Penalty: 2313.618652 Iteration 16Q: 3 clusters Score -110712.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -110712.281250 Penalty: 2313.618652 Iteration 17F: 3 clusters Score -110712.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (632 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Entering Unmasked Estep Score: -58684.054688 Penalty: 1047.944458 Iteration 0F: 2 clusters Score -58684.05 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -57477.941406 Penalty: 2095.888916 Iteration 0F: 3 clusters Score -57477.94 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -57656.347656 Penalty: 2095.888916 Iteration 1F: 3 clusters Score -57656.35 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -57709.746094 Penalty: 2095.888916 Iteration 2F: 3 clusters Score -57709.75 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -57739.445312 Penalty: 2095.888916 Iteration 3Q: 3 clusters Score -57739.45 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -57752.765625 Penalty: 2095.888916 Iteration 4Q: 3 clusters Score -57752.77 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -57768.890625 Penalty: 2095.888916 Iteration 5Q: 3 clusters Score -57768.89 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -57777.253906 Penalty: 2095.888916 Iteration 6Q: 3 clusters Score -57777.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -57779.980469 Penalty: 2095.888916 Iteration 7Q: 3 clusters Score -57779.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -57782.093750 Penalty: 2095.888916 Iteration 8Q: 3 clusters Score -57782.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -57782.093750 Penalty: 2095.888916 Iteration 9F: 3 clusters Score -57782.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 4865 members Mstep: Class 2 contains 285 members Mstep: Class 3 contains 14756 members Mstep: Class 4 contains 34134 members Mstep: Class 5 contains 2417 members Mstep: Class 6 contains 13272 members Mstep: Class 7 contains 143117 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9831 members Mstep: Class 10 contains 2022 members Mstep: Class 11 contains 3097 members Mstep: Class 12 contains 451 members Mstep: Class 13 contains 91241 members Mstep: Class 14 contains 923 members Mstep: Class 15 contains 874 members Mstep: Class 16 contains 1229 members Mstep: Class 17 contains 3347 members Mstep: Class 18 contains 2036 members Mstep: Class 19 contains 6080 members Mstep: Class 20 contains 2666 members Mstep: Class 21 contains 899 members Mstep: Class 22 contains 303 members Mstep: Class 23 contains 1085 members Mstep: Class 24 contains 2484 members Mstep: Class 25 contains 1235 members Mstep: Class 26 contains 632 members Entering Unmasked Estep ConsiderDeletion Score: -33086362.000000 Penalty: 53869.488281 Iteration 119Q: 27 clusters Score -3.308636e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 4865 members Mstep: Class 2 contains 285 members Mstep: Class 3 contains 14756 members Mstep: Class 4 contains 34132 members Mstep: Class 5 contains 2417 members Mstep: Class 6 contains 13272 members Mstep: Class 7 contains 143118 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9830 members Mstep: Class 10 contains 2022 members Mstep: Class 11 contains 3100 members Mstep: Class 12 contains 451 members Mstep: Class 13 contains 91241 members Mstep: Class 14 contains 923 members Mstep: Class 15 contains 874 members Mstep: Class 16 contains 1229 members Mstep: Class 17 contains 3346 members Mstep: Class 18 contains 2036 members Mstep: Class 19 contains 6080 members Mstep: Class 20 contains 2666 members Mstep: Class 21 contains 899 members Mstep: Class 22 contains 303 members Mstep: Class 23 contains 1085 members Mstep: Class 24 contains 2485 members Mstep: Class 25 contains 1234 members Mstep: Class 26 contains 632 members Entering Unmasked Estep ConsiderDeletion Score: -33086352.000000 Penalty: 53869.488281 Iteration 120F: 27 clusters Score -3.308635e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 4865 members Mstep: Class 2 contains 285 members Mstep: Class 3 contains 14756 members Mstep: Class 4 contains 34130 members Mstep: Class 5 contains 2417 members Mstep: Class 6 contains 13272 members Mstep: Class 7 contains 143118 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9831 members Mstep: Class 10 contains 2022 members Mstep: Class 11 contains 3101 members Mstep: Class 12 contains 451 members Mstep: Class 13 contains 91241 members Mstep: Class 14 contains 923 members Mstep: Class 15 contains 874 members Mstep: Class 16 contains 1229 members Mstep: Class 17 contains 3346 members Mstep: Class 18 contains 2036 members Mstep: Class 19 contains 6080 members Mstep: Class 20 contains 2666 members Mstep: Class 21 contains 899 members Mstep: Class 22 contains 303 members Mstep: Class 23 contains 1085 members Mstep: Class 24 contains 2486 members Mstep: Class 25 contains 1233 members Mstep: Class 26 contains 632 members Entering Unmasked Estep ConsiderDeletion Score: -33086350.000000 Penalty: 53869.488281 Iteration 121Q: 27 clusters Score -3.308635e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 4865 members Mstep: Class 2 contains 285 members Mstep: Class 3 contains 14756 members Mstep: Class 4 contains 34131 members Mstep: Class 5 contains 2417 members Mstep: Class 6 contains 13272 members Mstep: Class 7 contains 143118 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9831 members Mstep: Class 10 contains 2022 members Mstep: Class 11 contains 3101 members Mstep: Class 12 contains 451 members Mstep: Class 13 contains 91241 members Mstep: Class 14 contains 923 members Mstep: Class 15 contains 874 members Mstep: Class 16 contains 1229 members Mstep: Class 17 contains 3346 members Mstep: Class 18 contains 2036 members Mstep: Class 19 contains 6080 members Mstep: Class 20 contains 2666 members Mstep: Class 21 contains 899 members Mstep: Class 22 contains 303 members Mstep: Class 23 contains 1085 members Mstep: Class 24 contains 2485 members Mstep: Class 25 contains 1233 members Mstep: Class 26 contains 632 members Entering Unmasked Estep ConsiderDeletion Score: -33086358.000000 Penalty: 53869.488281 Iteration 122Q: 27 clusters Score -3.308636e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 4865 members Mstep: Class 2 contains 285 members Mstep: Class 3 contains 14756 members Mstep: Class 4 contains 34132 members Mstep: Class 5 contains 2417 members Mstep: Class 6 contains 13272 members Mstep: Class 7 contains 143117 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9831 members Mstep: Class 10 contains 2023 members Mstep: Class 11 contains 3101 members Mstep: Class 12 contains 451 members Mstep: Class 13 contains 91241 members Mstep: Class 14 contains 923 members Mstep: Class 15 contains 874 members Mstep: Class 16 contains 1229 members Mstep: Class 17 contains 3346 members Mstep: Class 18 contains 2036 members Mstep: Class 19 contains 6080 members Mstep: Class 20 contains 2666 members Mstep: Class 21 contains 899 members Mstep: Class 22 contains 303 members Mstep: Class 23 contains 1085 members Mstep: Class 24 contains 2484 members Mstep: Class 25 contains 1233 members Mstep: Class 26 contains 632 members Entering Unmasked Estep ConsiderDeletion Score: -33086356.000000 Penalty: 53869.488281 Iteration 123Q: 27 clusters Score -3.308636e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 4865 members Mstep: Class 2 contains 285 members Mstep: Class 3 contains 14756 members Mstep: Class 4 contains 34132 members Mstep: Class 5 contains 2417 members Mstep: Class 6 contains 13272 members Mstep: Class 7 contains 143116 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9832 members Mstep: Class 10 contains 2024 members Mstep: Class 11 contains 3101 members Mstep: Class 12 contains 451 members Mstep: Class 13 contains 91241 members Mstep: Class 14 contains 923 members Mstep: Class 15 contains 874 members Mstep: Class 16 contains 1229 members Mstep: Class 17 contains 3346 members Mstep: Class 18 contains 2036 members Mstep: Class 19 contains 6080 members Mstep: Class 20 contains 2666 members Mstep: Class 21 contains 899 members Mstep: Class 22 contains 303 members Mstep: Class 23 contains 1085 members Mstep: Class 24 contains 2483 members Mstep: Class 25 contains 1233 members Mstep: Class 26 contains 632 members Entering Unmasked Estep ConsiderDeletion Score: -33086352.000000 Penalty: 53869.488281 Iteration 124Q: 27 clusters Score -3.308635e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 4865 members Mstep: Class 2 contains 285 members Mstep: Class 3 contains 14756 members Mstep: Class 4 contains 34131 members Mstep: Class 5 contains 2417 members Mstep: Class 6 contains 13272 members Mstep: Class 7 contains 143116 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9833 members Mstep: Class 10 contains 2024 members Mstep: Class 11 contains 3101 members Mstep: Class 12 contains 451 members Mstep: Class 13 contains 91241 members Mstep: Class 14 contains 923 members Mstep: Class 15 contains 874 members Mstep: Class 16 contains 1229 members Mstep: Class 17 contains 3346 members Mstep: Class 18 contains 2036 members Mstep: Class 19 contains 6080 members Mstep: Class 20 contains 2666 members Mstep: Class 21 contains 899 members Mstep: Class 22 contains 303 members Mstep: Class 23 contains 1085 members Mstep: Class 24 contains 2483 members Mstep: Class 25 contains 1233 members Mstep: Class 26 contains 632 members Entering Unmasked Estep ConsiderDeletion Score: -33086352.000000 Penalty: 53869.488281 Iteration 125Q: 27 clusters Score -3.308635e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 4865 members Mstep: Class 2 contains 285 members Mstep: Class 3 contains 14756 members Mstep: Class 4 contains 34132 members Mstep: Class 5 contains 2417 members Mstep: Class 6 contains 13272 members Mstep: Class 7 contains 143115 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9833 members Mstep: Class 10 contains 2024 members Mstep: Class 11 contains 3101 members Mstep: Class 12 contains 451 members Mstep: Class 13 contains 91241 members Mstep: Class 14 contains 923 members Mstep: Class 15 contains 874 members Mstep: Class 16 contains 1229 members Mstep: Class 17 contains 3346 members Mstep: Class 18 contains 2036 members Mstep: Class 19 contains 6080 members Mstep: Class 20 contains 2666 members Mstep: Class 21 contains 899 members Mstep: Class 22 contains 303 members Mstep: Class 23 contains 1085 members Mstep: Class 24 contains 2483 members Mstep: Class 25 contains 1233 members Mstep: Class 26 contains 632 members Entering Unmasked Estep ConsiderDeletion Score: -33086352.000000 Penalty: 53869.488281 Iteration 126Q: 27 clusters Score -3.308635e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 4865 members Mstep: Class 2 contains 285 members Mstep: Class 3 contains 14756 members Mstep: Class 4 contains 34132 members Mstep: Class 5 contains 2417 members Mstep: Class 6 contains 13272 members Mstep: Class 7 contains 143115 members Mstep: Class 8 contains 1305 members Mstep: Class 9 contains 9833 members Mstep: Class 10 contains 2024 members Mstep: Class 11 contains 3101 members Mstep: Class 12 contains 451 members Mstep: Class 13 contains 91241 members Mstep: Class 14 contains 923 members Mstep: Class 15 contains 874 members Mstep: Class 16 contains 1229 members Mstep: Class 17 contains 3346 members Mstep: Class 18 contains 2036 members Mstep: Class 19 contains 6080 members Mstep: Class 20 contains 2666 members Mstep: Class 21 contains 899 members Mstep: Class 22 contains 303 members Mstep: Class 23 contains 1085 members Mstep: Class 24 contains 2483 members Mstep: Class 25 contains 1233 members Mstep: Class 26 contains 632 members Entering Unmasked Estep ConsiderDeletion Score: -33086352.000000 Penalty: 53869.488281 Iteration 127F: 27 clusters Score -3.308635e+07 nChanged 0 Entering ConstructFrom: Score: -33086352.000000 Penalty: 53869.488281 Entering ConstructFrom: Trying to split cluster 1 (4865 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4865 members Entering Unmasked Estep Score: -454972.156250 Penalty: 1379.596191 Iteration 0F: 2 clusters Score -454972.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -451050.625000 Penalty: 2759.192383 Iteration 0F: 3 clusters Score -451050.6 nChanged 1945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2473 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -452048.687500 Penalty: 2759.192383 Iteration 1F: 3 clusters Score -452048.7 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2485 members Mstep: Class 2 contains 2380 members Entering Unmasked Estep Score: -452246.906250 Penalty: 2759.192383 Iteration 2F: 3 clusters Score -452246.9 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 2382 members Entering Unmasked Estep Score: -452412.625000 Penalty: 2759.192383 Iteration 3F: 3 clusters Score -452412.6 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 2387 members Entering Unmasked Estep Score: -452548.375000 Penalty: 2759.192383 Iteration 4Q: 3 clusters Score -452548.4 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 2394 members Entering Unmasked Estep Score: -452670.343750 Penalty: 2759.192383 Iteration 5Q: 3 clusters Score -452670.3 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -452773.562500 Penalty: 2759.192383 Iteration 6Q: 3 clusters Score -452773.6 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 2412 members Entering Unmasked Estep Score: -452884.843750 Penalty: 2759.192383 Iteration 7Q: 3 clusters Score -452884.8 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -452992.437500 Penalty: 2759.192383 Iteration 8Q: 3 clusters Score -452992.4 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 2377 members Entering Unmasked Estep Score: -453091.156250 Penalty: 2759.192383 Iteration 9Q: 3 clusters Score -453091.2 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2498 members Mstep: Class 2 contains 2367 members Entering Unmasked Estep Score: -453184.187500 Penalty: 2759.192383 Iteration 10Q: 3 clusters Score -453184.2 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 2356 members Entering Unmasked Estep Score: -453269.500000 Penalty: 2759.192383 Iteration 11Q: 3 clusters Score -453269.5 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -453341.125000 Penalty: 2759.192383 Iteration 12Q: 3 clusters Score -453341.1 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -453400.687500 Penalty: 2759.192383 Iteration 13Q: 3 clusters Score -453400.7 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2601 members Mstep: Class 2 contains 2264 members Entering Unmasked Estep Score: -453455.750000 Penalty: 2759.192383 Iteration 14Q: 3 clusters Score -453455.8 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -453506.687500 Penalty: 2759.192383 Iteration 15Q: 3 clusters Score -453506.7 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Mstep: Class 2 contains 2157 members Entering Unmasked Estep Score: -453542.250000 Penalty: 2759.192383 Iteration 16Q: 3 clusters Score -453542.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2747 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -453574.093750 Penalty: 2759.192383 Iteration 17Q: 3 clusters Score -453574.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2774 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -453595.343750 Penalty: 2759.192383 Iteration 18Q: 3 clusters Score -453595.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2809 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -453612.468750 Penalty: 2759.192383 Iteration 19Q: 3 clusters Score -453612.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2846 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -453627.375000 Penalty: 2759.192383 Iteration 20F: 3 clusters Score -453627.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -453640.843750 Penalty: 2759.192383 Iteration 21Q: 3 clusters Score -453640.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -453653.687500 Penalty: 2759.192383 Iteration 22Q: 3 clusters Score -453653.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2923 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -453662.843750 Penalty: 2759.192383 Iteration 23Q: 3 clusters Score -453662.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2935 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -453670.156250 Penalty: 2759.192383 Iteration 24Q: 3 clusters Score -453670.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2948 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -453677.812500 Penalty: 2759.192383 Iteration 25Q: 3 clusters Score -453677.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2955 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -453680.281250 Penalty: 2759.192383 Iteration 26Q: 3 clusters Score -453680.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -453682.593750 Penalty: 2759.192383 Iteration 27Q: 3 clusters Score -453682.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2965 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -453685.375000 Penalty: 2759.192383 Iteration 28Q: 3 clusters Score -453685.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2968 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -453688.687500 Penalty: 2759.192383 Iteration 29Q: 3 clusters Score -453688.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2975 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -453691.968750 Penalty: 2759.192383 Iteration 30Q: 3 clusters Score -453692 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2981 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -453694.531250 Penalty: 2759.192383 Iteration 31Q: 3 clusters Score -453694.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2990 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -453697.375000 Penalty: 2759.192383 Iteration 32Q: 3 clusters Score -453697.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3001 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -453700.343750 Penalty: 2759.192383 Iteration 33Q: 3 clusters Score -453700.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3008 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -453701.437500 Penalty: 2759.192383 Iteration 34Q: 3 clusters Score -453701.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3018 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -453704.718750 Penalty: 2759.192383 Iteration 35Q: 3 clusters Score -453704.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3024 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -453707.593750 Penalty: 2759.192383 Iteration 36Q: 3 clusters Score -453707.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3028 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -453707.343750 Penalty: 2759.192383 Iteration 37Q: 3 clusters Score -453707.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3031 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -453708.437500 Penalty: 2759.192383 Iteration 38Q: 3 clusters Score -453708.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3035 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -453709.187500 Penalty: 2759.192383 Iteration 39Q: 3 clusters Score -453709.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3039 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -453709.843750 Penalty: 2759.192383 Iteration 40F: 3 clusters Score -453709.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3043 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -453710.468750 Penalty: 2759.192383 Iteration 41Q: 3 clusters Score -453710.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3048 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -453712.250000 Penalty: 2759.192383 Iteration 42Q: 3 clusters Score -453712.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3054 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -453714.500000 Penalty: 2759.192383 Iteration 43Q: 3 clusters Score -453714.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3063 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -453716.906250 Penalty: 2759.192383 Iteration 44Q: 3 clusters Score -453716.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3072 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -453720.156250 Penalty: 2759.192383 Iteration 45Q: 3 clusters Score -453720.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3075 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -453721.375000 Penalty: 2759.192383 Iteration 46Q: 3 clusters Score -453721.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3082 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -453723.250000 Penalty: 2759.192383 Iteration 47Q: 3 clusters Score -453723.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3085 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -453724.656250 Penalty: 2759.192383 Iteration 48Q: 3 clusters Score -453724.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3090 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -453724.906250 Penalty: 2759.192383 Iteration 49Q: 3 clusters Score -453724.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3095 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -453726.468750 Penalty: 2759.192383 Iteration 50Q: 3 clusters Score -453726.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3101 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -453727.531250 Penalty: 2759.192383 Iteration 51Q: 3 clusters Score -453727.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -453728.656250 Penalty: 2759.192383 Iteration 52Q: 3 clusters Score -453728.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3110 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -453730.968750 Penalty: 2759.192383 Iteration 53Q: 3 clusters Score -453731 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3114 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -453729.968750 Penalty: 2759.192383 Iteration 54Q: 3 clusters Score -453730 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3119 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -453731.093750 Penalty: 2759.192383 Iteration 55Q: 3 clusters Score -453731.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3119 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -453731.093750 Penalty: 2759.192383 Iteration 56F: 3 clusters Score -453731.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (285 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Entering Unmasked Estep Score: -26198.216797 Penalty: 918.529480 Iteration 0F: 2 clusters Score -26198.22 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -25309.007812 Penalty: 1837.058960 Iteration 0F: 3 clusters Score -25309.01 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -25381.410156 Penalty: 1837.058960 Iteration 1F: 3 clusters Score -25381.41 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -25397.923828 Penalty: 1837.058960 Iteration 2Q: 3 clusters Score -25397.92 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -25401.210938 Penalty: 1837.058960 Iteration 3Q: 3 clusters Score -25401.21 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -25410.269531 Penalty: 1837.058960 Iteration 4Q: 3 clusters Score -25410.27 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -25423.427734 Penalty: 1837.058960 Iteration 5Q: 3 clusters Score -25423.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -25428.193359 Penalty: 1837.058960 Iteration 6Q: 3 clusters Score -25428.19 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -25433.714844 Penalty: 1837.058960 Iteration 7Q: 3 clusters Score -25433.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -25436.384766 Penalty: 1837.058960 Iteration 8Q: 3 clusters Score -25436.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -25436.384766 Penalty: 1837.058960 Iteration 9F: 3 clusters Score -25436.38 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (14756 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14756 members Entering Unmasked Estep Score: -1375169.500000 Penalty: 1559.903320 Iteration 0F: 2 clusters Score -1375170 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7378 members Mstep: Class 2 contains 7378 members Entering Unmasked Estep Score: -1365028.375000 Penalty: 3119.806641 Iteration 0F: 3 clusters Score -1365028 nChanged 6408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7388 members Mstep: Class 2 contains 7368 members Entering Unmasked Estep Score: -1368578.875000 Penalty: 3119.806641 Iteration 1F: 3 clusters Score -1368579 nChanged 785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7433 members Mstep: Class 2 contains 7323 members Entering Unmasked Estep Score: -1368906.500000 Penalty: 3119.806641 Iteration 2F: 3 clusters Score -1368906 nChanged 773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7514 members Mstep: Class 2 contains 7242 members Entering Unmasked Estep Score: -1369309.000000 Penalty: 3119.806641 Iteration 3F: 3 clusters Score -1369309 nChanged 821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7629 members Mstep: Class 2 contains 7127 members Entering Unmasked Estep Score: -1369849.375000 Penalty: 3119.806641 Iteration 4F: 3 clusters Score -1369849 nChanged 924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7771 members Mstep: Class 2 contains 6985 members Entering Unmasked Estep Score: -1370544.625000 Penalty: 3119.806641 Iteration 5F: 3 clusters Score -1370545 nChanged 980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7919 members Mstep: Class 2 contains 6837 members Entering Unmasked Estep Score: -1371330.625000 Penalty: 3119.806641 Iteration 6F: 3 clusters Score -1371331 nChanged 874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8031 members Mstep: Class 2 contains 6725 members Entering Unmasked Estep Score: -1372047.875000 Penalty: 3119.806641 Iteration 7F: 3 clusters Score -1372048 nChanged 812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8101 members Mstep: Class 2 contains 6655 members Entering Unmasked Estep Score: -1372593.000000 Penalty: 3119.806641 Iteration 8F: 3 clusters Score -1372593 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8159 members Mstep: Class 2 contains 6597 members Entering Unmasked Estep Score: -1372875.750000 Penalty: 3119.806641 Iteration 9Q: 3 clusters Score -1372876 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8209 members Mstep: Class 2 contains 6547 members Entering Unmasked Estep Score: -1373029.000000 Penalty: 3119.806641 Iteration 10Q: 3 clusters Score -1373029 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8282 members Mstep: Class 2 contains 6474 members Entering Unmasked Estep Score: -1373133.125000 Penalty: 3119.806641 Iteration 11Q: 3 clusters Score -1373133 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8360 members Mstep: Class 2 contains 6396 members Entering Unmasked Estep Score: -1373215.125000 Penalty: 3119.806641 Iteration 12Q: 3 clusters Score -1373215 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8429 members Mstep: Class 2 contains 6327 members Entering Unmasked Estep Score: -1373262.250000 Penalty: 3119.806641 Iteration 13Q: 3 clusters Score -1373262 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8475 members Mstep: Class 2 contains 6281 members Entering Unmasked Estep Score: -1373289.500000 Penalty: 3119.806641 Iteration 14Q: 3 clusters Score -1373290 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8519 members Mstep: Class 2 contains 6237 members Entering Unmasked Estep Score: -1373313.125000 Penalty: 3119.806641 Iteration 15Q: 3 clusters Score -1373313 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8563 members Mstep: Class 2 contains 6193 members Entering Unmasked Estep Score: -1373320.750000 Penalty: 3119.806641 Iteration 16Q: 3 clusters Score -1373321 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8596 members Mstep: Class 2 contains 6160 members Entering Unmasked Estep Score: -1373334.625000 Penalty: 3119.806641 Iteration 17Q: 3 clusters Score -1373335 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8623 members Mstep: Class 2 contains 6133 members Entering Unmasked Estep Score: -1373337.750000 Penalty: 3119.806641 Iteration 18Q: 3 clusters Score -1373338 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8653 members Mstep: Class 2 contains 6103 members Entering Unmasked Estep Score: -1373342.375000 Penalty: 3119.806641 Iteration 19Q: 3 clusters Score -1373342 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8694 members Mstep: Class 2 contains 6062 members Entering Unmasked Estep Score: -1373354.000000 Penalty: 3119.806641 Iteration 20F: 3 clusters Score -1373354 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8740 members Mstep: Class 2 contains 6016 members Entering Unmasked Estep Score: -1373367.000000 Penalty: 3119.806641 Iteration 21Q: 3 clusters Score -1373367 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8779 members Mstep: Class 2 contains 5977 members Entering Unmasked Estep Score: -1373362.500000 Penalty: 3119.806641 Iteration 22Q: 3 clusters Score -1373362 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8804 members Mstep: Class 2 contains 5952 members Entering Unmasked Estep Score: -1373368.500000 Penalty: 3119.806641 Iteration 23Q: 3 clusters Score -1373368 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8826 members Mstep: Class 2 contains 5930 members Entering Unmasked Estep Score: -1373369.750000 Penalty: 3119.806641 Iteration 24Q: 3 clusters Score -1373370 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8849 members Mstep: Class 2 contains 5907 members Entering Unmasked Estep Score: -1373373.875000 Penalty: 3119.806641 Iteration 25Q: 3 clusters Score -1373374 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8888 members Mstep: Class 2 contains 5868 members Entering Unmasked Estep Score: -1373385.625000 Penalty: 3119.806641 Iteration 26Q: 3 clusters Score -1373386 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8926 members Mstep: Class 2 contains 5830 members Entering Unmasked Estep Score: -1373386.625000 Penalty: 3119.806641 Iteration 27Q: 3 clusters Score -1373387 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8962 members Mstep: Class 2 contains 5794 members Entering Unmasked Estep Score: -1373388.875000 Penalty: 3119.806641 Iteration 28Q: 3 clusters Score -1373389 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8992 members Mstep: Class 2 contains 5764 members Entering Unmasked Estep Score: -1373399.250000 Penalty: 3119.806641 Iteration 29Q: 3 clusters Score -1373399 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9025 members Mstep: Class 2 contains 5731 members Entering Unmasked Estep Score: -1373406.500000 Penalty: 3119.806641 Iteration 30Q: 3 clusters Score -1373406 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9057 members Mstep: Class 2 contains 5699 members Entering Unmasked Estep Score: -1373408.000000 Penalty: 3119.806641 Iteration 31Q: 3 clusters Score -1373408 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9086 members Mstep: Class 2 contains 5670 members Entering Unmasked Estep Score: -1373410.875000 Penalty: 3119.806641 Iteration 32Q: 3 clusters Score -1373411 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9113 members Mstep: Class 2 contains 5643 members Entering Unmasked Estep Score: -1373410.625000 Penalty: 3119.806641 Iteration 33Q: 3 clusters Score -1373411 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9137 members Mstep: Class 2 contains 5619 members Entering Unmasked Estep Score: -1373415.125000 Penalty: 3119.806641 Iteration 34Q: 3 clusters Score -1373415 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9163 members Mstep: Class 2 contains 5593 members Entering Unmasked Estep Score: -1373415.750000 Penalty: 3119.806641 Iteration 35Q: 3 clusters Score -1373416 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9195 members Mstep: Class 2 contains 5561 members Entering Unmasked Estep Score: -1373425.875000 Penalty: 3119.806641 Iteration 36Q: 3 clusters Score -1373426 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9228 members Mstep: Class 2 contains 5528 members Entering Unmasked Estep Score: -1373429.000000 Penalty: 3119.806641 Iteration 37Q: 3 clusters Score -1373429 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9256 members Mstep: Class 2 contains 5500 members Entering Unmasked Estep Score: -1373432.250000 Penalty: 3119.806641 Iteration 38Q: 3 clusters Score -1373432 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9283 members Mstep: Class 2 contains 5473 members Entering Unmasked Estep Score: -1373433.125000 Penalty: 3119.806641 Iteration 39Q: 3 clusters Score -1373433 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9305 members Mstep: Class 2 contains 5451 members Entering Unmasked Estep Score: -1373434.250000 Penalty: 3119.806641 Iteration 40F: 3 clusters Score -1373434 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9329 members Mstep: Class 2 contains 5427 members Entering Unmasked Estep Score: -1373435.250000 Penalty: 3119.806641 Iteration 41Q: 3 clusters Score -1373435 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9359 members Mstep: Class 2 contains 5397 members Entering Unmasked Estep Score: -1373437.250000 Penalty: 3119.806641 Iteration 42Q: 3 clusters Score -1373437 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9396 members Mstep: Class 2 contains 5360 members Entering Unmasked Estep Score: -1373442.875000 Penalty: 3119.806641 Iteration 43Q: 3 clusters Score -1373443 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9440 members Mstep: Class 2 contains 5316 members Entering Unmasked Estep Score: -1373451.500000 Penalty: 3119.806641 Iteration 44Q: 3 clusters Score -1373452 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9483 members Mstep: Class 2 contains 5273 members Entering Unmasked Estep Score: -1373456.000000 Penalty: 3119.806641 Iteration 45Q: 3 clusters Score -1373456 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9527 members Mstep: Class 2 contains 5229 members Entering Unmasked Estep Score: -1373464.375000 Penalty: 3119.806641 Iteration 46Q: 3 clusters Score -1373464 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9565 members Mstep: Class 2 contains 5191 members Entering Unmasked Estep Score: -1373467.625000 Penalty: 3119.806641 Iteration 47Q: 3 clusters Score -1373468 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9618 members Mstep: Class 2 contains 5138 members Entering Unmasked Estep Score: -1373470.875000 Penalty: 3119.806641 Iteration 48Q: 3 clusters Score -1373471 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9662 members Mstep: Class 2 contains 5094 members Entering Unmasked Estep Score: -1373478.250000 Penalty: 3119.806641 Iteration 49Q: 3 clusters Score -1373478 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9713 members Mstep: Class 2 contains 5043 members Entering Unmasked Estep Score: -1373479.250000 Penalty: 3119.806641 Iteration 50Q: 3 clusters Score -1373479 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9757 members Mstep: Class 2 contains 4999 members Entering Unmasked Estep Score: -1373483.000000 Penalty: 3119.806641 Iteration 51Q: 3 clusters Score -1373483 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9796 members Mstep: Class 2 contains 4960 members Entering Unmasked Estep Score: -1373490.625000 Penalty: 3119.806641 Iteration 52Q: 3 clusters Score -1373491 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9831 members Mstep: Class 2 contains 4925 members Entering Unmasked Estep Score: -1373492.375000 Penalty: 3119.806641 Iteration 53Q: 3 clusters Score -1373492 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9868 members Mstep: Class 2 contains 4888 members Entering Unmasked Estep Score: -1373494.875000 Penalty: 3119.806641 Iteration 54Q: 3 clusters Score -1373495 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9922 members Mstep: Class 2 contains 4834 members Entering Unmasked Estep Score: -1373506.875000 Penalty: 3119.806641 Iteration 55Q: 3 clusters Score -1373507 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9993 members Mstep: Class 2 contains 4763 members Entering Unmasked Estep Score: -1373520.750000 Penalty: 3119.806641 Iteration 56Q: 3 clusters Score -1373521 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10054 members Mstep: Class 2 contains 4702 members Entering Unmasked Estep Score: -1373530.875000 Penalty: 3119.806641 Iteration 57Q: 3 clusters Score -1373531 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10128 members Mstep: Class 2 contains 4628 members Entering Unmasked Estep Score: -1373545.000000 Penalty: 3119.806641 Iteration 58Q: 3 clusters Score -1373545 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10201 members Mstep: Class 2 contains 4555 members Entering Unmasked Estep Score: -1373568.250000 Penalty: 3119.806641 Iteration 59Q: 3 clusters Score -1373568 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10288 members Mstep: Class 2 contains 4468 members Entering Unmasked Estep Score: -1373590.875000 Penalty: 3119.806641 Iteration 60F: 3 clusters Score -1373591 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10389 members Mstep: Class 2 contains 4367 members Entering Unmasked Estep Score: -1373622.625000 Penalty: 3119.806641 Iteration 61Q: 3 clusters Score -1373623 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10510 members Mstep: Class 2 contains 4246 members Entering Unmasked Estep Score: -1373664.000000 Penalty: 3119.806641 Iteration 62Q: 3 clusters Score -1373664 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10657 members Mstep: Class 2 contains 4099 members Entering Unmasked Estep Score: -1373739.500000 Penalty: 3119.806641 Iteration 63Q: 3 clusters Score -1373740 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10823 members Mstep: Class 2 contains 3933 members Entering Unmasked Estep Score: -1373844.625000 Penalty: 3119.806641 Iteration 64Q: 3 clusters Score -1373845 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11018 members Mstep: Class 2 contains 3738 members Entering Unmasked Estep Score: -1374000.250000 Penalty: 3119.806641 Iteration 65Q: 3 clusters Score -1374000 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11217 members Mstep: Class 2 contains 3539 members Entering Unmasked Estep Score: -1374163.500000 Penalty: 3119.806641 Iteration 66Q: 3 clusters Score -1374164 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11405 members Mstep: Class 2 contains 3351 members Entering Unmasked Estep Score: -1374303.875000 Penalty: 3119.806641 Iteration 67Q: 3 clusters Score -1374304 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11573 members Mstep: Class 2 contains 3183 members Entering Unmasked Estep Score: -1374415.000000 Penalty: 3119.806641 Iteration 68Q: 3 clusters Score -1374415 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11693 members Mstep: Class 2 contains 3063 members Entering Unmasked Estep Score: -1374477.750000 Penalty: 3119.806641 Iteration 69Q: 3 clusters Score -1374478 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11780 members Mstep: Class 2 contains 2976 members Entering Unmasked Estep Score: -1374511.625000 Penalty: 3119.806641 Iteration 70Q: 3 clusters Score -1374512 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11857 members Mstep: Class 2 contains 2899 members Entering Unmasked Estep Score: -1374537.000000 Penalty: 3119.806641 Iteration 71Q: 3 clusters Score -1374537 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11915 members Mstep: Class 2 contains 2841 members Entering Unmasked Estep Score: -1374555.250000 Penalty: 3119.806641 Iteration 72Q: 3 clusters Score -1374555 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11963 members Mstep: Class 2 contains 2793 members Entering Unmasked Estep Score: -1374563.750000 Penalty: 3119.806641 Iteration 73Q: 3 clusters Score -1374564 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12012 members Mstep: Class 2 contains 2744 members Entering Unmasked Estep Score: -1374572.625000 Penalty: 3119.806641 Iteration 74Q: 3 clusters Score -1374573 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12046 members Mstep: Class 2 contains 2710 members Entering Unmasked Estep Score: -1374582.625000 Penalty: 3119.806641 Iteration 75Q: 3 clusters Score -1374583 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12078 members Mstep: Class 2 contains 2678 members Entering Unmasked Estep Score: -1374595.750000 Penalty: 3119.806641 Iteration 76Q: 3 clusters Score -1374596 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12112 members Mstep: Class 2 contains 2644 members Entering Unmasked Estep Score: -1374595.250000 Penalty: 3119.806641 Iteration 77Q: 3 clusters Score -1374595 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12130 members Mstep: Class 2 contains 2626 members Entering Unmasked Estep Score: -1374594.875000 Penalty: 3119.806641 Iteration 78Q: 3 clusters Score -1374595 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12146 members Mstep: Class 2 contains 2610 members Entering Unmasked Estep Score: -1374599.375000 Penalty: 3119.806641 Iteration 79Q: 3 clusters Score -1374599 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12158 members Mstep: Class 2 contains 2598 members Entering Unmasked Estep Score: -1374598.500000 Penalty: 3119.806641 Iteration 80F: 3 clusters Score -1374598 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12165 members Mstep: Class 2 contains 2591 members Entering Unmasked Estep Score: -1374596.125000 Penalty: 3119.806641 Iteration 81Q: 3 clusters Score -1374596 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12173 members Mstep: Class 2 contains 2583 members Entering Unmasked Estep Score: -1374597.375000 Penalty: 3119.806641 Iteration 82Q: 3 clusters Score -1374597 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12182 members Mstep: Class 2 contains 2574 members Entering Unmasked Estep Score: -1374599.500000 Penalty: 3119.806641 Iteration 83Q: 3 clusters Score -1374600 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12187 members Mstep: Class 2 contains 2569 members Entering Unmasked Estep Score: -1374603.000000 Penalty: 3119.806641 Iteration 84Q: 3 clusters Score -1374603 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12191 members Mstep: Class 2 contains 2565 members Entering Unmasked Estep Score: -1374601.875000 Penalty: 3119.806641 Iteration 85Q: 3 clusters Score -1374602 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12195 members Mstep: Class 2 contains 2561 members Entering Unmasked Estep Score: -1374603.500000 Penalty: 3119.806641 Iteration 86Q: 3 clusters Score -1374604 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12198 members Mstep: Class 2 contains 2558 members Entering Unmasked Estep Score: -1374603.000000 Penalty: 3119.806641 Iteration 87Q: 3 clusters Score -1374603 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12199 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -1374602.250000 Penalty: 3119.806641 Iteration 88Q: 3 clusters Score -1374602 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12201 members Mstep: Class 2 contains 2555 members Entering Unmasked Estep Score: -1374605.375000 Penalty: 3119.806641 Iteration 89Q: 3 clusters Score -1374605 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12202 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -1374605.375000 Penalty: 3119.806641 Iteration 90Q: 3 clusters Score -1374605 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12202 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -1374605.375000 Penalty: 3119.806641 Iteration 91F: 3 clusters Score -1374605 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (34132 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34132 members Entering Unmasked Estep Score: -3277067.500000 Penalty: 1696.173462 Iteration 0F: 2 clusters Score -3277068 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16988 members Mstep: Class 2 contains 17144 members Entering Unmasked Estep Score: -3254101.000000 Penalty: 3392.346924 Iteration 0F: 3 clusters Score -3254101 nChanged 15905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16373 members Mstep: Class 2 contains 17759 members Entering Unmasked Estep Score: -3262999.500000 Penalty: 3392.346924 Iteration 1F: 3 clusters Score -3263000 nChanged 1727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15924 members Mstep: Class 2 contains 18208 members Entering Unmasked Estep Score: -3263690.000000 Penalty: 3392.346924 Iteration 2F: 3 clusters Score -3263690 nChanged 1826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15212 members Mstep: Class 2 contains 18920 members Entering Unmasked Estep Score: -3264612.500000 Penalty: 3392.346924 Iteration 3F: 3 clusters Score -3264612 nChanged 1993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14321 members Mstep: Class 2 contains 19811 members Entering Unmasked Estep Score: -3265767.750000 Penalty: 3392.346924 Iteration 4F: 3 clusters Score -3265768 nChanged 2094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13297 members Mstep: Class 2 contains 20835 members Entering Unmasked Estep Score: -3267107.500000 Penalty: 3392.346924 Iteration 5F: 3 clusters Score -3267108 nChanged 2084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12225 members Mstep: Class 2 contains 21907 members Entering Unmasked Estep Score: -3268583.500000 Penalty: 3392.346924 Iteration 6F: 3 clusters Score -3268584 nChanged 1990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11179 members Mstep: Class 2 contains 22953 members Entering Unmasked Estep Score: -3270078.250000 Penalty: 3392.346924 Iteration 7F: 3 clusters Score -3270078 nChanged 1652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10363 members Mstep: Class 2 contains 23769 members Entering Unmasked Estep Score: -3271235.500000 Penalty: 3392.346924 Iteration 8Q: 3 clusters Score -3271236 nChanged 1255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9736 members Mstep: Class 2 contains 24396 members Entering Unmasked Estep Score: -3271875.250000 Penalty: 3392.346924 Iteration 9Q: 3 clusters Score -3271875 nChanged 896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9156 members Mstep: Class 2 contains 24976 members Entering Unmasked Estep Score: -3272227.250000 Penalty: 3392.346924 Iteration 10Q: 3 clusters Score -3272227 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8581 members Mstep: Class 2 contains 25551 members Entering Unmasked Estep Score: -3272480.250000 Penalty: 3392.346924 Iteration 11Q: 3 clusters Score -3272480 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8008 members Mstep: Class 2 contains 26124 members Entering Unmasked Estep Score: -3272721.500000 Penalty: 3392.346924 Iteration 12Q: 3 clusters Score -3272722 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7453 members Mstep: Class 2 contains 26679 members Entering Unmasked Estep Score: -3272936.000000 Penalty: 3392.346924 Iteration 13Q: 3 clusters Score -3272936 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6920 members Mstep: Class 2 contains 27212 members Entering Unmasked Estep Score: -3273148.250000 Penalty: 3392.346924 Iteration 14Q: 3 clusters Score -3273148 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6410 members Mstep: Class 2 contains 27722 members Entering Unmasked Estep Score: -3273347.000000 Penalty: 3392.346924 Iteration 15Q: 3 clusters Score -3273347 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5917 members Mstep: Class 2 contains 28215 members Entering Unmasked Estep Score: -3273544.500000 Penalty: 3392.346924 Iteration 16Q: 3 clusters Score -3273544 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5428 members Mstep: Class 2 contains 28704 members Entering Unmasked Estep Score: -3273732.750000 Penalty: 3392.346924 Iteration 17Q: 3 clusters Score -3273733 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4976 members Mstep: Class 2 contains 29156 members Entering Unmasked Estep Score: -3273920.500000 Penalty: 3392.346924 Iteration 18Q: 3 clusters Score -3273920 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4518 members Mstep: Class 2 contains 29614 members Entering Unmasked Estep Score: -3274120.750000 Penalty: 3392.346924 Iteration 19Q: 3 clusters Score -3274121 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4057 members Mstep: Class 2 contains 30075 members Entering Unmasked Estep Score: -3274322.250000 Penalty: 3392.346924 Iteration 20F: 3 clusters Score -3274322 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3658 members Mstep: Class 2 contains 30474 members Entering Unmasked Estep Score: -3274491.750000 Penalty: 3392.346924 Iteration 21Q: 3 clusters Score -3274492 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3283 members Mstep: Class 2 contains 30849 members Entering Unmasked Estep Score: -3274650.500000 Penalty: 3392.346924 Iteration 22Q: 3 clusters Score -3274650 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2958 members Mstep: Class 2 contains 31174 members Entering Unmasked Estep Score: -3274783.750000 Penalty: 3392.346924 Iteration 23Q: 3 clusters Score -3274784 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2667 members Mstep: Class 2 contains 31465 members Entering Unmasked Estep Score: -3274915.750000 Penalty: 3392.346924 Iteration 24Q: 3 clusters Score -3274916 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 31724 members Entering Unmasked Estep Score: -3275017.750000 Penalty: 3392.346924 Iteration 25Q: 3 clusters Score -3275018 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Mstep: Class 2 contains 31959 members Entering Unmasked Estep Score: -3275125.000000 Penalty: 3392.346924 Iteration 26Q: 3 clusters Score -3275125 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 32180 members Entering Unmasked Estep Score: -3275217.750000 Penalty: 3392.346924 Iteration 27Q: 3 clusters Score -3275218 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 32353 members Entering Unmasked Estep Score: -3275290.000000 Penalty: 3392.346924 Iteration 28Q: 3 clusters Score -3275290 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 32502 members Entering Unmasked Estep Score: -3275333.000000 Penalty: 3392.346924 Iteration 29Q: 3 clusters Score -3275333 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 32612 members Entering Unmasked Estep Score: -3275379.000000 Penalty: 3392.346924 Iteration 30Q: 3 clusters Score -3275379 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 32693 members Entering Unmasked Estep Score: -3275408.500000 Penalty: 3392.346924 Iteration 31Q: 3 clusters Score -3275408 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 32777 members Entering Unmasked Estep Score: -3275441.250000 Penalty: 3392.346924 Iteration 32Q: 3 clusters Score -3275441 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 32844 members Entering Unmasked Estep Score: -3275460.750000 Penalty: 3392.346924 Iteration 33Q: 3 clusters Score -3275461 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 32906 members Entering Unmasked Estep Score: -3275483.500000 Penalty: 3392.346924 Iteration 34Q: 3 clusters Score -3275484 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 32963 members Entering Unmasked Estep Score: -3275510.500000 Penalty: 3392.346924 Iteration 35Q: 3 clusters Score -3275510 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 33012 members Entering Unmasked Estep Score: -3275531.250000 Penalty: 3392.346924 Iteration 36Q: 3 clusters Score -3275531 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 33058 members Entering Unmasked Estep Score: -3275551.250000 Penalty: 3392.346924 Iteration 37Q: 3 clusters Score -3275551 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 33093 members Entering Unmasked Estep Score: -3275567.500000 Penalty: 3392.346924 Iteration 38Q: 3 clusters Score -3275568 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 33125 members Entering Unmasked Estep Score: -3275573.250000 Penalty: 3392.346924 Iteration 39Q: 3 clusters Score -3275573 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 33150 members Entering Unmasked Estep Score: -3275582.000000 Penalty: 3392.346924 Iteration 40F: 3 clusters Score -3275582 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 33175 members Entering Unmasked Estep Score: -3275595.250000 Penalty: 3392.346924 Iteration 41Q: 3 clusters Score -3275595 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 33200 members Entering Unmasked Estep Score: -3275604.750000 Penalty: 3392.346924 Iteration 42Q: 3 clusters Score -3275605 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 33228 members Entering Unmasked Estep Score: -3275621.250000 Penalty: 3392.346924 Iteration 43Q: 3 clusters Score -3275621 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 33258 members Entering Unmasked Estep Score: -3275640.750000 Penalty: 3392.346924 Iteration 44Q: 3 clusters Score -3275641 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 33278 members Entering Unmasked Estep Score: -3275640.250000 Penalty: 3392.346924 Iteration 45Q: 3 clusters Score -3275640 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 33290 members Entering Unmasked Estep Score: -3275645.500000 Penalty: 3392.346924 Iteration 46Q: 3 clusters Score -3275646 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 33305 members Entering Unmasked Estep Score: -3275654.250000 Penalty: 3392.346924 Iteration 47Q: 3 clusters Score -3275654 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 33322 members Entering Unmasked Estep Score: -3275667.250000 Penalty: 3392.346924 Iteration 48Q: 3 clusters Score -3275667 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 33338 members Entering Unmasked Estep Score: -3275669.000000 Penalty: 3392.346924 Iteration 49Q: 3 clusters Score -3275669 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 33353 members Entering Unmasked Estep Score: -3275666.750000 Penalty: 3392.346924 Iteration 50Q: 3 clusters Score -3275667 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 33367 members Entering Unmasked Estep Score: -3275676.250000 Penalty: 3392.346924 Iteration 51Q: 3 clusters Score -3275676 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 33376 members Entering Unmasked Estep Score: -3275682.250000 Penalty: 3392.346924 Iteration 52Q: 3 clusters Score -3275682 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 33385 members Entering Unmasked Estep Score: -3275689.250000 Penalty: 3392.346924 Iteration 53Q: 3 clusters Score -3275689 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 33394 members Entering Unmasked Estep Score: -3275696.000000 Penalty: 3392.346924 Iteration 54Q: 3 clusters Score -3275696 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 33406 members Entering Unmasked Estep Score: -3275698.500000 Penalty: 3392.346924 Iteration 55Q: 3 clusters Score -3275698 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 33413 members Entering Unmasked Estep Score: -3275698.750000 Penalty: 3392.346924 Iteration 56Q: 3 clusters Score -3275699 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 33422 members Entering Unmasked Estep Score: -3275699.750000 Penalty: 3392.346924 Iteration 57Q: 3 clusters Score -3275700 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 33429 members Entering Unmasked Estep Score: -3275703.750000 Penalty: 3392.346924 Iteration 58Q: 3 clusters Score -3275704 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 33436 members Entering Unmasked Estep Score: -3275710.000000 Penalty: 3392.346924 Iteration 59Q: 3 clusters Score -3275710 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 33441 members Entering Unmasked Estep Score: -3275712.500000 Penalty: 3392.346924 Iteration 60F: 3 clusters Score -3275712 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 33446 members Entering Unmasked Estep Score: -3275714.500000 Penalty: 3392.346924 Iteration 61Q: 3 clusters Score -3275714 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 33451 members Entering Unmasked Estep Score: -3275720.000000 Penalty: 3392.346924 Iteration 62Q: 3 clusters Score -3275720 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 33454 members Entering Unmasked Estep Score: -3275721.250000 Penalty: 3392.346924 Iteration 63Q: 3 clusters Score -3275721 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 33454 members Entering Unmasked Estep Score: -3275721.250000 Penalty: 3392.346924 Iteration 64F: 3 clusters Score -3275721 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (2417 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2417 members Entering Unmasked Estep Score: -239745.078125 Penalty: 1265.920898 Iteration 0F: 2 clusters Score -239745.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -237439.312500 Penalty: 2531.841797 Iteration 0F: 3 clusters Score -237439.3 nChanged 875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -238010.625000 Penalty: 2531.841797 Iteration 1F: 3 clusters Score -238010.6 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -238115.171875 Penalty: 2531.841797 Iteration 2F: 3 clusters Score -238115.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -238173.609375 Penalty: 2531.841797 Iteration 3Q: 3 clusters Score -238173.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -238218.921875 Penalty: 2531.841797 Iteration 4Q: 3 clusters Score -238218.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -238246.531250 Penalty: 2531.841797 Iteration 5Q: 3 clusters Score -238246.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -238268.250000 Penalty: 2531.841797 Iteration 6Q: 3 clusters Score -238268.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -238286.734375 Penalty: 2531.841797 Iteration 7Q: 3 clusters Score -238286.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -238301.968750 Penalty: 2531.841797 Iteration 8Q: 3 clusters Score -238302 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -238312.171875 Penalty: 2531.841797 Iteration 9Q: 3 clusters Score -238312.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -238327.828125 Penalty: 2531.841797 Iteration 10Q: 3 clusters Score -238327.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -238339.625000 Penalty: 2531.841797 Iteration 11Q: 3 clusters Score -238339.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -238349.546875 Penalty: 2531.841797 Iteration 12Q: 3 clusters Score -238349.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -238355.343750 Penalty: 2531.841797 Iteration 13Q: 3 clusters Score -238355.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -238361.562500 Penalty: 2531.841797 Iteration 14Q: 3 clusters Score -238361.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -238370.562500 Penalty: 2531.841797 Iteration 15Q: 3 clusters Score -238370.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -238379.906250 Penalty: 2531.841797 Iteration 16Q: 3 clusters Score -238379.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -238386.000000 Penalty: 2531.841797 Iteration 17Q: 3 clusters Score -238386 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -238391.109375 Penalty: 2531.841797 Iteration 18Q: 3 clusters Score -238391.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -238396.203125 Penalty: 2531.841797 Iteration 19Q: 3 clusters Score -238396.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -238401.937500 Penalty: 2531.841797 Iteration 20F: 3 clusters Score -238401.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -238407.781250 Penalty: 2531.841797 Iteration 21Q: 3 clusters Score -238407.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -238415.296875 Penalty: 2531.841797 Iteration 22Q: 3 clusters Score -238415.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -238423.546875 Penalty: 2531.841797 Iteration 23Q: 3 clusters Score -238423.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -238432.671875 Penalty: 2531.841797 Iteration 24Q: 3 clusters Score -238432.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -238443.968750 Penalty: 2531.841797 Iteration 25Q: 3 clusters Score -238444 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -238456.796875 Penalty: 2531.841797 Iteration 26Q: 3 clusters Score -238456.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -238465.937500 Penalty: 2531.841797 Iteration 27Q: 3 clusters Score -238465.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -238478.187500 Penalty: 2531.841797 Iteration 28Q: 3 clusters Score -238478.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -238489.671875 Penalty: 2531.841797 Iteration 29Q: 3 clusters Score -238489.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -238501.609375 Penalty: 2531.841797 Iteration 30Q: 3 clusters Score -238501.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -238515.531250 Penalty: 2531.841797 Iteration 31Q: 3 clusters Score -238515.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -238528.234375 Penalty: 2531.841797 Iteration 32Q: 3 clusters Score -238528.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -238540.359375 Penalty: 2531.841797 Iteration 33Q: 3 clusters Score -238540.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -238551.234375 Penalty: 2531.841797 Iteration 34Q: 3 clusters Score -238551.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -238558.937500 Penalty: 2531.841797 Iteration 35Q: 3 clusters Score -238558.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -238568.343750 Penalty: 2531.841797 Iteration 36Q: 3 clusters Score -238568.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -238578.968750 Penalty: 2531.841797 Iteration 37Q: 3 clusters Score -238579 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -238582.906250 Penalty: 2531.841797 Iteration 38Q: 3 clusters Score -238582.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -238587.640625 Penalty: 2531.841797 Iteration 39Q: 3 clusters Score -238587.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -238594.281250 Penalty: 2531.841797 Iteration 40F: 3 clusters Score -238594.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -238597.828125 Penalty: 2531.841797 Iteration 41Q: 3 clusters Score -238597.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -238600.015625 Penalty: 2531.841797 Iteration 42Q: 3 clusters Score -238600 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -238604.171875 Penalty: 2531.841797 Iteration 43Q: 3 clusters Score -238604.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -238607.093750 Penalty: 2531.841797 Iteration 44Q: 3 clusters Score -238607.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -238608.421875 Penalty: 2531.841797 Iteration 45Q: 3 clusters Score -238608.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -238609.703125 Penalty: 2531.841797 Iteration 46Q: 3 clusters Score -238609.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -238610.500000 Penalty: 2531.841797 Iteration 47Q: 3 clusters Score -238610.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -238611.421875 Penalty: 2531.841797 Iteration 48Q: 3 clusters Score -238611.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -238611.531250 Penalty: 2531.841797 Iteration 49Q: 3 clusters Score -238611.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -238611.968750 Penalty: 2531.841797 Iteration 50Q: 3 clusters Score -238612 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -238612.234375 Penalty: 2531.841797 Iteration 51Q: 3 clusters Score -238612.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -238612.234375 Penalty: 2531.841797 Iteration 52F: 3 clusters Score -238612.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (13272 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13272 members Entering Unmasked Estep Score: -1268558.500000 Penalty: 1542.679443 Iteration 0F: 2 clusters Score -1268558 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6680 members Mstep: Class 2 contains 6592 members Entering Unmasked Estep Score: -1259309.125000 Penalty: 3085.358887 Iteration 0F: 3 clusters Score -1259309 nChanged 5814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6892 members Mstep: Class 2 contains 6380 members Entering Unmasked Estep Score: -1262579.875000 Penalty: 3085.358887 Iteration 1F: 3 clusters Score -1262580 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7001 members Mstep: Class 2 contains 6271 members Entering Unmasked Estep Score: -1262895.500000 Penalty: 3085.358887 Iteration 2F: 3 clusters Score -1262896 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7170 members Mstep: Class 2 contains 6102 members Entering Unmasked Estep Score: -1263263.125000 Penalty: 3085.358887 Iteration 3Q: 3 clusters Score -1263263 nChanged 758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7428 members Mstep: Class 2 contains 5844 members Entering Unmasked Estep Score: -1263786.875000 Penalty: 3085.358887 Iteration 4F: 3 clusters Score -1263787 nChanged 897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7811 members Mstep: Class 2 contains 5461 members Entering Unmasked Estep Score: -1264528.625000 Penalty: 3085.358887 Iteration 5F: 3 clusters Score -1264529 nChanged 970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8253 members Mstep: Class 2 contains 5019 members Entering Unmasked Estep Score: -1265357.250000 Penalty: 3085.358887 Iteration 6F: 3 clusters Score -1265357 nChanged 970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8729 members Mstep: Class 2 contains 4543 members Entering Unmasked Estep Score: -1266157.750000 Penalty: 3085.358887 Iteration 7F: 3 clusters Score -1266158 nChanged 770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9087 members Mstep: Class 2 contains 4185 members Entering Unmasked Estep Score: -1266684.500000 Penalty: 3085.358887 Iteration 8F: 3 clusters Score -1266684 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9326 members Mstep: Class 2 contains 3946 members Entering Unmasked Estep Score: -1267025.500000 Penalty: 3085.358887 Iteration 9Q: 3 clusters Score -1267026 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9484 members Mstep: Class 2 contains 3788 members Entering Unmasked Estep Score: -1267226.750000 Penalty: 3085.358887 Iteration 10Q: 3 clusters Score -1267227 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9602 members Mstep: Class 2 contains 3670 members Entering Unmasked Estep Score: -1267330.500000 Penalty: 3085.358887 Iteration 11Q: 3 clusters Score -1267330 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9681 members Mstep: Class 2 contains 3591 members Entering Unmasked Estep Score: -1267385.000000 Penalty: 3085.358887 Iteration 12Q: 3 clusters Score -1267385 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9766 members Mstep: Class 2 contains 3506 members Entering Unmasked Estep Score: -1267426.000000 Penalty: 3085.358887 Iteration 13Q: 3 clusters Score -1267426 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9841 members Mstep: Class 2 contains 3431 members Entering Unmasked Estep Score: -1267455.250000 Penalty: 3085.358887 Iteration 14Q: 3 clusters Score -1267455 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9910 members Mstep: Class 2 contains 3362 members Entering Unmasked Estep Score: -1267476.125000 Penalty: 3085.358887 Iteration 15Q: 3 clusters Score -1267476 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9978 members Mstep: Class 2 contains 3294 members Entering Unmasked Estep Score: -1267498.500000 Penalty: 3085.358887 Iteration 16Q: 3 clusters Score -1267498 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10034 members Mstep: Class 2 contains 3238 members Entering Unmasked Estep Score: -1267506.750000 Penalty: 3085.358887 Iteration 17Q: 3 clusters Score -1267507 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10081 members Mstep: Class 2 contains 3191 members Entering Unmasked Estep Score: -1267517.500000 Penalty: 3085.358887 Iteration 18Q: 3 clusters Score -1267518 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10113 members Mstep: Class 2 contains 3159 members Entering Unmasked Estep Score: -1267526.125000 Penalty: 3085.358887 Iteration 19Q: 3 clusters Score -1267526 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10138 members Mstep: Class 2 contains 3134 members Entering Unmasked Estep Score: -1267526.125000 Penalty: 3085.358887 Iteration 20F: 3 clusters Score -1267526 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10157 members Mstep: Class 2 contains 3115 members Entering Unmasked Estep Score: -1267528.750000 Penalty: 3085.358887 Iteration 21Q: 3 clusters Score -1267529 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10166 members Mstep: Class 2 contains 3106 members Entering Unmasked Estep Score: -1267529.625000 Penalty: 3085.358887 Iteration 22Q: 3 clusters Score -1267530 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10173 members Mstep: Class 2 contains 3099 members Entering Unmasked Estep Score: -1267530.375000 Penalty: 3085.358887 Iteration 23Q: 3 clusters Score -1267530 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10181 members Mstep: Class 2 contains 3091 members Entering Unmasked Estep Score: -1267530.750000 Penalty: 3085.358887 Iteration 24Q: 3 clusters Score -1267531 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10192 members Mstep: Class 2 contains 3080 members Entering Unmasked Estep Score: -1267533.000000 Penalty: 3085.358887 Iteration 25Q: 3 clusters Score -1267533 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10207 members Mstep: Class 2 contains 3065 members Entering Unmasked Estep Score: -1267534.625000 Penalty: 3085.358887 Iteration 26Q: 3 clusters Score -1267535 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10219 members Mstep: Class 2 contains 3053 members Entering Unmasked Estep Score: -1267540.000000 Penalty: 3085.358887 Iteration 27Q: 3 clusters Score -1267540 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10225 members Mstep: Class 2 contains 3047 members Entering Unmasked Estep Score: -1267539.875000 Penalty: 3085.358887 Iteration 28Q: 3 clusters Score -1267540 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10233 members Mstep: Class 2 contains 3039 members Entering Unmasked Estep Score: -1267539.750000 Penalty: 3085.358887 Iteration 29Q: 3 clusters Score -1267540 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10240 members Mstep: Class 2 contains 3032 members Entering Unmasked Estep Score: -1267537.875000 Penalty: 3085.358887 Iteration 30Q: 3 clusters Score -1267538 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10249 members Mstep: Class 2 contains 3023 members Entering Unmasked Estep Score: -1267536.750000 Penalty: 3085.358887 Iteration 31Q: 3 clusters Score -1267537 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10263 members Mstep: Class 2 contains 3009 members Entering Unmasked Estep Score: -1267541.375000 Penalty: 3085.358887 Iteration 32Q: 3 clusters Score -1267541 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10280 members Mstep: Class 2 contains 2992 members Entering Unmasked Estep Score: -1267546.500000 Penalty: 3085.358887 Iteration 33Q: 3 clusters Score -1267546 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10300 members Mstep: Class 2 contains 2972 members Entering Unmasked Estep Score: -1267551.875000 Penalty: 3085.358887 Iteration 34Q: 3 clusters Score -1267552 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10326 members Mstep: Class 2 contains 2946 members Entering Unmasked Estep Score: -1267554.875000 Penalty: 3085.358887 Iteration 35Q: 3 clusters Score -1267555 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10358 members Mstep: Class 2 contains 2914 members Entering Unmasked Estep Score: -1267564.750000 Penalty: 3085.358887 Iteration 36Q: 3 clusters Score -1267565 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10396 members Mstep: Class 2 contains 2876 members Entering Unmasked Estep Score: -1267573.000000 Penalty: 3085.358887 Iteration 37Q: 3 clusters Score -1267573 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10441 members Mstep: Class 2 contains 2831 members Entering Unmasked Estep Score: -1267582.000000 Penalty: 3085.358887 Iteration 38Q: 3 clusters Score -1267582 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10478 members Mstep: Class 2 contains 2794 members Entering Unmasked Estep Score: -1267594.500000 Penalty: 3085.358887 Iteration 39Q: 3 clusters Score -1267594 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10524 members Mstep: Class 2 contains 2748 members Entering Unmasked Estep Score: -1267611.500000 Penalty: 3085.358887 Iteration 40F: 3 clusters Score -1267612 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10582 members Mstep: Class 2 contains 2690 members Entering Unmasked Estep Score: -1267641.625000 Penalty: 3085.358887 Iteration 41Q: 3 clusters Score -1267642 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10657 members Mstep: Class 2 contains 2615 members Entering Unmasked Estep Score: -1267700.625000 Penalty: 3085.358887 Iteration 42Q: 3 clusters Score -1267701 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10739 members Mstep: Class 2 contains 2533 members Entering Unmasked Estep Score: -1267794.750000 Penalty: 3085.358887 Iteration 43Q: 3 clusters Score -1267795 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10828 members Mstep: Class 2 contains 2444 members Entering Unmasked Estep Score: -1267905.875000 Penalty: 3085.358887 Iteration 44Q: 3 clusters Score -1267906 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10922 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -1267983.875000 Penalty: 3085.358887 Iteration 45Q: 3 clusters Score -1267984 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10982 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -1268011.750000 Penalty: 3085.358887 Iteration 46Q: 3 clusters Score -1268012 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11024 members Mstep: Class 2 contains 2248 members Entering Unmasked Estep Score: -1268032.125000 Penalty: 3085.358887 Iteration 47Q: 3 clusters Score -1268032 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11063 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -1268044.125000 Penalty: 3085.358887 Iteration 48Q: 3 clusters Score -1268044 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11098 members Mstep: Class 2 contains 2174 members Entering Unmasked Estep Score: -1268058.125000 Penalty: 3085.358887 Iteration 49Q: 3 clusters Score -1268058 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11120 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -1268064.375000 Penalty: 3085.358887 Iteration 50Q: 3 clusters Score -1268064 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11133 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -1268068.500000 Penalty: 3085.358887 Iteration 51Q: 3 clusters Score -1268068 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11150 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -1268069.625000 Penalty: 3085.358887 Iteration 52Q: 3 clusters Score -1268070 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11164 members Mstep: Class 2 contains 2108 members Entering Unmasked Estep Score: -1268072.625000 Penalty: 3085.358887 Iteration 53Q: 3 clusters Score -1268073 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11181 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -1268073.375000 Penalty: 3085.358887 Iteration 54Q: 3 clusters Score -1268073 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11192 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -1268074.500000 Penalty: 3085.358887 Iteration 55Q: 3 clusters Score -1268074 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11199 members Mstep: Class 2 contains 2073 members Entering Unmasked Estep Score: -1268078.000000 Penalty: 3085.358887 Iteration 56Q: 3 clusters Score -1268078 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11203 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -1268080.125000 Penalty: 3085.358887 Iteration 57Q: 3 clusters Score -1268080 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11212 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -1268081.125000 Penalty: 3085.358887 Iteration 58Q: 3 clusters Score -1268081 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11218 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -1268081.750000 Penalty: 3085.358887 Iteration 59Q: 3 clusters Score -1268082 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11224 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -1268082.500000 Penalty: 3085.358887 Iteration 60F: 3 clusters Score -1268082 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11229 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -1268082.375000 Penalty: 3085.358887 Iteration 61Q: 3 clusters Score -1268082 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11233 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -1268084.000000 Penalty: 3085.358887 Iteration 62Q: 3 clusters Score -1268084 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11237 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -1268085.375000 Penalty: 3085.358887 Iteration 63Q: 3 clusters Score -1268085 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11238 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -1268083.250000 Penalty: 3085.358887 Iteration 64Q: 3 clusters Score -1268083 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11238 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -1268083.250000 Penalty: 3085.358887 Iteration 65F: 3 clusters Score -1268083 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (143115 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143115 members Entering Unmasked Estep Score: -14249541.000000 Penalty: 1929.103149 Iteration 0F: 2 clusters Score -1.424954e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71325 members Mstep: Class 2 contains 71790 members Entering Unmasked Estep Score: -14154068.000000 Penalty: 3858.206299 Iteration 0F: 3 clusters Score -1.415407e+07 nChanged 68754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68791 members Mstep: Class 2 contains 74324 members Entering Unmasked Estep Score: -14194436.000000 Penalty: 3858.206299 Iteration 1F: 3 clusters Score -1.419444e+07 nChanged 4614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67333 members Mstep: Class 2 contains 75782 members Entering Unmasked Estep Score: -14195660.000000 Penalty: 3858.206299 Iteration 2Q: 3 clusters Score -1.419566e+07 nChanged 5272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65055 members Mstep: Class 2 contains 78060 members Entering Unmasked Estep Score: -14197457.000000 Penalty: 3858.206299 Iteration 3Q: 3 clusters Score -1.419746e+07 nChanged 5999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61762 members Mstep: Class 2 contains 81353 members Entering Unmasked Estep Score: -14199979.000000 Penalty: 3858.206299 Iteration 4Q: 3 clusters Score -1.419998e+07 nChanged 6904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56928 members Mstep: Class 2 contains 86187 members Entering Unmasked Estep Score: -14203589.000000 Penalty: 3858.206299 Iteration 5Q: 3 clusters Score -1.420359e+07 nChanged 7981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50167 members Mstep: Class 2 contains 92948 members Entering Unmasked Estep Score: -14208890.000000 Penalty: 3858.206299 Iteration 6F: 3 clusters Score -1.420889e+07 nChanged 9239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41502 members Mstep: Class 2 contains 101613 members Entering Unmasked Estep Score: -14215931.000000 Penalty: 3858.206299 Iteration 7F: 3 clusters Score -1.421593e+07 nChanged 9990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31644 members Mstep: Class 2 contains 111471 members Entering Unmasked Estep Score: -14224147.000000 Penalty: 3858.206299 Iteration 8F: 3 clusters Score -1.422415e+07 nChanged 9762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21904 members Mstep: Class 2 contains 121211 members Entering Unmasked Estep Score: -14232335.000000 Penalty: 3858.206299 Iteration 9F: 3 clusters Score -1.423234e+07 nChanged 7967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13939 members Mstep: Class 2 contains 129176 members Entering Unmasked Estep Score: -14238869.000000 Penalty: 3858.206299 Iteration 10F: 3 clusters Score -1.423887e+07 nChanged 5444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8495 members Mstep: Class 2 contains 134620 members Entering Unmasked Estep Score: -14242933.000000 Penalty: 3858.206299 Iteration 11Q: 3 clusters Score -1.424293e+07 nChanged 3362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5135 members Mstep: Class 2 contains 137980 members Entering Unmasked Estep Score: -14245264.000000 Penalty: 3858.206299 Iteration 12Q: 3 clusters Score -1.424526e+07 nChanged 1890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3251 members Mstep: Class 2 contains 139864 members Entering Unmasked Estep Score: -14246449.000000 Penalty: 3858.206299 Iteration 13Q: 3 clusters Score -1.424645e+07 nChanged 1025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 140873 members Entering Unmasked Estep Score: -14247119.000000 Penalty: 3858.206299 Iteration 14Q: 3 clusters Score -1.424712e+07 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 141429 members Entering Unmasked Estep Score: -14247442.000000 Penalty: 3858.206299 Iteration 15Q: 3 clusters Score -1.424744e+07 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 141744 members Entering Unmasked Estep Score: -14247641.000000 Penalty: 3858.206299 Iteration 16Q: 3 clusters Score -1.424764e+07 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 141942 members Entering Unmasked Estep Score: -14247763.000000 Penalty: 3858.206299 Iteration 17Q: 3 clusters Score -1.424776e+07 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 142070 members Entering Unmasked Estep Score: -14247853.000000 Penalty: 3858.206299 Iteration 18Q: 3 clusters Score -1.424785e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 142156 members Entering Unmasked Estep Score: -14247915.000000 Penalty: 3858.206299 Iteration 19Q: 3 clusters Score -1.424792e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 142223 members Entering Unmasked Estep Score: -14247956.000000 Penalty: 3858.206299 Iteration 20F: 3 clusters Score -1.424796e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 142268 members Entering Unmasked Estep Score: -14247994.000000 Penalty: 3858.206299 Iteration 21Q: 3 clusters Score -1.424799e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 142299 members Entering Unmasked Estep Score: -14248011.000000 Penalty: 3858.206299 Iteration 22Q: 3 clusters Score -1.424801e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 142322 members Entering Unmasked Estep Score: -14248014.000000 Penalty: 3858.206299 Iteration 23Q: 3 clusters Score -1.424801e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 142338 members Entering Unmasked Estep Score: -14248029.000000 Penalty: 3858.206299 Iteration 24Q: 3 clusters Score -1.424803e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 142348 members Entering Unmasked Estep Score: -14248038.000000 Penalty: 3858.206299 Iteration 25Q: 3 clusters Score -1.424804e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 142361 members Entering Unmasked Estep Score: -14248063.000000 Penalty: 3858.206299 Iteration 26Q: 3 clusters Score -1.424806e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 142374 members Entering Unmasked Estep Score: -14248069.000000 Penalty: 3858.206299 Iteration 27Q: 3 clusters Score -1.424807e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 142389 members Entering Unmasked Estep Score: -14248083.000000 Penalty: 3858.206299 Iteration 28Q: 3 clusters Score -1.424808e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 142398 members Entering Unmasked Estep Score: -14248086.000000 Penalty: 3858.206299 Iteration 29Q: 3 clusters Score -1.424809e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 142410 members Entering Unmasked Estep Score: -14248098.000000 Penalty: 3858.206299 Iteration 30Q: 3 clusters Score -1.42481e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 142415 members Entering Unmasked Estep Score: -14248108.000000 Penalty: 3858.206299 Iteration 31Q: 3 clusters Score -1.424811e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 142423 members Entering Unmasked Estep Score: -14248098.000000 Penalty: 3858.206299 Iteration 32Q: 3 clusters Score -1.42481e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 142435 members Entering Unmasked Estep Score: -14248116.000000 Penalty: 3858.206299 Iteration 33Q: 3 clusters Score -1.424812e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 142442 members Entering Unmasked Estep Score: -14248113.000000 Penalty: 3858.206299 Iteration 34Q: 3 clusters Score -1.424811e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 142450 members Entering Unmasked Estep Score: -14248124.000000 Penalty: 3858.206299 Iteration 35Q: 3 clusters Score -1.424812e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 142452 members Entering Unmasked Estep Score: -14248122.000000 Penalty: 3858.206299 Iteration 36Q: 3 clusters Score -1.424812e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 142451 members Entering Unmasked Estep Score: -14248125.000000 Penalty: 3858.206299 Iteration 37Q: 3 clusters Score -1.424812e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 142455 members Entering Unmasked Estep Score: -14248124.000000 Penalty: 3858.206299 Iteration 38Q: 3 clusters Score -1.424812e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 142456 members Entering Unmasked Estep Score: -14248126.000000 Penalty: 3858.206299 Iteration 39Q: 3 clusters Score -1.424813e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 142458 members Entering Unmasked Estep Score: -14248128.000000 Penalty: 3858.206299 Iteration 40F: 3 clusters Score -1.424813e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 142459 members Entering Unmasked Estep Score: -14248125.000000 Penalty: 3858.206299 Iteration 41Q: 3 clusters Score -1.424812e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 142460 members Entering Unmasked Estep Score: -14248127.000000 Penalty: 3858.206299 Iteration 42Q: 3 clusters Score -1.424813e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 142461 members Entering Unmasked Estep Score: -14248121.000000 Penalty: 3858.206299 Iteration 43Q: 3 clusters Score -1.424812e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 142461 members Entering Unmasked Estep Score: -14248121.000000 Penalty: 3858.206299 Iteration 44F: 3 clusters Score -1.424812e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1305 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Entering Unmasked Estep Score: -124052.218750 Penalty: 1165.768188 Iteration 0F: 2 clusters Score -124052.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -122428.453125 Penalty: 2331.536377 Iteration 0F: 3 clusters Score -122428.5 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -122777.531250 Penalty: 2331.536377 Iteration 1F: 3 clusters Score -122777.5 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -122895.890625 Penalty: 2331.536377 Iteration 2F: 3 clusters Score -122895.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -122961.507812 Penalty: 2331.536377 Iteration 3F: 3 clusters Score -122961.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -123007.671875 Penalty: 2331.536377 Iteration 4Q: 3 clusters Score -123007.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -123052.703125 Penalty: 2331.536377 Iteration 5Q: 3 clusters Score -123052.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -123119.281250 Penalty: 2331.536377 Iteration 6Q: 3 clusters Score -123119.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -123182.343750 Penalty: 2331.536377 Iteration 7Q: 3 clusters Score -123182.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -123249.046875 Penalty: 2331.536377 Iteration 8Q: 3 clusters Score -123249 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -123319.093750 Penalty: 2331.536377 Iteration 9Q: 3 clusters Score -123319.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -123370.648438 Penalty: 2331.536377 Iteration 10Q: 3 clusters Score -123370.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -123411.531250 Penalty: 2331.536377 Iteration 11Q: 3 clusters Score -123411.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -123449.578125 Penalty: 2331.536377 Iteration 12Q: 3 clusters Score -123449.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -123473.359375 Penalty: 2331.536377 Iteration 13Q: 3 clusters Score -123473.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -123490.359375 Penalty: 2331.536377 Iteration 14Q: 3 clusters Score -123490.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -123506.843750 Penalty: 2331.536377 Iteration 15Q: 3 clusters Score -123506.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -123519.492188 Penalty: 2331.536377 Iteration 16Q: 3 clusters Score -123519.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -123527.812500 Penalty: 2331.536377 Iteration 17Q: 3 clusters Score -123527.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -123533.101562 Penalty: 2331.536377 Iteration 18Q: 3 clusters Score -123533.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -123534.414062 Penalty: 2331.536377 Iteration 19Q: 3 clusters Score -123534.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -123536.750000 Penalty: 2331.536377 Iteration 20F: 3 clusters Score -123536.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -123542.765625 Penalty: 2331.536377 Iteration 21Q: 3 clusters Score -123542.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -123544.273438 Penalty: 2331.536377 Iteration 22Q: 3 clusters Score -123544.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -123544.273438 Penalty: 2331.536377 Iteration 23F: 3 clusters Score -123544.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (9833 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9833 members Entering Unmasked Estep Score: -912138.500000 Penalty: 1493.943726 Iteration 0F: 2 clusters Score -912138.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4991 members Mstep: Class 2 contains 4842 members Entering Unmasked Estep Score: -905084.187500 Penalty: 2987.887451 Iteration 0F: 3 clusters Score -905084.2 nChanged 4260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5335 members Mstep: Class 2 contains 4498 members Entering Unmasked Estep Score: -907323.187500 Penalty: 2987.887451 Iteration 1F: 3 clusters Score -907323.2 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5579 members Mstep: Class 2 contains 4254 members Entering Unmasked Estep Score: -907579.500000 Penalty: 2987.887451 Iteration 2F: 3 clusters Score -907579.5 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5901 members Mstep: Class 2 contains 3932 members Entering Unmasked Estep Score: -907850.375000 Penalty: 2987.887451 Iteration 3F: 3 clusters Score -907850.4 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6291 members Mstep: Class 2 contains 3542 members Entering Unmasked Estep Score: -908119.000000 Penalty: 2987.887451 Iteration 4F: 3 clusters Score -908119 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6740 members Mstep: Class 2 contains 3093 members Entering Unmasked Estep Score: -908416.500000 Penalty: 2987.887451 Iteration 5F: 3 clusters Score -908416.5 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7211 members Mstep: Class 2 contains 2622 members Entering Unmasked Estep Score: -908766.562500 Penalty: 2987.887451 Iteration 6F: 3 clusters Score -908766.6 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7710 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -909147.687500 Penalty: 2987.887451 Iteration 7F: 3 clusters Score -909147.7 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8192 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -909542.312500 Penalty: 2987.887451 Iteration 8F: 3 clusters Score -909542.3 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8605 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -909890.500000 Penalty: 2987.887451 Iteration 9Q: 3 clusters Score -909890.5 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8944 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -910216.375000 Penalty: 2987.887451 Iteration 10Q: 3 clusters Score -910216.4 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9186 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -910448.125000 Penalty: 2987.887451 Iteration 11Q: 3 clusters Score -910448.1 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9341 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -910595.625000 Penalty: 2987.887451 Iteration 12Q: 3 clusters Score -910595.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9426 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -910690.875000 Penalty: 2987.887451 Iteration 13Q: 3 clusters Score -910690.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9467 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -910756.937500 Penalty: 2987.887451 Iteration 14Q: 3 clusters Score -910756.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9493 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -910786.375000 Penalty: 2987.887451 Iteration 15Q: 3 clusters Score -910786.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9509 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -910811.062500 Penalty: 2987.887451 Iteration 16Q: 3 clusters Score -910811.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9523 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -910827.375000 Penalty: 2987.887451 Iteration 17Q: 3 clusters Score -910827.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9533 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -910840.000000 Penalty: 2987.887451 Iteration 18Q: 3 clusters Score -910840 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9540 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -910856.750000 Penalty: 2987.887451 Iteration 19Q: 3 clusters Score -910856.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9549 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -910865.562500 Penalty: 2987.887451 Iteration 20F: 3 clusters Score -910865.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9549 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -910871.312500 Penalty: 2987.887451 Iteration 21Q: 3 clusters Score -910871.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9549 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -910873.937500 Penalty: 2987.887451 Iteration 22Q: 3 clusters Score -910873.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9549 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -910876.062500 Penalty: 2987.887451 Iteration 23Q: 3 clusters Score -910876.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9550 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -910876.562500 Penalty: 2987.887451 Iteration 24Q: 3 clusters Score -910876.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9550 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -910876.562500 Penalty: 2987.887451 Iteration 25F: 3 clusters Score -910876.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (2024 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Entering Unmasked Estep Score: -186955.453125 Penalty: 1237.085083 Iteration 0F: 2 clusters Score -186955.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -184895.343750 Penalty: 2474.170166 Iteration 0F: 3 clusters Score -184895.3 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -185451.562500 Penalty: 2474.170166 Iteration 1F: 3 clusters Score -185451.6 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -185638.000000 Penalty: 2474.170166 Iteration 2F: 3 clusters Score -185638 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -185785.093750 Penalty: 2474.170166 Iteration 3F: 3 clusters Score -185785.1 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -185874.609375 Penalty: 2474.170166 Iteration 4Q: 3 clusters Score -185874.6 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -185946.906250 Penalty: 2474.170166 Iteration 5Q: 3 clusters Score -185946.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -185986.468750 Penalty: 2474.170166 Iteration 6Q: 3 clusters Score -185986.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -186023.390625 Penalty: 2474.170166 Iteration 7Q: 3 clusters Score -186023.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -186054.046875 Penalty: 2474.170166 Iteration 8Q: 3 clusters Score -186054 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -186070.296875 Penalty: 2474.170166 Iteration 9Q: 3 clusters Score -186070.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -186082.578125 Penalty: 2474.170166 Iteration 10Q: 3 clusters Score -186082.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -186090.906250 Penalty: 2474.170166 Iteration 11Q: 3 clusters Score -186090.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -186098.265625 Penalty: 2474.170166 Iteration 12Q: 3 clusters Score -186098.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -186104.421875 Penalty: 2474.170166 Iteration 13Q: 3 clusters Score -186104.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -186112.453125 Penalty: 2474.170166 Iteration 14Q: 3 clusters Score -186112.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -186122.875000 Penalty: 2474.170166 Iteration 15Q: 3 clusters Score -186122.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -186130.890625 Penalty: 2474.170166 Iteration 16Q: 3 clusters Score -186130.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -186135.500000 Penalty: 2474.170166 Iteration 17Q: 3 clusters Score -186135.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -186141.218750 Penalty: 2474.170166 Iteration 18Q: 3 clusters Score -186141.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -186142.875000 Penalty: 2474.170166 Iteration 19Q: 3 clusters Score -186142.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -186145.062500 Penalty: 2474.170166 Iteration 20F: 3 clusters Score -186145.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -186149.531250 Penalty: 2474.170166 Iteration 21Q: 3 clusters Score -186149.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -186156.078125 Penalty: 2474.170166 Iteration 22Q: 3 clusters Score -186156.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -186159.031250 Penalty: 2474.170166 Iteration 23Q: 3 clusters Score -186159 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -186163.578125 Penalty: 2474.170166 Iteration 24Q: 3 clusters Score -186163.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -186165.500000 Penalty: 2474.170166 Iteration 25Q: 3 clusters Score -186165.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -186166.375000 Penalty: 2474.170166 Iteration 26Q: 3 clusters Score -186166.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -186170.843750 Penalty: 2474.170166 Iteration 27Q: 3 clusters Score -186170.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -186174.109375 Penalty: 2474.170166 Iteration 28Q: 3 clusters Score -186174.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -186175.906250 Penalty: 2474.170166 Iteration 29Q: 3 clusters Score -186175.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -186177.218750 Penalty: 2474.170166 Iteration 30Q: 3 clusters Score -186177.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -186178.031250 Penalty: 2474.170166 Iteration 31Q: 3 clusters Score -186178 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -186179.890625 Penalty: 2474.170166 Iteration 32Q: 3 clusters Score -186179.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -186183.390625 Penalty: 2474.170166 Iteration 33Q: 3 clusters Score -186183.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -186185.078125 Penalty: 2474.170166 Iteration 34Q: 3 clusters Score -186185.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -186185.078125 Penalty: 2474.170166 Iteration 35F: 3 clusters Score -186185.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (3101 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3101 members Entering Unmasked Estep Score: -271971.406250 Penalty: 1306.415527 Iteration 0F: 2 clusters Score -271971.4 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 1495 members Entering Unmasked Estep Score: -269169.937500 Penalty: 2612.831055 Iteration 0F: 3 clusters Score -269169.9 nChanged 1186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -269948.625000 Penalty: 2612.831055 Iteration 1F: 3 clusters Score -269948.6 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -270152.906250 Penalty: 2612.831055 Iteration 2F: 3 clusters Score -270152.9 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -270304.343750 Penalty: 2612.831055 Iteration 3F: 3 clusters Score -270304.3 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -270456.531250 Penalty: 2612.831055 Iteration 4F: 3 clusters Score -270456.5 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -270646.500000 Penalty: 2612.831055 Iteration 5Q: 3 clusters Score -270646.5 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -270860.593750 Penalty: 2612.831055 Iteration 6F: 3 clusters Score -270860.6 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -271008.906250 Penalty: 2612.831055 Iteration 7Q: 3 clusters Score -271008.9 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -271120.718750 Penalty: 2612.831055 Iteration 8Q: 3 clusters Score -271120.7 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -271224.656250 Penalty: 2612.831055 Iteration 9Q: 3 clusters Score -271224.7 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -271319.906250 Penalty: 2612.831055 Iteration 10Q: 3 clusters Score -271319.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -271459.812500 Penalty: 2612.831055 Iteration 11Q: 3 clusters Score -271459.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -271641.531250 Penalty: 2612.831055 Iteration 12Q: 3 clusters Score -271641.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2226 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -271747.968750 Penalty: 2612.831055 Iteration 13Q: 3 clusters Score -271748 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -271848.437500 Penalty: 2612.831055 Iteration 14Q: 3 clusters Score -271848.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -271903.937500 Penalty: 2612.831055 Iteration 15Q: 3 clusters Score -271903.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -271917.000000 Penalty: 2612.831055 Iteration 16Q: 3 clusters Score -271917 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2291 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -271917.687500 Penalty: 2612.831055 Iteration 17Q: 3 clusters Score -271917.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -271917.593750 Penalty: 2612.831055 Iteration 18Q: 3 clusters Score -271917.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -271917.593750 Penalty: 2612.831055 Iteration 19F: 3 clusters Score -271917.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (451 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Entering Unmasked Estep Score: -38727.554688 Penalty: 993.113464 Iteration 0F: 2 clusters Score -38727.55 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -37724.292969 Penalty: 1986.226929 Iteration 0F: 3 clusters Score -37724.29 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -37923.253906 Penalty: 1986.226929 Iteration 1F: 3 clusters Score -37923.25 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -38021.839844 Penalty: 1986.226929 Iteration 2F: 3 clusters Score -38021.84 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -38177.792969 Penalty: 1986.226929 Iteration 3F: 3 clusters Score -38177.79 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -38263.089844 Penalty: 1986.226929 Iteration 4F: 3 clusters Score -38263.09 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -38328.109375 Penalty: 1986.226929 Iteration 5F: 3 clusters Score -38328.11 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -38353.304688 Penalty: 1986.226929 Iteration 6Q: 3 clusters Score -38353.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -38363.886719 Penalty: 1986.226929 Iteration 7Q: 3 clusters Score -38363.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -38365.484375 Penalty: 1986.226929 Iteration 8Q: 3 clusters Score -38365.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -38368.296875 Penalty: 1986.226929 Iteration 9Q: 3 clusters Score -38368.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -38368.296875 Penalty: 1986.226929 Iteration 10F: 3 clusters Score -38368.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (91241 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91241 members Entering Unmasked Estep Score: -9111721.000000 Penalty: 1855.954712 Iteration 0F: 2 clusters Score -9111721 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45451 members Mstep: Class 2 contains 45790 members Entering Unmasked Estep Score: -9050692.000000 Penalty: 3711.909424 Iteration 0F: 3 clusters Score -9050692 nChanged 43408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44187 members Mstep: Class 2 contains 47054 members Entering Unmasked Estep Score: -9076018.000000 Penalty: 3711.909424 Iteration 1F: 3 clusters Score -9076018 nChanged 3147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43640 members Mstep: Class 2 contains 47601 members Entering Unmasked Estep Score: -9076779.000000 Penalty: 3711.909424 Iteration 2Q: 3 clusters Score -9076779 nChanged 3343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42831 members Mstep: Class 2 contains 48410 members Entering Unmasked Estep Score: -9077879.000000 Penalty: 3711.909424 Iteration 3Q: 3 clusters Score -9077879 nChanged 3569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41662 members Mstep: Class 2 contains 49579 members Entering Unmasked Estep Score: -9079281.000000 Penalty: 3711.909424 Iteration 4Q: 3 clusters Score -9079281 nChanged 3888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39994 members Mstep: Class 2 contains 51247 members Entering Unmasked Estep Score: -9080867.000000 Penalty: 3711.909424 Iteration 5Q: 3 clusters Score -9080867 nChanged 4260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37598 members Mstep: Class 2 contains 53643 members Entering Unmasked Estep Score: -9083011.000000 Penalty: 3711.909424 Iteration 6Q: 3 clusters Score -9083011 nChanged 4753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34143 members Mstep: Class 2 contains 57098 members Entering Unmasked Estep Score: -9085773.000000 Penalty: 3711.909424 Iteration 7F: 3 clusters Score -9085773 nChanged 5148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29677 members Mstep: Class 2 contains 61564 members Entering Unmasked Estep Score: -9089189.000000 Penalty: 3711.909424 Iteration 8F: 3 clusters Score -9089189 nChanged 5439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24492 members Mstep: Class 2 contains 66749 members Entering Unmasked Estep Score: -9093023.000000 Penalty: 3711.909424 Iteration 9F: 3 clusters Score -9093023 nChanged 5634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18936 members Mstep: Class 2 contains 72305 members Entering Unmasked Estep Score: -9097165.000000 Penalty: 3711.909424 Iteration 10F: 3 clusters Score -9097165 nChanged 5351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13599 members Mstep: Class 2 contains 77642 members Entering Unmasked Estep Score: -9101179.000000 Penalty: 3711.909424 Iteration 11F: 3 clusters Score -9101179 nChanged 4506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9095 members Mstep: Class 2 contains 82146 members Entering Unmasked Estep Score: -9104478.000000 Penalty: 3711.909424 Iteration 12Q: 3 clusters Score -9104478 nChanged 3302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5799 members Mstep: Class 2 contains 85442 members Entering Unmasked Estep Score: -9106818.000000 Penalty: 3711.909424 Iteration 13Q: 3 clusters Score -9106818 nChanged 2141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3664 members Mstep: Class 2 contains 87577 members Entering Unmasked Estep Score: -9108305.000000 Penalty: 3711.909424 Iteration 14Q: 3 clusters Score -9108305 nChanged 1264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2402 members Mstep: Class 2 contains 88839 members Entering Unmasked Estep Score: -9109140.000000 Penalty: 3711.909424 Iteration 15Q: 3 clusters Score -9109140 nChanged 728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 89545 members Entering Unmasked Estep Score: -9109546.000000 Penalty: 3711.909424 Iteration 16Q: 3 clusters Score -9109546 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 89961 members Entering Unmasked Estep Score: -9109793.000000 Penalty: 3711.909424 Iteration 17Q: 3 clusters Score -9109793 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 90187 members Entering Unmasked Estep Score: -9109949.000000 Penalty: 3711.909424 Iteration 18Q: 3 clusters Score -9109949 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 90323 members Entering Unmasked Estep Score: -9110063.000000 Penalty: 3711.909424 Iteration 19Q: 3 clusters Score -9110063 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 90408 members Entering Unmasked Estep Score: -9110107.000000 Penalty: 3711.909424 Iteration 20F: 3 clusters Score -9110107 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 90460 members Entering Unmasked Estep Score: -9110141.000000 Penalty: 3711.909424 Iteration 21Q: 3 clusters Score -9110141 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 90486 members Entering Unmasked Estep Score: -9110166.000000 Penalty: 3711.909424 Iteration 22Q: 3 clusters Score -9110166 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 90509 members Entering Unmasked Estep Score: -9110182.000000 Penalty: 3711.909424 Iteration 23Q: 3 clusters Score -9110182 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 90523 members Entering Unmasked Estep Score: -9110201.000000 Penalty: 3711.909424 Iteration 24Q: 3 clusters Score -9110201 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 90544 members Entering Unmasked Estep Score: -9110222.000000 Penalty: 3711.909424 Iteration 25Q: 3 clusters Score -9110222 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 90555 members Entering Unmasked Estep Score: -9110220.000000 Penalty: 3711.909424 Iteration 26Q: 3 clusters Score -9110220 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 90569 members Entering Unmasked Estep Score: -9110234.000000 Penalty: 3711.909424 Iteration 27Q: 3 clusters Score -9110234 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 90581 members Entering Unmasked Estep Score: -9110243.000000 Penalty: 3711.909424 Iteration 28Q: 3 clusters Score -9110243 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 90588 members Entering Unmasked Estep Score: -9110249.000000 Penalty: 3711.909424 Iteration 29Q: 3 clusters Score -9110249 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 90591 members Entering Unmasked Estep Score: -9110250.000000 Penalty: 3711.909424 Iteration 30Q: 3 clusters Score -9110250 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 90595 members Entering Unmasked Estep Score: -9110254.000000 Penalty: 3711.909424 Iteration 31Q: 3 clusters Score -9110254 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 90602 members Entering Unmasked Estep Score: -9110258.000000 Penalty: 3711.909424 Iteration 32Q: 3 clusters Score -9110258 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 90609 members Entering Unmasked Estep Score: -9110263.000000 Penalty: 3711.909424 Iteration 33Q: 3 clusters Score -9110263 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 90610 members Entering Unmasked Estep Score: -9110266.000000 Penalty: 3711.909424 Iteration 34Q: 3 clusters Score -9110266 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 90613 members Entering Unmasked Estep Score: -9110265.000000 Penalty: 3711.909424 Iteration 35Q: 3 clusters Score -9110265 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 90614 members Entering Unmasked Estep Score: -9110265.000000 Penalty: 3711.909424 Iteration 36Q: 3 clusters Score -9110265 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 90615 members Entering Unmasked Estep Score: -9110269.000000 Penalty: 3711.909424 Iteration 37Q: 3 clusters Score -9110269 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 90618 members Entering Unmasked Estep Score: -9110274.000000 Penalty: 3711.909424 Iteration 38Q: 3 clusters Score -9110274 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 90620 members Entering Unmasked Estep Score: -9110279.000000 Penalty: 3711.909424 Iteration 39Q: 3 clusters Score -9110279 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 90623 members Entering Unmasked Estep Score: -9110279.000000 Penalty: 3711.909424 Iteration 40F: 3 clusters Score -9110279 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 90627 members Entering Unmasked Estep Score: -9110282.000000 Penalty: 3711.909424 Iteration 41Q: 3 clusters Score -9110282 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 90629 members Entering Unmasked Estep Score: -9110283.000000 Penalty: 3711.909424 Iteration 42Q: 3 clusters Score -9110283 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 90633 members Entering Unmasked Estep Score: -9110280.000000 Penalty: 3711.909424 Iteration 43Q: 3 clusters Score -9110280 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 90635 members Entering Unmasked Estep Score: -9110284.000000 Penalty: 3711.909424 Iteration 44Q: 3 clusters Score -9110284 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 90635 members Entering Unmasked Estep Score: -9110284.000000 Penalty: 3711.909424 Iteration 45F: 3 clusters Score -9110284 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (923 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Entering Unmasked Estep Score: -79891.109375 Penalty: 1109.489746 Iteration 0F: 2 clusters Score -79891.11 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -78537.093750 Penalty: 2218.979492 Iteration 0F: 3 clusters Score -78537.09 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -78860.906250 Penalty: 2218.979492 Iteration 1F: 3 clusters Score -78860.91 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -78975.039062 Penalty: 2218.979492 Iteration 2F: 3 clusters Score -78975.04 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -79047.460938 Penalty: 2218.979492 Iteration 3Q: 3 clusters Score -79047.46 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -79100.210938 Penalty: 2218.979492 Iteration 4Q: 3 clusters Score -79100.21 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -79154.234375 Penalty: 2218.979492 Iteration 5Q: 3 clusters Score -79154.23 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -79190.226562 Penalty: 2218.979492 Iteration 6Q: 3 clusters Score -79190.23 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -79214.429688 Penalty: 2218.979492 Iteration 7Q: 3 clusters Score -79214.43 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -79239.820312 Penalty: 2218.979492 Iteration 8Q: 3 clusters Score -79239.82 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -79253.695312 Penalty: 2218.979492 Iteration 9Q: 3 clusters Score -79253.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -79263.656250 Penalty: 2218.979492 Iteration 10Q: 3 clusters Score -79263.66 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -79272.312500 Penalty: 2218.979492 Iteration 11Q: 3 clusters Score -79272.31 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -79288.156250 Penalty: 2218.979492 Iteration 12Q: 3 clusters Score -79288.16 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -79298.523438 Penalty: 2218.979492 Iteration 13Q: 3 clusters Score -79298.52 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -79310.281250 Penalty: 2218.979492 Iteration 14Q: 3 clusters Score -79310.28 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -79322.070312 Penalty: 2218.979492 Iteration 15Q: 3 clusters Score -79322.07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -79325.703125 Penalty: 2218.979492 Iteration 16Q: 3 clusters Score -79325.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -79326.164062 Penalty: 2218.979492 Iteration 17Q: 3 clusters Score -79326.16 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -79326.164062 Penalty: 2218.979492 Iteration 18F: 3 clusters Score -79326.16 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (874 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Entering Unmasked Estep Score: -76878.453125 Penalty: 1100.625610 Iteration 0F: 2 clusters Score -76878.45 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -75632.671875 Penalty: 2201.251221 Iteration 0F: 3 clusters Score -75632.67 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -76169.039062 Penalty: 2201.251221 Iteration 1F: 3 clusters Score -76169.04 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -76401.367188 Penalty: 2201.251221 Iteration 2F: 3 clusters Score -76401.37 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -76486.093750 Penalty: 2201.251221 Iteration 3F: 3 clusters Score -76486.09 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -76554.734375 Penalty: 2201.251221 Iteration 4Q: 3 clusters Score -76554.73 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -76587.171875 Penalty: 2201.251221 Iteration 5Q: 3 clusters Score -76587.17 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -76599.992188 Penalty: 2201.251221 Iteration 6Q: 3 clusters Score -76599.99 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -76609.343750 Penalty: 2201.251221 Iteration 7Q: 3 clusters Score -76609.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -76621.906250 Penalty: 2201.251221 Iteration 8Q: 3 clusters Score -76621.91 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -76634.468750 Penalty: 2201.251221 Iteration 9Q: 3 clusters Score -76634.47 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -76643.867188 Penalty: 2201.251221 Iteration 10Q: 3 clusters Score -76643.87 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -76649.406250 Penalty: 2201.251221 Iteration 11Q: 3 clusters Score -76649.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -76655.273438 Penalty: 2201.251221 Iteration 12Q: 3 clusters Score -76655.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -76674.203125 Penalty: 2201.251221 Iteration 13Q: 3 clusters Score -76674.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -76680.265625 Penalty: 2201.251221 Iteration 14Q: 3 clusters Score -76680.27 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -76686.570312 Penalty: 2201.251221 Iteration 15Q: 3 clusters Score -76686.57 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -76695.046875 Penalty: 2201.251221 Iteration 16Q: 3 clusters Score -76695.05 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -76705.914062 Penalty: 2201.251221 Iteration 17Q: 3 clusters Score -76705.91 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -76720.281250 Penalty: 2201.251221 Iteration 18Q: 3 clusters Score -76720.28 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -76729.046875 Penalty: 2201.251221 Iteration 19Q: 3 clusters Score -76729.05 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -76744.218750 Penalty: 2201.251221 Iteration 20F: 3 clusters Score -76744.22 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -76761.429688 Penalty: 2201.251221 Iteration 21Q: 3 clusters Score -76761.43 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -76773.773438 Penalty: 2201.251221 Iteration 22Q: 3 clusters Score -76773.77 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -76785.421875 Penalty: 2201.251221 Iteration 23Q: 3 clusters Score -76785.42 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -76803.125000 Penalty: 2201.251221 Iteration 24Q: 3 clusters Score -76803.12 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -76812.250000 Penalty: 2201.251221 Iteration 25Q: 3 clusters Score -76812.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -76814.804688 Penalty: 2201.251221 Iteration 26Q: 3 clusters Score -76814.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -76814.804688 Penalty: 2201.251221 Iteration 27F: 3 clusters Score -76814.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1229 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Entering Unmasked Estep Score: -115837.179688 Penalty: 1156.017822 Iteration 0F: 2 clusters Score -115837.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -114252.429688 Penalty: 2312.035645 Iteration 0F: 3 clusters Score -114252.4 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -114553.335938 Penalty: 2312.035645 Iteration 1F: 3 clusters Score -114553.3 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -114647.804688 Penalty: 2312.035645 Iteration 2F: 3 clusters Score -114647.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -114707.640625 Penalty: 2312.035645 Iteration 3Q: 3 clusters Score -114707.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -114735.570312 Penalty: 2312.035645 Iteration 4Q: 3 clusters Score -114735.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -114763.164062 Penalty: 2312.035645 Iteration 5Q: 3 clusters Score -114763.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -114784.812500 Penalty: 2312.035645 Iteration 6Q: 3 clusters Score -114784.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -114800.265625 Penalty: 2312.035645 Iteration 7Q: 3 clusters Score -114800.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -114812.578125 Penalty: 2312.035645 Iteration 8Q: 3 clusters Score -114812.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -114823.414062 Penalty: 2312.035645 Iteration 9Q: 3 clusters Score -114823.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -114831.296875 Penalty: 2312.035645 Iteration 10Q: 3 clusters Score -114831.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -114844.257812 Penalty: 2312.035645 Iteration 11Q: 3 clusters Score -114844.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -114851.046875 Penalty: 2312.035645 Iteration 12Q: 3 clusters Score -114851 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -114857.976562 Penalty: 2312.035645 Iteration 13Q: 3 clusters Score -114858 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -114866.390625 Penalty: 2312.035645 Iteration 14Q: 3 clusters Score -114866.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -114870.093750 Penalty: 2312.035645 Iteration 15Q: 3 clusters Score -114870.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -114872.296875 Penalty: 2312.035645 Iteration 16Q: 3 clusters Score -114872.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -114872.296875 Penalty: 2312.035645 Iteration 17F: 3 clusters Score -114872.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (3346 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3346 members Entering Unmasked Estep Score: -329701.625000 Penalty: 1318.772095 Iteration 0F: 2 clusters Score -329701.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -326765.000000 Penalty: 2637.544189 Iteration 0F: 3 clusters Score -326765 nChanged 1281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -327453.468750 Penalty: 2637.544189 Iteration 1F: 3 clusters Score -327453.5 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -327556.937500 Penalty: 2637.544189 Iteration 2F: 3 clusters Score -327556.9 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -327623.843750 Penalty: 2637.544189 Iteration 3Q: 3 clusters Score -327623.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -327684.406250 Penalty: 2637.544189 Iteration 4Q: 3 clusters Score -327684.4 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -327736.312500 Penalty: 2637.544189 Iteration 5Q: 3 clusters Score -327736.3 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -327778.906250 Penalty: 2637.544189 Iteration 6Q: 3 clusters Score -327778.9 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -327824.062500 Penalty: 2637.544189 Iteration 7Q: 3 clusters Score -327824.1 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -327860.093750 Penalty: 2637.544189 Iteration 8Q: 3 clusters Score -327860.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -327885.906250 Penalty: 2637.544189 Iteration 9Q: 3 clusters Score -327885.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -327905.875000 Penalty: 2637.544189 Iteration 10Q: 3 clusters Score -327905.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -327929.218750 Penalty: 2637.544189 Iteration 11Q: 3 clusters Score -327929.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 2083 members Entering Unmasked Estep Score: -327949.437500 Penalty: 2637.544189 Iteration 12Q: 3 clusters Score -327949.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -327974.593750 Penalty: 2637.544189 Iteration 13Q: 3 clusters Score -327974.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -327995.437500 Penalty: 2637.544189 Iteration 14Q: 3 clusters Score -327995.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -328023.593750 Penalty: 2637.544189 Iteration 15Q: 3 clusters Score -328023.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -328045.718750 Penalty: 2637.544189 Iteration 16Q: 3 clusters Score -328045.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -328067.000000 Penalty: 2637.544189 Iteration 17Q: 3 clusters Score -328067 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -328093.843750 Penalty: 2637.544189 Iteration 18Q: 3 clusters Score -328093.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -328120.718750 Penalty: 2637.544189 Iteration 19Q: 3 clusters Score -328120.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 2394 members Entering Unmasked Estep Score: -328146.656250 Penalty: 2637.544189 Iteration 20F: 3 clusters Score -328146.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 2442 members Entering Unmasked Estep Score: -328175.593750 Penalty: 2637.544189 Iteration 21Q: 3 clusters Score -328175.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 2482 members Entering Unmasked Estep Score: -328198.687500 Penalty: 2637.544189 Iteration 22Q: 3 clusters Score -328198.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -328230.281250 Penalty: 2637.544189 Iteration 23Q: 3 clusters Score -328230.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 2567 members Entering Unmasked Estep Score: -328263.281250 Penalty: 2637.544189 Iteration 24Q: 3 clusters Score -328263.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 2616 members Entering Unmasked Estep Score: -328300.125000 Penalty: 2637.544189 Iteration 25Q: 3 clusters Score -328300.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 2656 members Entering Unmasked Estep Score: -328330.000000 Penalty: 2637.544189 Iteration 26Q: 3 clusters Score -328330 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -328358.812500 Penalty: 2637.544189 Iteration 27Q: 3 clusters Score -328358.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 2721 members Entering Unmasked Estep Score: -328382.093750 Penalty: 2637.544189 Iteration 28Q: 3 clusters Score -328382.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 2743 members Entering Unmasked Estep Score: -328397.812500 Penalty: 2637.544189 Iteration 29Q: 3 clusters Score -328397.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 2767 members Entering Unmasked Estep Score: -328419.375000 Penalty: 2637.544189 Iteration 30Q: 3 clusters Score -328419.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -328446.250000 Penalty: 2637.544189 Iteration 31Q: 3 clusters Score -328446.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 2823 members Entering Unmasked Estep Score: -328472.437500 Penalty: 2637.544189 Iteration 32Q: 3 clusters Score -328472.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 2846 members Entering Unmasked Estep Score: -328491.750000 Penalty: 2637.544189 Iteration 33Q: 3 clusters Score -328491.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 2865 members Entering Unmasked Estep Score: -328512.406250 Penalty: 2637.544189 Iteration 34Q: 3 clusters Score -328512.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 2880 members Entering Unmasked Estep Score: -328521.968750 Penalty: 2637.544189 Iteration 35Q: 3 clusters Score -328522 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 2893 members Entering Unmasked Estep Score: -328529.250000 Penalty: 2637.544189 Iteration 36Q: 3 clusters Score -328529.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 2907 members Entering Unmasked Estep Score: -328538.218750 Penalty: 2637.544189 Iteration 37Q: 3 clusters Score -328538.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 2917 members Entering Unmasked Estep Score: -328546.031250 Penalty: 2637.544189 Iteration 38Q: 3 clusters Score -328546 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 2930 members Entering Unmasked Estep Score: -328554.000000 Penalty: 2637.544189 Iteration 39Q: 3 clusters Score -328554 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 2939 members Entering Unmasked Estep Score: -328559.875000 Penalty: 2637.544189 Iteration 40F: 3 clusters Score -328559.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 2947 members Entering Unmasked Estep Score: -328563.687500 Penalty: 2637.544189 Iteration 41Q: 3 clusters Score -328563.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 2951 members Entering Unmasked Estep Score: -328571.781250 Penalty: 2637.544189 Iteration 42Q: 3 clusters Score -328571.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 2960 members Entering Unmasked Estep Score: -328577.125000 Penalty: 2637.544189 Iteration 43Q: 3 clusters Score -328577.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 2964 members Entering Unmasked Estep Score: -328580.781250 Penalty: 2637.544189 Iteration 44Q: 3 clusters Score -328580.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 2971 members Entering Unmasked Estep Score: -328586.250000 Penalty: 2637.544189 Iteration 45Q: 3 clusters Score -328586.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2978 members Entering Unmasked Estep Score: -328591.406250 Penalty: 2637.544189 Iteration 46Q: 3 clusters Score -328591.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 2985 members Entering Unmasked Estep Score: -328594.562500 Penalty: 2637.544189 Iteration 47Q: 3 clusters Score -328594.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 2992 members Entering Unmasked Estep Score: -328600.093750 Penalty: 2637.544189 Iteration 48Q: 3 clusters Score -328600.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 2995 members Entering Unmasked Estep Score: -328600.906250 Penalty: 2637.544189 Iteration 49Q: 3 clusters Score -328600.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 2998 members Entering Unmasked Estep Score: -328602.687500 Penalty: 2637.544189 Iteration 50Q: 3 clusters Score -328602.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 2999 members Entering Unmasked Estep Score: -328605.468750 Penalty: 2637.544189 Iteration 51Q: 3 clusters Score -328605.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 3003 members Entering Unmasked Estep Score: -328609.281250 Penalty: 2637.544189 Iteration 52Q: 3 clusters Score -328609.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 3007 members Entering Unmasked Estep Score: -328613.593750 Penalty: 2637.544189 Iteration 53Q: 3 clusters Score -328613.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 3011 members Entering Unmasked Estep Score: -328615.093750 Penalty: 2637.544189 Iteration 54Q: 3 clusters Score -328615.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 3011 members Entering Unmasked Estep Score: -328615.093750 Penalty: 2637.544189 Iteration 55F: 3 clusters Score -328615.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (2036 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2036 members Entering Unmasked Estep Score: -175129.515625 Penalty: 1238.045654 Iteration 0F: 2 clusters Score -175129.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -173077.828125 Penalty: 2476.091309 Iteration 0F: 3 clusters Score -173077.8 nChanged 716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -173577.468750 Penalty: 2476.091309 Iteration 1F: 3 clusters Score -173577.5 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -173700.968750 Penalty: 2476.091309 Iteration 2F: 3 clusters Score -173701 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -173778.296875 Penalty: 2476.091309 Iteration 3F: 3 clusters Score -173778.3 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -173836.390625 Penalty: 2476.091309 Iteration 4Q: 3 clusters Score -173836.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -173885.906250 Penalty: 2476.091309 Iteration 5Q: 3 clusters Score -173885.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -173956.093750 Penalty: 2476.091309 Iteration 6Q: 3 clusters Score -173956.1 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -174070.062500 Penalty: 2476.091309 Iteration 7Q: 3 clusters Score -174070.1 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -174248.515625 Penalty: 2476.091309 Iteration 8Q: 3 clusters Score -174248.5 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -174428.281250 Penalty: 2476.091309 Iteration 9Q: 3 clusters Score -174428.3 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -174531.437500 Penalty: 2476.091309 Iteration 10Q: 3 clusters Score -174531.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -174596.343750 Penalty: 2476.091309 Iteration 11Q: 3 clusters Score -174596.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -174635.015625 Penalty: 2476.091309 Iteration 12Q: 3 clusters Score -174635 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -174655.015625 Penalty: 2476.091309 Iteration 13Q: 3 clusters Score -174655 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -174668.671875 Penalty: 2476.091309 Iteration 14Q: 3 clusters Score -174668.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -174670.656250 Penalty: 2476.091309 Iteration 15Q: 3 clusters Score -174670.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -174673.984375 Penalty: 2476.091309 Iteration 16Q: 3 clusters Score -174674 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -174681.156250 Penalty: 2476.091309 Iteration 17Q: 3 clusters Score -174681.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -174687.703125 Penalty: 2476.091309 Iteration 18Q: 3 clusters Score -174687.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -174691.781250 Penalty: 2476.091309 Iteration 19Q: 3 clusters Score -174691.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -174715.781250 Penalty: 2476.091309 Iteration 20F: 3 clusters Score -174715.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -174746.968750 Penalty: 2476.091309 Iteration 21Q: 3 clusters Score -174747 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -174760.234375 Penalty: 2476.091309 Iteration 22Q: 3 clusters Score -174760.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -174770.000000 Penalty: 2476.091309 Iteration 23Q: 3 clusters Score -174770 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -174775.703125 Penalty: 2476.091309 Iteration 24Q: 3 clusters Score -174775.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -174777.671875 Penalty: 2476.091309 Iteration 25Q: 3 clusters Score -174777.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -174779.187500 Penalty: 2476.091309 Iteration 26Q: 3 clusters Score -174779.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -174779.984375 Penalty: 2476.091309 Iteration 27Q: 3 clusters Score -174780 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -174780.093750 Penalty: 2476.091309 Iteration 28Q: 3 clusters Score -174780.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -174780.093750 Penalty: 2476.091309 Iteration 29F: 3 clusters Score -174780.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (6080 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6080 members Entering Unmasked Estep Score: -592964.937500 Penalty: 1415.823486 Iteration 0F: 2 clusters Score -592964.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3075 members Mstep: Class 2 contains 3005 members Entering Unmasked Estep Score: -588342.437500 Penalty: 2831.646973 Iteration 0F: 3 clusters Score -588342.4 nChanged 2489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3132 members Mstep: Class 2 contains 2948 members Entering Unmasked Estep Score: -589724.437500 Penalty: 2831.646973 Iteration 1F: 3 clusters Score -589724.4 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3189 members Mstep: Class 2 contains 2891 members Entering Unmasked Estep Score: -589923.375000 Penalty: 2831.646973 Iteration 2F: 3 clusters Score -589923.4 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3272 members Mstep: Class 2 contains 2808 members Entering Unmasked Estep Score: -590064.125000 Penalty: 2831.646973 Iteration 3Q: 3 clusters Score -590064.1 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3356 members Mstep: Class 2 contains 2724 members Entering Unmasked Estep Score: -590185.187500 Penalty: 2831.646973 Iteration 4Q: 3 clusters Score -590185.2 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3450 members Mstep: Class 2 contains 2630 members Entering Unmasked Estep Score: -590293.187500 Penalty: 2831.646973 Iteration 5Q: 3 clusters Score -590293.2 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3551 members Mstep: Class 2 contains 2529 members Entering Unmasked Estep Score: -590409.187500 Penalty: 2831.646973 Iteration 6Q: 3 clusters Score -590409.2 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3645 members Mstep: Class 2 contains 2435 members Entering Unmasked Estep Score: -590537.312500 Penalty: 2831.646973 Iteration 7Q: 3 clusters Score -590537.3 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3732 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -590663.375000 Penalty: 2831.646973 Iteration 8Q: 3 clusters Score -590663.4 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3841 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -590805.437500 Penalty: 2831.646973 Iteration 9Q: 3 clusters Score -590805.4 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3935 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -590919.062500 Penalty: 2831.646973 Iteration 10Q: 3 clusters Score -590919.1 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4026 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -591028.375000 Penalty: 2831.646973 Iteration 11Q: 3 clusters Score -591028.4 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4123 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -591135.812500 Penalty: 2831.646973 Iteration 12Q: 3 clusters Score -591135.8 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4194 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -591208.187500 Penalty: 2831.646973 Iteration 13Q: 3 clusters Score -591208.2 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4260 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -591266.250000 Penalty: 2831.646973 Iteration 14Q: 3 clusters Score -591266.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4308 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -591311.500000 Penalty: 2831.646973 Iteration 15Q: 3 clusters Score -591311.5 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4363 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -591353.625000 Penalty: 2831.646973 Iteration 16Q: 3 clusters Score -591353.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4421 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -591386.125000 Penalty: 2831.646973 Iteration 17Q: 3 clusters Score -591386.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4462 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -591407.375000 Penalty: 2831.646973 Iteration 18Q: 3 clusters Score -591407.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4506 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -591424.312500 Penalty: 2831.646973 Iteration 19Q: 3 clusters Score -591424.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4552 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -591447.312500 Penalty: 2831.646973 Iteration 20F: 3 clusters Score -591447.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4600 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -591466.937500 Penalty: 2831.646973 Iteration 21Q: 3 clusters Score -591466.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4632 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -591480.500000 Penalty: 2831.646973 Iteration 22Q: 3 clusters Score -591480.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4668 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -591496.062500 Penalty: 2831.646973 Iteration 23Q: 3 clusters Score -591496.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4708 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -591514.062500 Penalty: 2831.646973 Iteration 24Q: 3 clusters Score -591514.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4749 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -591529.687500 Penalty: 2831.646973 Iteration 25Q: 3 clusters Score -591529.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4780 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -591542.750000 Penalty: 2831.646973 Iteration 26Q: 3 clusters Score -591542.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4808 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -591555.250000 Penalty: 2831.646973 Iteration 27Q: 3 clusters Score -591555.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4833 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -591567.500000 Penalty: 2831.646973 Iteration 28Q: 3 clusters Score -591567.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4863 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -591583.937500 Penalty: 2831.646973 Iteration 29Q: 3 clusters Score -591583.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4895 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -591596.500000 Penalty: 2831.646973 Iteration 30Q: 3 clusters Score -591596.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4923 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -591607.250000 Penalty: 2831.646973 Iteration 31Q: 3 clusters Score -591607.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4946 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -591618.500000 Penalty: 2831.646973 Iteration 32Q: 3 clusters Score -591618.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4972 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -591628.937500 Penalty: 2831.646973 Iteration 33Q: 3 clusters Score -591628.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4987 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -591635.000000 Penalty: 2831.646973 Iteration 34Q: 3 clusters Score -591635 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5002 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -591642.625000 Penalty: 2831.646973 Iteration 35Q: 3 clusters Score -591642.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5020 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -591650.187500 Penalty: 2831.646973 Iteration 36Q: 3 clusters Score -591650.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5034 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -591655.250000 Penalty: 2831.646973 Iteration 37Q: 3 clusters Score -591655.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5055 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -591664.187500 Penalty: 2831.646973 Iteration 38Q: 3 clusters Score -591664.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5075 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -591671.812500 Penalty: 2831.646973 Iteration 39Q: 3 clusters Score -591671.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5089 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -591679.562500 Penalty: 2831.646973 Iteration 40F: 3 clusters Score -591679.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5103 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -591685.312500 Penalty: 2831.646973 Iteration 41Q: 3 clusters Score -591685.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5120 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -591694.875000 Penalty: 2831.646973 Iteration 42Q: 3 clusters Score -591694.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5140 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -591703.687500 Penalty: 2831.646973 Iteration 43Q: 3 clusters Score -591703.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5158 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -591711.062500 Penalty: 2831.646973 Iteration 44Q: 3 clusters Score -591711.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5175 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -591716.937500 Penalty: 2831.646973 Iteration 45Q: 3 clusters Score -591716.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5190 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -591723.437500 Penalty: 2831.646973 Iteration 46Q: 3 clusters Score -591723.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5205 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -591731.187500 Penalty: 2831.646973 Iteration 47Q: 3 clusters Score -591731.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5228 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -591740.812500 Penalty: 2831.646973 Iteration 48Q: 3 clusters Score -591740.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5241 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -591745.750000 Penalty: 2831.646973 Iteration 49Q: 3 clusters Score -591745.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5250 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -591749.000000 Penalty: 2831.646973 Iteration 50Q: 3 clusters Score -591749 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5259 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -591753.312500 Penalty: 2831.646973 Iteration 51Q: 3 clusters Score -591753.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5268 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -591757.562500 Penalty: 2831.646973 Iteration 52Q: 3 clusters Score -591757.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5274 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -591760.000000 Penalty: 2831.646973 Iteration 53Q: 3 clusters Score -591760 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5280 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -591764.125000 Penalty: 2831.646973 Iteration 54Q: 3 clusters Score -591764.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5288 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -591766.062500 Penalty: 2831.646973 Iteration 55Q: 3 clusters Score -591766.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5296 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -591769.062500 Penalty: 2831.646973 Iteration 56Q: 3 clusters Score -591769.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5300 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -591771.250000 Penalty: 2831.646973 Iteration 57Q: 3 clusters Score -591771.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5304 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -591773.187500 Penalty: 2831.646973 Iteration 58Q: 3 clusters Score -591773.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5305 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -591772.750000 Penalty: 2831.646973 Iteration 59Q: 3 clusters Score -591772.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5308 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -591774.500000 Penalty: 2831.646973 Iteration 60F: 3 clusters Score -591774.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5309 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -591775.000000 Penalty: 2831.646973 Iteration 61Q: 3 clusters Score -591775 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5309 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -591775.000000 Penalty: 2831.646973 Iteration 62F: 3 clusters Score -591775 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (2666 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2666 members Entering Unmasked Estep Score: -227141.265625 Penalty: 1281.854370 Iteration 0F: 2 clusters Score -227141.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -224655.921875 Penalty: 2563.708740 Iteration 0F: 3 clusters Score -224655.9 nChanged 1020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -225285.953125 Penalty: 2563.708740 Iteration 1F: 3 clusters Score -225286 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -225413.187500 Penalty: 2563.708740 Iteration 2F: 3 clusters Score -225413.2 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -225491.812500 Penalty: 2563.708740 Iteration 3Q: 3 clusters Score -225491.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -225534.093750 Penalty: 2563.708740 Iteration 4Q: 3 clusters Score -225534.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -225564.015625 Penalty: 2563.708740 Iteration 5Q: 3 clusters Score -225564 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -225583.015625 Penalty: 2563.708740 Iteration 6Q: 3 clusters Score -225583 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -225596.703125 Penalty: 2563.708740 Iteration 7Q: 3 clusters Score -225596.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -225605.625000 Penalty: 2563.708740 Iteration 8Q: 3 clusters Score -225605.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -225613.234375 Penalty: 2563.708740 Iteration 9Q: 3 clusters Score -225613.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -225618.218750 Penalty: 2563.708740 Iteration 10Q: 3 clusters Score -225618.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -225624.437500 Penalty: 2563.708740 Iteration 11Q: 3 clusters Score -225624.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -225629.343750 Penalty: 2563.708740 Iteration 12Q: 3 clusters Score -225629.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -225634.609375 Penalty: 2563.708740 Iteration 13Q: 3 clusters Score -225634.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -225638.140625 Penalty: 2563.708740 Iteration 14Q: 3 clusters Score -225638.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -225640.046875 Penalty: 2563.708740 Iteration 15Q: 3 clusters Score -225640 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -225641.921875 Penalty: 2563.708740 Iteration 16Q: 3 clusters Score -225641.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -225643.718750 Penalty: 2563.708740 Iteration 17Q: 3 clusters Score -225643.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -225646.062500 Penalty: 2563.708740 Iteration 18Q: 3 clusters Score -225646.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -225650.062500 Penalty: 2563.708740 Iteration 19Q: 3 clusters Score -225650.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -225652.984375 Penalty: 2563.708740 Iteration 20F: 3 clusters Score -225653 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -225653.921875 Penalty: 2563.708740 Iteration 21Q: 3 clusters Score -225653.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -225654.156250 Penalty: 2563.708740 Iteration 22Q: 3 clusters Score -225654.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -225655.000000 Penalty: 2563.708740 Iteration 23Q: 3 clusters Score -225655 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -225655.171875 Penalty: 2563.708740 Iteration 24Q: 3 clusters Score -225655.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -225655.593750 Penalty: 2563.708740 Iteration 25Q: 3 clusters Score -225655.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -225655.593750 Penalty: 2563.708740 Iteration 26F: 3 clusters Score -225655.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (899 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Entering Unmasked Estep Score: -82794.031250 Penalty: 1105.208496 Iteration 0F: 2 clusters Score -82794.03 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 457 members Entering Unmasked Estep Score: -81407.187500 Penalty: 2210.416992 Iteration 0F: 3 clusters Score -81407.19 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -81621.906250 Penalty: 2210.416992 Iteration 1F: 3 clusters Score -81621.91 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -81691.570312 Penalty: 2210.416992 Iteration 2F: 3 clusters Score -81691.57 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -81732.382812 Penalty: 2210.416992 Iteration 3Q: 3 clusters Score -81732.38 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -81758.960938 Penalty: 2210.416992 Iteration 4Q: 3 clusters Score -81758.96 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -81778.062500 Penalty: 2210.416992 Iteration 5Q: 3 clusters Score -81778.06 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -81793.796875 Penalty: 2210.416992 Iteration 6Q: 3 clusters Score -81793.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -81799.898438 Penalty: 2210.416992 Iteration 7Q: 3 clusters Score -81799.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -81810.679688 Penalty: 2210.416992 Iteration 8Q: 3 clusters Score -81810.68 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -81817.445312 Penalty: 2210.416992 Iteration 9Q: 3 clusters Score -81817.45 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -81825.007812 Penalty: 2210.416992 Iteration 10Q: 3 clusters Score -81825.01 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -81827.703125 Penalty: 2210.416992 Iteration 11Q: 3 clusters Score -81827.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -81828.617188 Penalty: 2210.416992 Iteration 12Q: 3 clusters Score -81828.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -81829.671875 Penalty: 2210.416992 Iteration 13Q: 3 clusters Score -81829.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -81830.445312 Penalty: 2210.416992 Iteration 14Q: 3 clusters Score -81830.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -81830.445312 Penalty: 2210.416992 Iteration 15F: 3 clusters Score -81830.45 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (303 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Entering Unmasked Estep Score: -21430.458984 Penalty: 928.481567 Iteration 0F: 2 clusters Score -21430.46 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -20630.724609 Penalty: 1856.963135 Iteration 0F: 3 clusters Score -20630.72 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -20820.966797 Penalty: 1856.963135 Iteration 1F: 3 clusters Score -20820.97 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -20856.498047 Penalty: 1856.963135 Iteration 2Q: 3 clusters Score -20856.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -20879.609375 Penalty: 1856.963135 Iteration 3Q: 3 clusters Score -20879.61 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -20885.783203 Penalty: 1856.963135 Iteration 4Q: 3 clusters Score -20885.78 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -20885.783203 Penalty: 1856.963135 Iteration 5F: 3 clusters Score -20885.78 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (1085 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Entering Unmasked Estep Score: -99218.257812 Penalty: 1135.766968 Iteration 0F: 2 clusters Score -99218.26 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -97772.937500 Penalty: 2271.533936 Iteration 0F: 3 clusters Score -97772.94 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -98213.898438 Penalty: 2271.533936 Iteration 1F: 3 clusters Score -98213.9 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -98527.304688 Penalty: 2271.533936 Iteration 2F: 3 clusters Score -98527.3 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -98816.179688 Penalty: 2271.533936 Iteration 3F: 3 clusters Score -98816.18 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -98971.421875 Penalty: 2271.533936 Iteration 4F: 3 clusters Score -98971.42 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -99026.546875 Penalty: 2271.533936 Iteration 5Q: 3 clusters Score -99026.55 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -99054.453125 Penalty: 2271.533936 Iteration 6Q: 3 clusters Score -99054.45 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -99070.390625 Penalty: 2271.533936 Iteration 7Q: 3 clusters Score -99070.39 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -99074.546875 Penalty: 2271.533936 Iteration 8Q: 3 clusters Score -99074.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -99076.695312 Penalty: 2271.533936 Iteration 9Q: 3 clusters Score -99076.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -99076.695312 Penalty: 2271.533936 Iteration 10F: 3 clusters Score -99076.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (2483 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Entering Unmasked Estep Score: -237698.359375 Penalty: 1270.298706 Iteration 0F: 2 clusters Score -237698.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -235296.828125 Penalty: 2540.597412 Iteration 0F: 3 clusters Score -235296.8 nChanged 894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -235884.906250 Penalty: 2540.597412 Iteration 1F: 3 clusters Score -235884.9 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -236035.390625 Penalty: 2540.597412 Iteration 2F: 3 clusters Score -236035.4 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -236116.046875 Penalty: 2540.597412 Iteration 3Q: 3 clusters Score -236116 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -236163.156250 Penalty: 2540.597412 Iteration 4Q: 3 clusters Score -236163.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -236202.500000 Penalty: 2540.597412 Iteration 5Q: 3 clusters Score -236202.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -236233.968750 Penalty: 2540.597412 Iteration 6Q: 3 clusters Score -236234 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -236262.562500 Penalty: 2540.597412 Iteration 7Q: 3 clusters Score -236262.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -236281.312500 Penalty: 2540.597412 Iteration 8Q: 3 clusters Score -236281.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -236295.046875 Penalty: 2540.597412 Iteration 9Q: 3 clusters Score -236295 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -236306.500000 Penalty: 2540.597412 Iteration 10Q: 3 clusters Score -236306.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -236314.453125 Penalty: 2540.597412 Iteration 11Q: 3 clusters Score -236314.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -236324.515625 Penalty: 2540.597412 Iteration 12Q: 3 clusters Score -236324.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -236335.187500 Penalty: 2540.597412 Iteration 13Q: 3 clusters Score -236335.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -236352.031250 Penalty: 2540.597412 Iteration 14Q: 3 clusters Score -236352 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -236369.640625 Penalty: 2540.597412 Iteration 15Q: 3 clusters Score -236369.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -236389.281250 Penalty: 2540.597412 Iteration 16Q: 3 clusters Score -236389.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -236409.718750 Penalty: 2540.597412 Iteration 17Q: 3 clusters Score -236409.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -236420.109375 Penalty: 2540.597412 Iteration 18Q: 3 clusters Score -236420.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -236429.453125 Penalty: 2540.597412 Iteration 19Q: 3 clusters Score -236429.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -236439.562500 Penalty: 2540.597412 Iteration 20F: 3 clusters Score -236439.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -236450.640625 Penalty: 2540.597412 Iteration 21Q: 3 clusters Score -236450.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -236461.875000 Penalty: 2540.597412 Iteration 22Q: 3 clusters Score -236461.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -236475.843750 Penalty: 2540.597412 Iteration 23Q: 3 clusters Score -236475.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -236490.921875 Penalty: 2540.597412 Iteration 24Q: 3 clusters Score -236490.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -236501.375000 Penalty: 2540.597412 Iteration 25Q: 3 clusters Score -236501.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -236507.375000 Penalty: 2540.597412 Iteration 26Q: 3 clusters Score -236507.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -236515.828125 Penalty: 2540.597412 Iteration 27Q: 3 clusters Score -236515.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -236525.375000 Penalty: 2540.597412 Iteration 28Q: 3 clusters Score -236525.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -236537.328125 Penalty: 2540.597412 Iteration 29Q: 3 clusters Score -236537.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -236548.140625 Penalty: 2540.597412 Iteration 30Q: 3 clusters Score -236548.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -236560.000000 Penalty: 2540.597412 Iteration 31Q: 3 clusters Score -236560 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -236570.062500 Penalty: 2540.597412 Iteration 32Q: 3 clusters Score -236570.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -236580.453125 Penalty: 2540.597412 Iteration 33Q: 3 clusters Score -236580.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -236589.421875 Penalty: 2540.597412 Iteration 34Q: 3 clusters Score -236589.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -236597.921875 Penalty: 2540.597412 Iteration 35Q: 3 clusters Score -236597.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -236601.578125 Penalty: 2540.597412 Iteration 36Q: 3 clusters Score -236601.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -236605.000000 Penalty: 2540.597412 Iteration 37Q: 3 clusters Score -236605 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -236610.484375 Penalty: 2540.597412 Iteration 38Q: 3 clusters Score -236610.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -236613.515625 Penalty: 2540.597412 Iteration 39Q: 3 clusters Score -236613.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -236616.000000 Penalty: 2540.597412 Iteration 40F: 3 clusters Score -236616 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -236616.578125 Penalty: 2540.597412 Iteration 41Q: 3 clusters Score -236616.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -236616.390625 Penalty: 2540.597412 Iteration 42Q: 3 clusters Score -236616.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -236616.578125 Penalty: 2540.597412 Iteration 43Q: 3 clusters Score -236616.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -236617.250000 Penalty: 2540.597412 Iteration 44Q: 3 clusters Score -236617.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -236617.609375 Penalty: 2540.597412 Iteration 45Q: 3 clusters Score -236617.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -236618.718750 Penalty: 2540.597412 Iteration 46Q: 3 clusters Score -236618.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -236618.984375 Penalty: 2540.597412 Iteration 47Q: 3 clusters Score -236619 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -236620.328125 Penalty: 2540.597412 Iteration 48Q: 3 clusters Score -236620.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -236621.046875 Penalty: 2540.597412 Iteration 49Q: 3 clusters Score -236621 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -236621.046875 Penalty: 2540.597412 Iteration 50F: 3 clusters Score -236621 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (1233 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Entering Unmasked Estep Score: -111338.195312 Penalty: 1156.545898 Iteration 0F: 2 clusters Score -111338.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -109733.507812 Penalty: 2313.091797 Iteration 0F: 3 clusters Score -109733.5 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -110104.484375 Penalty: 2313.091797 Iteration 1F: 3 clusters Score -110104.5 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -110224.796875 Penalty: 2313.091797 Iteration 2F: 3 clusters Score -110224.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -110284.281250 Penalty: 2313.091797 Iteration 3F: 3 clusters Score -110284.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -110320.859375 Penalty: 2313.091797 Iteration 4Q: 3 clusters Score -110320.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -110357.312500 Penalty: 2313.091797 Iteration 5Q: 3 clusters Score -110357.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -110377.484375 Penalty: 2313.091797 Iteration 6Q: 3 clusters Score -110377.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -110388.164062 Penalty: 2313.091797 Iteration 7Q: 3 clusters Score -110388.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -110400.632812 Penalty: 2313.091797 Iteration 8Q: 3 clusters Score -110400.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -110407.250000 Penalty: 2313.091797 Iteration 9Q: 3 clusters Score -110407.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -110414.546875 Penalty: 2313.091797 Iteration 10Q: 3 clusters Score -110414.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -110422.523438 Penalty: 2313.091797 Iteration 11Q: 3 clusters Score -110422.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -110430.906250 Penalty: 2313.091797 Iteration 12Q: 3 clusters Score -110430.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -110435.890625 Penalty: 2313.091797 Iteration 13Q: 3 clusters Score -110435.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -110437.984375 Penalty: 2313.091797 Iteration 14Q: 3 clusters Score -110438 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -110439.765625 Penalty: 2313.091797 Iteration 15Q: 3 clusters Score -110439.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -110440.093750 Penalty: 2313.091797 Iteration 16Q: 3 clusters Score -110440.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -110440.093750 Penalty: 2313.091797 Iteration 17F: 3 clusters Score -110440.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (632 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Entering Unmasked Estep Score: -58684.054688 Penalty: 1047.944458 Iteration 0F: 2 clusters Score -58684.05 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -57472.941406 Penalty: 2095.888916 Iteration 0F: 3 clusters Score -57472.94 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -57648.437500 Penalty: 2095.888916 Iteration 1F: 3 clusters Score -57648.44 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -57700.925781 Penalty: 2095.888916 Iteration 2F: 3 clusters Score -57700.93 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -57721.140625 Penalty: 2095.888916 Iteration 3Q: 3 clusters Score -57721.14 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -57730.496094 Penalty: 2095.888916 Iteration 4Q: 3 clusters Score -57730.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -57735.277344 Penalty: 2095.888916 Iteration 5Q: 3 clusters Score -57735.28 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -57742.070312 Penalty: 2095.888916 Iteration 6Q: 3 clusters Score -57742.07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -57746.843750 Penalty: 2095.888916 Iteration 7Q: 3 clusters Score -57746.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -57747.972656 Penalty: 2095.888916 Iteration 8Q: 3 clusters Score -57747.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -57749.527344 Penalty: 2095.888916 Iteration 9Q: 3 clusters Score -57749.53 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -57755.269531 Penalty: 2095.888916 Iteration 10Q: 3 clusters Score -57755.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -57757.636719 Penalty: 2095.888916 Iteration 11Q: 3 clusters Score -57757.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -57757.636719 Penalty: 2095.888916 Iteration 12F: 3 clusters Score -57757.64 nChanged 0 --- Evaluating fit on full set of 1033838 points --- Entering Unmasked Estep Score: -99363920.000000 Penalty: 58511.128906 21->27 Clusters: Score -99363920.000000, best is -99356136.000000 THE BEST YET! Starting from 22 clusters... Entering ConstructFrom: --- Running on subset of 344612 points --- Entering CEM Assigned 22 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16342 members Mstep: Class 2 contains 16270 members Mstep: Class 3 contains 16434 members Mstep: Class 4 contains 16458 members Mstep: Class 5 contains 16478 members Mstep: Class 6 contains 16671 members Mstep: Class 7 contains 16587 members Mstep: Class 8 contains 16306 members Mstep: Class 9 contains 16448 members Mstep: Class 10 contains 16388 members Mstep: Class 11 contains 16288 members Mstep: Class 12 contains 16479 members Mstep: Class 13 contains 16351 members Mstep: Class 14 contains 16460 members Mstep: Class 15 contains 16384 members Mstep: Class 16 contains 16404 members Mstep: Class 17 contains 16439 members Mstep: Class 18 contains 16250 members Mstep: Class 19 contains 16599 members Mstep: Class 20 contains 16239 members Mstep: Class 21 contains 16337 members Entering Unmasked Estep ConsiderDeletion Deleting Class 2. Lose 574.322510 but Gain 2071.902344 Score: -30836648.000000 Penalty: 41438.066406 Iteration 0F: 21 clusters Score -3.083665e+07 nChanged 326325 Entering Unmasked Mstep Mstep: Class 0 contains 954 members Mstep: Class 1 contains 25899 members Mstep: Class 3 contains 11712 members Mstep: Class 4 contains 15164 members Mstep: Class 5 contains 6646 members Mstep: Class 6 contains 20004 members Mstep: Class 7 contains 32883 members Mstep: Class 8 contains 22889 members Mstep: Class 9 contains 6809 members Mstep: Class 10 contains 24158 members Mstep: Class 11 contains 26875 members Mstep: Class 12 contains 22784 members Mstep: Class 13 contains 14269 members Mstep: Class 14 contains 29451 members Mstep: Class 15 contains 15373 members Mstep: Class 16 contains 13995 members Mstep: Class 17 contains 8225 members Mstep: Class 18 contains 17182 members Mstep: Class 19 contains 11144 members Mstep: Class 20 contains 9909 members Mstep: Class 21 contains 8287 members Entering Unmasked Estep ConsiderDeletion Score: -31967298.000000 Penalty: 41438.066406 Iteration 1F: 21 clusters Score -3.19673e+07 nChanged 146663 Entering Unmasked Mstep Mstep: Class 0 contains 408 members Mstep: Class 1 contains 28993 members Mstep: Class 3 contains 5397 members Mstep: Class 4 contains 14834 members Mstep: Class 5 contains 3122 members Mstep: Class 6 contains 23477 members Mstep: Class 7 contains 23862 members Mstep: Class 8 contains 37472 members Mstep: Class 9 contains 4450 members Mstep: Class 10 contains 24911 members Mstep: Class 11 contains 21855 members Mstep: Class 12 contains 17231 members Mstep: Class 13 contains 6284 members Mstep: Class 14 contains 61330 members Mstep: Class 15 contains 19165 members Mstep: Class 16 contains 16220 members Mstep: Class 17 contains 5029 members Mstep: Class 18 contains 12325 members Mstep: Class 19 contains 8650 members Mstep: Class 20 contains 5197 members Mstep: Class 21 contains 4400 members Entering Unmasked Estep ConsiderDeletion Score: -32323878.000000 Penalty: 41438.066406 Iteration 2F: 21 clusters Score -3.232388e+07 nChanged 92495 Entering Unmasked Mstep Mstep: Class 0 contains 158 members Mstep: Class 1 contains 31232 members Mstep: Class 3 contains 2593 members Mstep: Class 4 contains 14309 members Mstep: Class 5 contains 1452 members Mstep: Class 6 contains 22755 members Mstep: Class 7 contains 12954 members Mstep: Class 8 contains 40468 members Mstep: Class 9 contains 2310 members Mstep: Class 10 contains 21819 members Mstep: Class 11 contains 22343 members Mstep: Class 12 contains 19374 members Mstep: Class 13 contains 2710 members Mstep: Class 14 contains 88963 members Mstep: Class 15 contains 18066 members Mstep: Class 16 contains 14530 members Mstep: Class 17 contains 3951 members Mstep: Class 18 contains 11081 members Mstep: Class 19 contains 6941 members Mstep: Class 20 contains 4289 members Mstep: Class 21 contains 2314 members Entering Unmasked Estep ConsiderDeletion Deleting Class 21. Lose 1589.154297 but Gain 2071.902344 Score: -32469478.000000 Penalty: 39366.164062 Iteration 3F: 20 clusters Score -3.246948e+07 nChanged 70665 Entering Unmasked Mstep Mstep: Class 0 contains 112 members Mstep: Class 1 contains 28663 members Mstep: Class 3 contains 1828 members Mstep: Class 4 contains 12163 members Mstep: Class 5 contains 1002 members Mstep: Class 6 contains 19385 members Mstep: Class 7 contains 8222 members Mstep: Class 8 contains 37022 members Mstep: Class 9 contains 1154 members Mstep: Class 10 contains 16979 members Mstep: Class 11 contains 23956 members Mstep: Class 12 contains 28202 members Mstep: Class 13 contains 1658 members Mstep: Class 14 contains 118283 members Mstep: Class 15 contains 13358 members Mstep: Class 16 contains 10352 members Mstep: Class 17 contains 3010 members Mstep: Class 18 contains 9740 members Mstep: Class 19 contains 4945 members Mstep: Class 20 contains 4578 members Entering Unmasked Estep ConsiderDeletion Score: -32570970.000000 Penalty: 39366.164062 Iteration 4F: 20 clusters Score -3.257097e+07 nChanged 58676 Entering Unmasked Mstep Mstep: Class 0 contains 77 members Mstep: Class 1 contains 22162 members Mstep: Class 3 contains 1853 members Mstep: Class 4 contains 10497 members Mstep: Class 5 contains 896 members Mstep: Class 6 contains 15422 members Mstep: Class 7 contains 5663 members Mstep: Class 8 contains 29605 members Mstep: Class 9 contains 965 members Mstep: Class 10 contains 11992 members Mstep: Class 11 contains 23167 members Mstep: Class 12 contains 38586 members Mstep: Class 13 contains 1288 members Mstep: Class 14 contains 149488 members Mstep: Class 15 contains 8111 members Mstep: Class 16 contains 6390 members Mstep: Class 17 contains 2322 members Mstep: Class 18 contains 7797 members Mstep: Class 19 contains 3430 members Mstep: Class 20 contains 4901 members Entering Unmasked Estep ConsiderDeletion Score: -32647334.000000 Penalty: 39366.164062 Iteration 5F: 20 clusters Score -3.264733e+07 nChanged 45687 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 1 contains 14480 members Mstep: Class 3 contains 2007 members Mstep: Class 4 contains 9259 members Mstep: Class 5 contains 863 members Mstep: Class 6 contains 11830 members Mstep: Class 7 contains 4047 members Mstep: Class 8 contains 20857 members Mstep: Class 9 contains 1051 members Mstep: Class 10 contains 8163 members Mstep: Class 11 contains 22705 members Mstep: Class 12 contains 46513 members Mstep: Class 13 contains 1152 members Mstep: Class 14 contains 177932 members Mstep: Class 15 contains 4176 members Mstep: Class 16 contains 3646 members Mstep: Class 17 contains 1909 members Mstep: Class 18 contains 6367 members Mstep: Class 19 contains 2573 members Mstep: Class 20 contains 5033 members Entering Unmasked Estep ConsiderDeletion Deleting Class 16. Lose 1956.460327 but Gain 2071.902344 Score: -32695984.000000 Penalty: 37294.261719 Iteration 6F: 19 clusters Score -3.269598e+07 nChanged 33638 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 8475 members Mstep: Class 3 contains 2035 members Mstep: Class 4 contains 8381 members Mstep: Class 5 contains 929 members Mstep: Class 6 contains 9199 members Mstep: Class 7 contains 3284 members Mstep: Class 8 contains 13913 members Mstep: Class 9 contains 1211 members Mstep: Class 10 contains 5674 members Mstep: Class 11 contains 22631 members Mstep: Class 12 contains 51981 members Mstep: Class 13 contains 1121 members Mstep: Class 14 contains 199407 members Mstep: Class 15 contains 2045 members Mstep: Class 17 contains 1518 members Mstep: Class 18 contains 5433 members Mstep: Class 19 contains 2271 members Mstep: Class 20 contains 5066 members Entering Unmasked Estep ConsiderDeletion Deleting Class 15. Lose 1146.636719 but Gain 2071.906250 Score: -32730228.000000 Penalty: 35222.355469 Iteration 7F: 18 clusters Score -3.273023e+07 nChanged 20610 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 4736 members Mstep: Class 3 contains 2049 members Mstep: Class 4 contains 7987 members Mstep: Class 5 contains 1001 members Mstep: Class 6 contains 7116 members Mstep: Class 7 contains 2857 members Mstep: Class 8 contains 9442 members Mstep: Class 9 contains 1370 members Mstep: Class 10 contains 4057 members Mstep: Class 11 contains 22627 members Mstep: Class 12 contains 54803 members Mstep: Class 13 contains 1110 members Mstep: Class 14 contains 212259 members Mstep: Class 17 contains 1256 members Mstep: Class 18 contains 4709 members Mstep: Class 19 contains 2117 members Mstep: Class 20 contains 5080 members Entering Unmasked Estep ConsiderDeletion Score: -32748826.000000 Penalty: 35222.355469 Iteration 8F: 18 clusters Score -3.274883e+07 nChanged 11922 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 2770 members Mstep: Class 3 contains 2040 members Mstep: Class 4 contains 7832 members Mstep: Class 5 contains 1080 members Mstep: Class 6 contains 5569 members Mstep: Class 7 contains 2513 members Mstep: Class 8 contains 6906 members Mstep: Class 9 contains 1604 members Mstep: Class 10 contains 3081 members Mstep: Class 11 contains 22635 members Mstep: Class 12 contains 55701 members Mstep: Class 13 contains 1099 members Mstep: Class 14 contains 219315 members Mstep: Class 17 contains 1104 members Mstep: Class 18 contains 4228 members Mstep: Class 19 contains 2056 members Mstep: Class 20 contains 5043 members Entering Unmasked Estep ConsiderDeletion Score: -32757072.000000 Penalty: 35222.355469 Iteration 9Q: 18 clusters Score -3.275707e+07 nChanged 7650 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 1824 members Mstep: Class 3 contains 2012 members Mstep: Class 4 contains 7751 members Mstep: Class 5 contains 1155 members Mstep: Class 6 contains 4504 members Mstep: Class 7 contains 2262 members Mstep: Class 8 contains 5505 members Mstep: Class 9 contains 1818 members Mstep: Class 10 contains 2545 members Mstep: Class 11 contains 22636 members Mstep: Class 12 contains 55985 members Mstep: Class 13 contains 1094 members Mstep: Class 14 contains 223476 members Mstep: Class 17 contains 1044 members Mstep: Class 18 contains 3877 members Mstep: Class 19 contains 2097 members Mstep: Class 20 contains 4991 members Entering Unmasked Estep ConsiderDeletion Deleting Class 1. Lose 1705.612915 but Gain 2071.902344 Score: -32761920.000000 Penalty: 33150.453125 Iteration 10Q: 17 clusters Score -3.276192e+07 nChanged 6848 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 3 contains 1985 members Mstep: Class 4 contains 7691 members Mstep: Class 5 contains 1247 members Mstep: Class 6 contains 3800 members Mstep: Class 7 contains 2028 members Mstep: Class 8 contains 4633 members Mstep: Class 9 contains 2046 members Mstep: Class 10 contains 2226 members Mstep: Class 11 contains 22651 members Mstep: Class 12 contains 56644 members Mstep: Class 13 contains 1091 members Mstep: Class 14 contains 226856 members Mstep: Class 17 contains 1002 members Mstep: Class 18 contains 3565 members Mstep: Class 19 contains 2176 members Mstep: Class 20 contains 4934 members Entering Unmasked Estep ConsiderDeletion Score: -32766492.000000 Penalty: 33150.453125 Iteration 11Q: 17 clusters Score -3.276649e+07 nChanged 4023 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 3 contains 1961 members Mstep: Class 4 contains 7621 members Mstep: Class 5 contains 1340 members Mstep: Class 6 contains 3294 members Mstep: Class 7 contains 1821 members Mstep: Class 8 contains 4050 members Mstep: Class 9 contains 2225 members Mstep: Class 10 contains 1945 members Mstep: Class 11 contains 22652 members Mstep: Class 12 contains 56394 members Mstep: Class 13 contains 1087 members Mstep: Class 14 contains 228722 members Mstep: Class 17 contains 976 members Mstep: Class 18 contains 3347 members Mstep: Class 19 contains 2290 members Mstep: Class 20 contains 4847 members Entering Unmasked Estep ConsiderDeletion Score: -32768570.000000 Penalty: 33150.453125 Iteration 12Q: 17 clusters Score -3.276857e+07 nChanged 3148 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 3 contains 1948 members Mstep: Class 4 contains 7522 members Mstep: Class 5 contains 1420 members Mstep: Class 6 contains 2998 members Mstep: Class 7 contains 1611 members Mstep: Class 8 contains 3670 members Mstep: Class 9 contains 2394 members Mstep: Class 10 contains 1758 members Mstep: Class 11 contains 22651 members Mstep: Class 12 contains 56160 members Mstep: Class 13 contains 1090 members Mstep: Class 14 contains 230031 members Mstep: Class 17 contains 955 members Mstep: Class 18 contains 3172 members Mstep: Class 19 contains 2438 members Mstep: Class 20 contains 4754 members Entering Unmasked Estep ConsiderDeletion Score: -32769814.000000 Penalty: 33150.453125 Iteration 13Q: 17 clusters Score -3.276981e+07 nChanged 2651 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 3 contains 1940 members Mstep: Class 4 contains 7420 members Mstep: Class 5 contains 1518 members Mstep: Class 6 contains 2862 members Mstep: Class 7 contains 1418 members Mstep: Class 8 contains 3395 members Mstep: Class 9 contains 2517 members Mstep: Class 10 contains 1575 members Mstep: Class 11 contains 22660 members Mstep: Class 12 contains 56014 members Mstep: Class 13 contains 1093 members Mstep: Class 14 contains 230949 members Mstep: Class 17 contains 953 members Mstep: Class 18 contains 3002 members Mstep: Class 19 contains 2601 members Mstep: Class 20 contains 4654 members Entering Unmasked Estep ConsiderDeletion Deleting Class 10. Lose 1926.690918 but Gain 2071.902344 Score: -32771356.000000 Penalty: 31078.550781 Iteration 14Q: 16 clusters Score -3.277136e+07 nChanged 3650 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 3 contains 1940 members Mstep: Class 4 contains 7355 members Mstep: Class 5 contains 1601 members Mstep: Class 6 contains 3177 members Mstep: Class 7 contains 1252 members Mstep: Class 8 contains 3293 members Mstep: Class 9 contains 2615 members Mstep: Class 11 contains 22663 members Mstep: Class 12 contains 56465 members Mstep: Class 13 contains 1091 members Mstep: Class 14 contains 231985 members Mstep: Class 17 contains 958 members Mstep: Class 18 contains 2860 members Mstep: Class 19 contains 2760 members Mstep: Class 20 contains 4557 members Entering Unmasked Estep ConsiderDeletion Score: -32775410.000000 Penalty: 31078.550781 Iteration 15Q: 16 clusters Score -3.277541e+07 nChanged 2481 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 3 contains 1943 members Mstep: Class 4 contains 7246 members Mstep: Class 5 contains 1661 members Mstep: Class 6 contains 3749 members Mstep: Class 7 contains 1113 members Mstep: Class 8 contains 3131 members Mstep: Class 9 contains 2661 members Mstep: Class 11 contains 22665 members Mstep: Class 12 contains 56208 members Mstep: Class 13 contains 1091 members Mstep: Class 14 contains 232061 members Mstep: Class 17 contains 955 members Mstep: Class 18 contains 2695 members Mstep: Class 19 contains 2907 members Mstep: Class 20 contains 4484 members Entering Unmasked Estep ConsiderDeletion Score: -32778982.000000 Penalty: 31078.550781 Iteration 16Q: 16 clusters Score -3.277898e+07 nChanged 2691 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 3 contains 1941 members Mstep: Class 4 contains 7124 members Mstep: Class 5 contains 1719 members Mstep: Class 6 contains 4956 members Mstep: Class 7 contains 1003 members Mstep: Class 8 contains 2973 members Mstep: Class 9 contains 2687 members Mstep: Class 11 contains 22672 members Mstep: Class 12 contains 55782 members Mstep: Class 13 contains 1089 members Mstep: Class 14 contains 231700 members Mstep: Class 17 contains 961 members Mstep: Class 18 contains 2521 members Mstep: Class 19 contains 3026 members Mstep: Class 20 contains 4415 members Entering Unmasked Estep ConsiderDeletion Score: -32781482.000000 Penalty: 31078.550781 Iteration 17Q: 16 clusters Score -3.278148e+07 nChanged 2357 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 3 contains 1943 members Mstep: Class 4 contains 7049 members Mstep: Class 5 contains 1764 members Mstep: Class 6 contains 6182 members Mstep: Class 7 contains 930 members Mstep: Class 8 contains 2832 members Mstep: Class 9 contains 2711 members Mstep: Class 11 contains 22673 members Mstep: Class 12 contains 55355 members Mstep: Class 13 contains 1081 members Mstep: Class 14 contains 231230 members Mstep: Class 17 contains 973 members Mstep: Class 18 contains 2395 members Mstep: Class 19 contains 3105 members Mstep: Class 20 contains 4346 members Entering Unmasked Estep ConsiderDeletion Score: -32784198.000000 Penalty: 31078.550781 Iteration 18Q: 16 clusters Score -3.27842e+07 nChanged 2137 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 3 contains 1944 members Mstep: Class 4 contains 6961 members Mstep: Class 5 contains 1796 members Mstep: Class 6 contains 7422 members Mstep: Class 7 contains 890 members Mstep: Class 8 contains 2697 members Mstep: Class 9 contains 2734 members Mstep: Class 11 contains 22673 members Mstep: Class 12 contains 55015 members Mstep: Class 13 contains 1071 members Mstep: Class 14 contains 230509 members Mstep: Class 17 contains 980 members Mstep: Class 18 contains 2401 members Mstep: Class 19 contains 3176 members Mstep: Class 20 contains 4298 members Entering Unmasked Estep ConsiderDeletion Score: -32785480.000000 Penalty: 31078.550781 Iteration 19Q: 16 clusters Score -3.278548e+07 nChanged 2011 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 3 contains 1939 members Mstep: Class 4 contains 6866 members Mstep: Class 5 contains 1822 members Mstep: Class 6 contains 8661 members Mstep: Class 7 contains 894 members Mstep: Class 8 contains 2591 members Mstep: Class 9 contains 2743 members Mstep: Class 11 contains 22682 members Mstep: Class 12 contains 54722 members Mstep: Class 13 contains 1068 members Mstep: Class 14 contains 229718 members Mstep: Class 17 contains 991 members Mstep: Class 18 contains 2405 members Mstep: Class 19 contains 3204 members Mstep: Class 20 contains 4262 members Entering Unmasked Estep ConsiderDeletion Score: -32786914.000000 Penalty: 31078.550781 Iteration 20F: 16 clusters Score -3.278691e+07 nChanged 2270 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 3 contains 1941 members Mstep: Class 4 contains 6783 members Mstep: Class 5 contains 1852 members Mstep: Class 6 contains 10150 members Mstep: Class 7 contains 799 members Mstep: Class 8 contains 2494 members Mstep: Class 9 contains 2748 members Mstep: Class 11 contains 22684 members Mstep: Class 12 contains 54243 members Mstep: Class 13 contains 1068 members Mstep: Class 14 contains 228863 members Mstep: Class 17 contains 984 members Mstep: Class 18 contains 2406 members Mstep: Class 19 contains 3322 members Mstep: Class 20 contains 4232 members Entering Unmasked Estep ConsiderDeletion Score: -32788198.000000 Penalty: 31078.550781 Iteration 21Q: 16 clusters Score -3.27882e+07 nChanged 2277 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 3 contains 1945 members Mstep: Class 4 contains 6717 members Mstep: Class 5 contains 1867 members Mstep: Class 6 contains 11645 members Mstep: Class 7 contains 789 members Mstep: Class 8 contains 2413 members Mstep: Class 9 contains 2729 members Mstep: Class 11 contains 22682 members Mstep: Class 12 contains 53694 members Mstep: Class 13 contains 1068 members Mstep: Class 14 contains 228057 members Mstep: Class 17 contains 985 members Mstep: Class 18 contains 2406 members Mstep: Class 19 contains 3363 members Mstep: Class 20 contains 4209 members Entering Unmasked Estep ConsiderDeletion Score: -32789376.000000 Penalty: 31078.550781 Iteration 22Q: 16 clusters Score -3.278938e+07 nChanged 2214 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 3 contains 1944 members Mstep: Class 4 contains 6661 members Mstep: Class 5 contains 1882 members Mstep: Class 6 contains 13221 members Mstep: Class 7 contains 843 members Mstep: Class 8 contains 2356 members Mstep: Class 9 contains 2712 members Mstep: Class 11 contains 22676 members Mstep: Class 12 contains 53116 members Mstep: Class 13 contains 1068 members Mstep: Class 14 contains 227154 members Mstep: Class 17 contains 990 members Mstep: Class 18 contains 2406 members Mstep: Class 19 contains 3350 members Mstep: Class 20 contains 4190 members Entering Unmasked Estep ConsiderDeletion Score: -32790170.000000 Penalty: 31078.550781 Iteration 23Q: 16 clusters Score -3.279017e+07 nChanged 2234 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 3 contains 1944 members Mstep: Class 4 contains 6641 members Mstep: Class 5 contains 1898 members Mstep: Class 6 contains 14938 members Mstep: Class 7 contains 880 members Mstep: Class 8 contains 2314 members Mstep: Class 9 contains 2703 members Mstep: Class 11 contains 22660 members Mstep: Class 12 contains 52454 members Mstep: Class 13 contains 1068 members Mstep: Class 14 contains 226148 members Mstep: Class 17 contains 994 members Mstep: Class 18 contains 2406 members Mstep: Class 19 contains 3346 members Mstep: Class 20 contains 4175 members Entering Unmasked Estep ConsiderDeletion Score: -32791122.000000 Penalty: 31078.550781 Iteration 24Q: 16 clusters Score -3.279112e+07 nChanged 2449 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 3 contains 1944 members Mstep: Class 4 contains 6637 members Mstep: Class 5 contains 1908 members Mstep: Class 6 contains 16886 members Mstep: Class 7 contains 898 members Mstep: Class 8 contains 2264 members Mstep: Class 9 contains 2722 members Mstep: Class 11 contains 22632 members Mstep: Class 12 contains 51712 members Mstep: Class 13 contains 1068 members Mstep: Class 14 contains 224985 members Mstep: Class 17 contains 997 members Mstep: Class 18 contains 2406 members Mstep: Class 19 contains 3344 members Mstep: Class 20 contains 4166 members Entering Unmasked Estep ConsiderDeletion Score: -32791968.000000 Penalty: 31078.550781 Iteration 25Q: 16 clusters Score -3.279197e+07 nChanged 2836 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 3 contains 1944 members Mstep: Class 4 contains 6620 members Mstep: Class 5 contains 1913 members Mstep: Class 6 contains 19240 members Mstep: Class 7 contains 909 members Mstep: Class 8 contains 2210 members Mstep: Class 9 contains 2745 members Mstep: Class 11 contains 22597 members Mstep: Class 12 contains 50891 members Mstep: Class 13 contains 1068 members Mstep: Class 14 contains 223525 members Mstep: Class 17 contains 1000 members Mstep: Class 18 contains 2406 members Mstep: Class 19 contains 3341 members Mstep: Class 20 contains 4160 members Entering Unmasked Estep ConsiderDeletion Score: -32793338.000000 Penalty: 31078.550781 Iteration 26Q: 16 clusters Score -3.279334e+07 nChanged 3224 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 3 contains 1945 members Mstep: Class 4 contains 6615 members Mstep: Class 5 contains 1920 members Mstep: Class 6 contains 21980 members Mstep: Class 7 contains 929 members Mstep: Class 8 contains 2142 members Mstep: Class 9 contains 2780 members Mstep: Class 11 contains 22554 members Mstep: Class 12 contains 49968 members Mstep: Class 13 contains 1068 members Mstep: Class 14 contains 221776 members Mstep: Class 17 contains 1002 members Mstep: Class 18 contains 2406 members Mstep: Class 19 contains 3333 members Mstep: Class 20 contains 4150 members Entering Unmasked Estep ConsiderDeletion Score: -32794848.000000 Penalty: 31078.550781 Iteration 27Q: 16 clusters Score -3.279485e+07 nChanged 3843 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 3 contains 1946 members Mstep: Class 4 contains 6606 members Mstep: Class 5 contains 1924 members Mstep: Class 6 contains 25287 members Mstep: Class 7 contains 939 members Mstep: Class 8 contains 2054 members Mstep: Class 9 contains 2840 members Mstep: Class 11 contains 22505 members Mstep: Class 12 contains 48875 members Mstep: Class 13 contains 1068 members Mstep: Class 14 contains 219642 members Mstep: Class 17 contains 1001 members Mstep: Class 18 contains 2406 members Mstep: Class 19 contains 3327 members Mstep: Class 20 contains 4148 members Entering Unmasked Estep ConsiderDeletion Score: -32796688.000000 Penalty: 31078.550781 Iteration 28Q: 16 clusters Score -3.279669e+07 nChanged 4414 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 3 contains 1948 members Mstep: Class 4 contains 6593 members Mstep: Class 5 contains 1926 members Mstep: Class 6 contains 29103 members Mstep: Class 7 contains 944 members Mstep: Class 8 contains 1992 members Mstep: Class 9 contains 2925 members Mstep: Class 11 contains 22429 members Mstep: Class 12 contains 47721 members Mstep: Class 13 contains 1068 members Mstep: Class 14 contains 217042 members Mstep: Class 17 contains 1001 members Mstep: Class 18 contains 2406 members Mstep: Class 19 contains 3320 members Mstep: Class 20 contains 4151 members Entering Unmasked Estep ConsiderDeletion Score: -32798260.000000 Penalty: 31078.550781 Iteration 29Q: 16 clusters Score -3.279826e+07 nChanged 4845 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 3 contains 1950 members Mstep: Class 4 contains 6565 members Mstep: Class 5 contains 1927 members Mstep: Class 6 contains 33261 members Mstep: Class 7 contains 947 members Mstep: Class 8 contains 1914 members Mstep: Class 9 contains 3057 members Mstep: Class 11 contains 22319 members Mstep: Class 12 contains 46716 members Mstep: Class 13 contains 1068 members Mstep: Class 14 contains 213970 members Mstep: Class 17 contains 1002 members Mstep: Class 18 contains 2406 members Mstep: Class 19 contains 3317 members Mstep: Class 20 contains 4150 members Entering Unmasked Estep ConsiderDeletion Score: -32800564.000000 Penalty: 31078.550781 Iteration 30Q: 16 clusters Score -3.280056e+07 nChanged 4992 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 3 contains 1951 members Mstep: Class 4 contains 6528 members Mstep: Class 5 contains 1928 members Mstep: Class 6 contains 37465 members Mstep: Class 7 contains 951 members Mstep: Class 8 contains 1860 members Mstep: Class 9 contains 3230 members Mstep: Class 11 contains 22169 members Mstep: Class 12 contains 46014 members Mstep: Class 13 contains 1067 members Mstep: Class 14 contains 210537 members Mstep: Class 17 contains 1003 members Mstep: Class 18 contains 2406 members Mstep: Class 19 contains 3310 members Mstep: Class 20 contains 4150 members Entering Unmasked Estep ConsiderDeletion Score: -32802824.000000 Penalty: 31078.550781 Iteration 31Q: 16 clusters Score -3.280282e+07 nChanged 5016 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 3 contains 1953 members Mstep: Class 4 contains 6502 members Mstep: Class 5 contains 1931 members Mstep: Class 6 contains 41590 members Mstep: Class 7 contains 950 members Mstep: Class 8 contains 1808 members Mstep: Class 9 contains 3490 members Mstep: Class 11 contains 21943 members Mstep: Class 12 contains 45661 members Mstep: Class 13 contains 1069 members Mstep: Class 14 contains 206810 members Mstep: Class 17 contains 1005 members Mstep: Class 18 contains 2407 members Mstep: Class 19 contains 3302 members Mstep: Class 20 contains 4147 members Entering Unmasked Estep ConsiderDeletion Score: -32805492.000000 Penalty: 31078.550781 Iteration 32Q: 16 clusters Score -3.280549e+07 nChanged 5054 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 3 contains 1957 members Mstep: Class 4 contains 6492 members Mstep: Class 5 contains 1935 members Mstep: Class 6 contains 45645 members Mstep: Class 7 contains 948 members Mstep: Class 8 contains 1766 members Mstep: Class 9 contains 3759 members Mstep: Class 11 contains 21747 members Mstep: Class 12 contains 45573 members Mstep: Class 13 contains 1070 members Mstep: Class 14 contains 202818 members Mstep: Class 17 contains 1013 members Mstep: Class 18 contains 2407 members Mstep: Class 19 contains 3295 members Mstep: Class 20 contains 4138 members Entering Unmasked Estep ConsiderDeletion Score: -32808204.000000 Penalty: 31078.550781 Iteration 33Q: 16 clusters Score -3.28082e+07 nChanged 5125 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 3 contains 1963 members Mstep: Class 4 contains 6484 members Mstep: Class 5 contains 1930 members Mstep: Class 6 contains 49829 members Mstep: Class 7 contains 940 members Mstep: Class 8 contains 1730 members Mstep: Class 9 contains 3956 members Mstep: Class 11 contains 21667 members Mstep: Class 12 contains 45636 members Mstep: Class 13 contains 1070 members Mstep: Class 14 contains 198496 members Mstep: Class 17 contains 1025 members Mstep: Class 18 contains 2407 members Mstep: Class 19 contains 3286 members Mstep: Class 20 contains 4143 members Entering Unmasked Estep ConsiderDeletion Score: -32810500.000000 Penalty: 31078.550781 Iteration 34Q: 16 clusters Score -3.28105e+07 nChanged 5116 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 3 contains 1963 members Mstep: Class 4 contains 6486 members Mstep: Class 5 contains 1931 members Mstep: Class 6 contains 54065 members Mstep: Class 7 contains 924 members Mstep: Class 8 contains 1705 members Mstep: Class 9 contains 4102 members Mstep: Class 11 contains 21659 members Mstep: Class 12 contains 45769 members Mstep: Class 13 contains 1071 members Mstep: Class 14 contains 194028 members Mstep: Class 17 contains 1030 members Mstep: Class 18 contains 2407 members Mstep: Class 19 contains 3279 members Mstep: Class 20 contains 4142 members Entering Unmasked Estep ConsiderDeletion Score: -32813012.000000 Penalty: 31078.550781 Iteration 35Q: 16 clusters Score -3.281301e+07 nChanged 5131 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 3 contains 1963 members Mstep: Class 4 contains 6515 members Mstep: Class 5 contains 1935 members Mstep: Class 6 contains 58298 members Mstep: Class 7 contains 904 members Mstep: Class 8 contains 1678 members Mstep: Class 9 contains 4204 members Mstep: Class 11 contains 21680 members Mstep: Class 12 contains 45964 members Mstep: Class 13 contains 1071 members Mstep: Class 14 contains 189488 members Mstep: Class 17 contains 1033 members Mstep: Class 18 contains 2407 members Mstep: Class 19 contains 3280 members Mstep: Class 20 contains 4141 members Entering Unmasked Estep ConsiderDeletion Score: -32815322.000000 Penalty: 31078.550781 Iteration 36Q: 16 clusters Score -3.281532e+07 nChanged 5057 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 3 contains 1962 members Mstep: Class 4 contains 6535 members Mstep: Class 5 contains 1936 members Mstep: Class 6 contains 62387 members Mstep: Class 7 contains 874 members Mstep: Class 8 contains 1663 members Mstep: Class 9 contains 4325 members Mstep: Class 11 contains 21703 members Mstep: Class 12 contains 46185 members Mstep: Class 13 contains 1072 members Mstep: Class 14 contains 185057 members Mstep: Class 17 contains 1030 members Mstep: Class 18 contains 2407 members Mstep: Class 19 contains 3284 members Mstep: Class 20 contains 4141 members Entering Unmasked Estep ConsiderDeletion Score: -32817618.000000 Penalty: 31078.550781 Iteration 37Q: 16 clusters Score -3.281762e+07 nChanged 4770 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 3 contains 1961 members Mstep: Class 4 contains 6542 members Mstep: Class 5 contains 1941 members Mstep: Class 6 contains 66234 members Mstep: Class 7 contains 867 members Mstep: Class 8 contains 1654 members Mstep: Class 9 contains 4431 members Mstep: Class 11 contains 21721 members Mstep: Class 12 contains 46377 members Mstep: Class 13 contains 1072 members Mstep: Class 14 contains 180898 members Mstep: Class 17 contains 1029 members Mstep: Class 18 contains 2407 members Mstep: Class 19 contains 3283 members Mstep: Class 20 contains 4144 members Entering Unmasked Estep ConsiderDeletion Score: -32819650.000000 Penalty: 31078.550781 Iteration 38Q: 16 clusters Score -3.281965e+07 nChanged 4298 Entering ConstructFrom: Score: -32819650.000000 Penalty: 31078.550781 Entering ConstructFrom: Trying to split cluster 3 (1961 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Entering Unmasked Estep Score: -173882.953125 Penalty: 1231.946533 Iteration 0F: 2 clusters Score -173883 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -171940.468750 Penalty: 2463.893066 Iteration 0F: 3 clusters Score -171940.5 nChanged 715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -172856.718750 Penalty: 2463.893066 Iteration 1F: 3 clusters Score -172856.7 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -173514.671875 Penalty: 2463.893066 Iteration 2F: 3 clusters Score -173514.7 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -174782.109375 Penalty: 2463.893066 Iteration 3F: 3 clusters Score -174782.1 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -176945.437500 Penalty: 2463.893066 Iteration 4F: 3 clusters Score -176945.4 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -177838.343750 Penalty: 2463.893066 Iteration 5F: 3 clusters Score -177838.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -177975.843750 Penalty: 2463.893066 Iteration 6Q: 3 clusters Score -177975.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -178018.250000 Penalty: 2463.893066 Iteration 7Q: 3 clusters Score -178018.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -178036.218750 Penalty: 2463.893066 Iteration 8Q: 3 clusters Score -178036.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -178037.687500 Penalty: 2463.893066 Iteration 9Q: 3 clusters Score -178037.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -178037.687500 Penalty: 2463.893066 Iteration 10F: 3 clusters Score -178037.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 581 members Mstep: Class 3 contains 1380 members Mstep: Class 4 contains 6532 members Mstep: Class 5 contains 1950 members Mstep: Class 6 contains 69606 members Mstep: Class 7 contains 862 members Mstep: Class 8 contains 1642 members Mstep: Class 9 contains 4539 members Mstep: Class 11 contains 21726 members Mstep: Class 12 contains 46584 members Mstep: Class 13 contains 1072 members Mstep: Class 14 contains 177223 members Mstep: Class 17 contains 1031 members Mstep: Class 18 contains 2407 members Mstep: Class 19 contains 3280 members Mstep: Class 20 contains 4147 members Entering Unmasked Estep Score: -32824276.000000 Penalty: 33150.453125 Splitting cluster 3 changes total score from -32819650.000000 to -32824276.000000 So it's getting split into cluster 1. Entering ConstructFrom: Trying to split cluster 4 (6532 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6532 members Entering Unmasked Estep Score: -579188.062500 Penalty: 1427.476196 Iteration 0F: 2 clusters Score -579188.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3301 members Mstep: Class 2 contains 3231 members Entering Unmasked Estep Score: -574259.750000 Penalty: 2854.952393 Iteration 0F: 3 clusters Score -574259.8 nChanged 2821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3432 members Mstep: Class 2 contains 3100 members Entering Unmasked Estep Score: -575791.187500 Penalty: 2854.952393 Iteration 1F: 3 clusters Score -575791.2 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3568 members Mstep: Class 2 contains 2964 members Entering Unmasked Estep Score: -576093.687500 Penalty: 2854.952393 Iteration 2F: 3 clusters Score -576093.7 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3763 members Mstep: Class 2 contains 2769 members Entering Unmasked Estep Score: -576503.125000 Penalty: 2854.952393 Iteration 3F: 3 clusters Score -576503.1 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4048 members Mstep: Class 2 contains 2484 members Entering Unmasked Estep Score: -577140.625000 Penalty: 2854.952393 Iteration 4F: 3 clusters Score -577140.6 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4399 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -578005.125000 Penalty: 2854.952393 Iteration 5F: 3 clusters Score -578005.1 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4738 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -578707.937500 Penalty: 2854.952393 Iteration 6F: 3 clusters Score -578707.9 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4925 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -579047.312500 Penalty: 2854.952393 Iteration 7F: 3 clusters Score -579047.3 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4986 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -579185.937500 Penalty: 2854.952393 Iteration 8Q: 3 clusters Score -579185.9 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4985 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -579239.687500 Penalty: 2854.952393 Iteration 9Q: 3 clusters Score -579239.7 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4985 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -579256.375000 Penalty: 2854.952393 Iteration 10Q: 3 clusters Score -579256.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4981 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -579269.687500 Penalty: 2854.952393 Iteration 11Q: 3 clusters Score -579269.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4973 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -579275.625000 Penalty: 2854.952393 Iteration 12Q: 3 clusters Score -579275.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4970 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -579279.750000 Penalty: 2854.952393 Iteration 13Q: 3 clusters Score -579279.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4966 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -579280.937500 Penalty: 2854.952393 Iteration 14Q: 3 clusters Score -579280.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4964 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -579282.875000 Penalty: 2854.952393 Iteration 15Q: 3 clusters Score -579282.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4962 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -579282.187500 Penalty: 2854.952393 Iteration 16Q: 3 clusters Score -579282.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4962 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -579282.187500 Penalty: 2854.952393 Iteration 17F: 3 clusters Score -579282.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1570 members Mstep: Class 3 contains 1380 members Mstep: Class 4 contains 4962 members Mstep: Class 5 contains 1950 members Mstep: Class 6 contains 69606 members Mstep: Class 7 contains 862 members Mstep: Class 8 contains 1642 members Mstep: Class 9 contains 4539 members Mstep: Class 11 contains 21726 members Mstep: Class 12 contains 46584 members Mstep: Class 13 contains 1072 members Mstep: Class 14 contains 177223 members Mstep: Class 17 contains 1031 members Mstep: Class 18 contains 2407 members Mstep: Class 19 contains 3280 members Mstep: Class 20 contains 4147 members Entering Unmasked Estep Score: -32823668.000000 Penalty: 35222.355469 Splitting cluster 4 changes total score from -32819650.000000 to -32823668.000000 So it's getting split into cluster 2. Entering ConstructFrom: Trying to split cluster 5 (1950 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Entering Unmasked Estep Score: -170842.640625 Penalty: 1231.032471 Iteration 0F: 2 clusters Score -170842.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -168920.843750 Penalty: 2462.064941 Iteration 0F: 3 clusters Score -168920.8 nChanged 715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -170042.390625 Penalty: 2462.064941 Iteration 1F: 3 clusters Score -170042.4 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -170799.046875 Penalty: 2462.064941 Iteration 2F: 3 clusters Score -170799 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -171170.921875 Penalty: 2462.064941 Iteration 3F: 3 clusters Score -171170.9 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -171315.937500 Penalty: 2462.064941 Iteration 4F: 3 clusters Score -171315.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -171385.171875 Penalty: 2462.064941 Iteration 5Q: 3 clusters Score -171385.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -171421.593750 Penalty: 2462.064941 Iteration 6Q: 3 clusters Score -171421.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -171445.250000 Penalty: 2462.064941 Iteration 7Q: 3 clusters Score -171445.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -171462.328125 Penalty: 2462.064941 Iteration 8Q: 3 clusters Score -171462.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -171467.437500 Penalty: 2462.064941 Iteration 9Q: 3 clusters Score -171467.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -171470.250000 Penalty: 2462.064941 Iteration 10Q: 3 clusters Score -171470.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -171471.265625 Penalty: 2462.064941 Iteration 11Q: 3 clusters Score -171471.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -171471.265625 Penalty: 2462.064941 Iteration 12F: 3 clusters Score -171471.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1570 members Mstep: Class 3 contains 1380 members Mstep: Class 4 contains 4962 members Mstep: Class 5 contains 1528 members Mstep: Class 6 contains 69606 members Mstep: Class 7 contains 862 members Mstep: Class 8 contains 1642 members Mstep: Class 9 contains 4539 members Mstep: Class 10 contains 422 members Mstep: Class 11 contains 21726 members Mstep: Class 12 contains 46584 members Mstep: Class 13 contains 1072 members Mstep: Class 14 contains 177223 members Mstep: Class 17 contains 1031 members Mstep: Class 18 contains 2407 members Mstep: Class 19 contains 3280 members Mstep: Class 20 contains 4147 members Entering Unmasked Estep Score: -32823402.000000 Penalty: 37294.261719 Splitting cluster 5 changes total score from -32819650.000000 to -32823402.000000 So it's getting split into cluster 10. Entering ConstructFrom: Trying to split cluster 6 (69606 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69606 members Entering Unmasked Estep Score: -6872728.500000 Penalty: 1811.973511 Iteration 0F: 2 clusters Score -6872728 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34783 members Mstep: Class 2 contains 34823 members Entering Unmasked Estep Score: -6826218.000000 Penalty: 3623.947021 Iteration 0F: 3 clusters Score -6826218 nChanged 32939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35286 members Mstep: Class 2 contains 34320 members Entering Unmasked Estep Score: -6846074.500000 Penalty: 3623.947021 Iteration 1F: 3 clusters Score -6846074 nChanged 4194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36150 members Mstep: Class 2 contains 33456 members Entering Unmasked Estep Score: -6849844.000000 Penalty: 3623.947021 Iteration 2F: 3 clusters Score -6849844 nChanged 6074 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38140 members Mstep: Class 2 contains 31466 members Entering Unmasked Estep Score: -6856235.000000 Penalty: 3623.947021 Iteration 3F: 3 clusters Score -6856235 nChanged 7286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41282 members Mstep: Class 2 contains 28324 members Entering Unmasked Estep Score: -6863582.500000 Penalty: 3623.947021 Iteration 4F: 3 clusters Score -6863582 nChanged 6702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44476 members Mstep: Class 2 contains 25130 members Entering Unmasked Estep Score: -6869570.500000 Penalty: 3623.947021 Iteration 5F: 3 clusters Score -6869570 nChanged 4611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46731 members Mstep: Class 2 contains 22875 members Entering Unmasked Estep Score: -6873060.500000 Penalty: 3623.947021 Iteration 6F: 3 clusters Score -6873060 nChanged 2778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48099 members Mstep: Class 2 contains 21507 members Entering Unmasked Estep Score: -6874815.000000 Penalty: 3623.947021 Iteration 7Q: 3 clusters Score -6874815 nChanged 1599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49064 members Mstep: Class 2 contains 20542 members Entering Unmasked Estep Score: -6875580.000000 Penalty: 3623.947021 Iteration 8Q: 3 clusters Score -6875580 nChanged 1043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49841 members Mstep: Class 2 contains 19765 members Entering Unmasked Estep Score: -6875997.000000 Penalty: 3623.947021 Iteration 9Q: 3 clusters Score -6875997 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50489 members Mstep: Class 2 contains 19117 members Entering Unmasked Estep Score: -6876186.500000 Penalty: 3623.947021 Iteration 10Q: 3 clusters Score -6876186 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51059 members Mstep: Class 2 contains 18547 members Entering Unmasked Estep Score: -6876339.000000 Penalty: 3623.947021 Iteration 11Q: 3 clusters Score -6876339 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51532 members Mstep: Class 2 contains 18074 members Entering Unmasked Estep Score: -6876436.000000 Penalty: 3623.947021 Iteration 12Q: 3 clusters Score -6876436 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51923 members Mstep: Class 2 contains 17683 members Entering Unmasked Estep Score: -6876496.500000 Penalty: 3623.947021 Iteration 13Q: 3 clusters Score -6876496 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52280 members Mstep: Class 2 contains 17326 members Entering Unmasked Estep Score: -6876527.500000 Penalty: 3623.947021 Iteration 14Q: 3 clusters Score -6876528 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52581 members Mstep: Class 2 contains 17025 members Entering Unmasked Estep Score: -6876542.000000 Penalty: 3623.947021 Iteration 15Q: 3 clusters Score -6876542 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52846 members Mstep: Class 2 contains 16760 members Entering Unmasked Estep Score: -6876563.000000 Penalty: 3623.947021 Iteration 16Q: 3 clusters Score -6876563 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53096 members Mstep: Class 2 contains 16510 members Entering Unmasked Estep Score: -6876596.500000 Penalty: 3623.947021 Iteration 17Q: 3 clusters Score -6876596 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53327 members Mstep: Class 2 contains 16279 members Entering Unmasked Estep Score: -6876633.500000 Penalty: 3623.947021 Iteration 18Q: 3 clusters Score -6876634 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53560 members Mstep: Class 2 contains 16046 members Entering Unmasked Estep Score: -6876639.500000 Penalty: 3623.947021 Iteration 19Q: 3 clusters Score -6876640 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53776 members Mstep: Class 2 contains 15830 members Entering Unmasked Estep Score: -6876640.500000 Penalty: 3623.947021 Iteration 20F: 3 clusters Score -6876640 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53954 members Mstep: Class 2 contains 15652 members Entering Unmasked Estep Score: -6876666.000000 Penalty: 3623.947021 Iteration 21Q: 3 clusters Score -6876666 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54133 members Mstep: Class 2 contains 15473 members Entering Unmasked Estep Score: -6876713.000000 Penalty: 3623.947021 Iteration 22Q: 3 clusters Score -6876713 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54300 members Mstep: Class 2 contains 15306 members Entering Unmasked Estep Score: -6876730.000000 Penalty: 3623.947021 Iteration 23Q: 3 clusters Score -6876730 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54437 members Mstep: Class 2 contains 15169 members Entering Unmasked Estep Score: -6876764.500000 Penalty: 3623.947021 Iteration 24Q: 3 clusters Score -6876764 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54559 members Mstep: Class 2 contains 15047 members Entering Unmasked Estep Score: -6876766.000000 Penalty: 3623.947021 Iteration 25Q: 3 clusters Score -6876766 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54667 members Mstep: Class 2 contains 14939 members Entering Unmasked Estep Score: -6876766.500000 Penalty: 3623.947021 Iteration 26Q: 3 clusters Score -6876766 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54771 members Mstep: Class 2 contains 14835 members Entering Unmasked Estep Score: -6876781.000000 Penalty: 3623.947021 Iteration 27Q: 3 clusters Score -6876781 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54864 members Mstep: Class 2 contains 14742 members Entering Unmasked Estep Score: -6876795.500000 Penalty: 3623.947021 Iteration 28Q: 3 clusters Score -6876796 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54963 members Mstep: Class 2 contains 14643 members Entering Unmasked Estep Score: -6876802.500000 Penalty: 3623.947021 Iteration 29Q: 3 clusters Score -6876802 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55053 members Mstep: Class 2 contains 14553 members Entering Unmasked Estep Score: -6876789.000000 Penalty: 3623.947021 Iteration 30Q: 3 clusters Score -6876789 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55133 members Mstep: Class 2 contains 14473 members Entering Unmasked Estep Score: -6876798.000000 Penalty: 3623.947021 Iteration 31Q: 3 clusters Score -6876798 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55207 members Mstep: Class 2 contains 14399 members Entering Unmasked Estep Score: -6876800.500000 Penalty: 3623.947021 Iteration 32Q: 3 clusters Score -6876800 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55262 members Mstep: Class 2 contains 14344 members Entering Unmasked Estep Score: -6876795.000000 Penalty: 3623.947021 Iteration 33Q: 3 clusters Score -6876795 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55293 members Mstep: Class 2 contains 14313 members Entering Unmasked Estep Score: -6876787.500000 Penalty: 3623.947021 Iteration 34Q: 3 clusters Score -6876788 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55322 members Mstep: Class 2 contains 14284 members Entering Unmasked Estep Score: -6876785.000000 Penalty: 3623.947021 Iteration 35Q: 3 clusters Score -6876785 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55351 members Mstep: Class 2 contains 14255 members Entering Unmasked Estep Score: -6876793.000000 Penalty: 3623.947021 Iteration 36Q: 3 clusters Score -6876793 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55383 members Mstep: Class 2 contains 14223 members Entering Unmasked Estep Score: -6876804.000000 Penalty: 3623.947021 Iteration 37Q: 3 clusters Score -6876804 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55413 members Mstep: Class 2 contains 14193 members Entering Unmasked Estep Score: -6876797.000000 Penalty: 3623.947021 Iteration 38Q: 3 clusters Score -6876797 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55449 members Mstep: Class 2 contains 14157 members Entering Unmasked Estep Score: -6876801.000000 Penalty: 3623.947021 Iteration 39Q: 3 clusters Score -6876801 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55479 members Mstep: Class 2 contains 14127 members Entering Unmasked Estep Score: -6876794.500000 Penalty: 3623.947021 Iteration 40F: 3 clusters Score -6876794 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55507 members Mstep: Class 2 contains 14099 members Entering Unmasked Estep Score: -6876800.000000 Penalty: 3623.947021 Iteration 41Q: 3 clusters Score -6876800 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55532 members Mstep: Class 2 contains 14074 members Entering Unmasked Estep Score: -6876798.500000 Penalty: 3623.947021 Iteration 42Q: 3 clusters Score -6876798 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55557 members Mstep: Class 2 contains 14049 members Entering Unmasked Estep Score: -6876803.500000 Penalty: 3623.947021 Iteration 43Q: 3 clusters Score -6876804 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55579 members Mstep: Class 2 contains 14027 members Entering Unmasked Estep Score: -6876800.500000 Penalty: 3623.947021 Iteration 44Q: 3 clusters Score -6876800 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55601 members Mstep: Class 2 contains 14005 members Entering Unmasked Estep Score: -6876810.000000 Penalty: 3623.947021 Iteration 45Q: 3 clusters Score -6876810 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55612 members Mstep: Class 2 contains 13994 members Entering Unmasked Estep Score: -6876818.500000 Penalty: 3623.947021 Iteration 46Q: 3 clusters Score -6876818 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55621 members Mstep: Class 2 contains 13985 members Entering Unmasked Estep Score: -6876818.000000 Penalty: 3623.947021 Iteration 47Q: 3 clusters Score -6876818 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55625 members Mstep: Class 2 contains 13981 members Entering Unmasked Estep Score: -6876818.500000 Penalty: 3623.947021 Iteration 48Q: 3 clusters Score -6876818 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55630 members Mstep: Class 2 contains 13976 members Entering Unmasked Estep Score: -6876822.000000 Penalty: 3623.947021 Iteration 49Q: 3 clusters Score -6876822 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55636 members Mstep: Class 2 contains 13970 members Entering Unmasked Estep Score: -6876820.000000 Penalty: 3623.947021 Iteration 50Q: 3 clusters Score -6876820 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55642 members Mstep: Class 2 contains 13964 members Entering Unmasked Estep Score: -6876814.500000 Penalty: 3623.947021 Iteration 51Q: 3 clusters Score -6876814 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55648 members Mstep: Class 2 contains 13958 members Entering Unmasked Estep Score: -6876812.000000 Penalty: 3623.947021 Iteration 52Q: 3 clusters Score -6876812 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55654 members Mstep: Class 2 contains 13952 members Entering Unmasked Estep Score: -6876813.000000 Penalty: 3623.947021 Iteration 53Q: 3 clusters Score -6876813 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55657 members Mstep: Class 2 contains 13949 members Entering Unmasked Estep Score: -6876811.000000 Penalty: 3623.947021 Iteration 54Q: 3 clusters Score -6876811 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55659 members Mstep: Class 2 contains 13947 members Entering Unmasked Estep Score: -6876809.000000 Penalty: 3623.947021 Iteration 55Q: 3 clusters Score -6876809 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55660 members Mstep: Class 2 contains 13946 members Entering Unmasked Estep Score: -6876812.500000 Penalty: 3623.947021 Iteration 56Q: 3 clusters Score -6876812 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55660 members Mstep: Class 2 contains 13946 members Entering Unmasked Estep Score: -6876812.500000 Penalty: 3623.947021 Iteration 57F: 3 clusters Score -6876812 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1570 members Mstep: Class 3 contains 1380 members Mstep: Class 4 contains 4962 members Mstep: Class 5 contains 1528 members Mstep: Class 6 contains 55660 members Mstep: Class 7 contains 862 members Mstep: Class 8 contains 1642 members Mstep: Class 9 contains 4539 members Mstep: Class 10 contains 422 members Mstep: Class 11 contains 21726 members Mstep: Class 12 contains 46584 members Mstep: Class 13 contains 1072 members Mstep: Class 14 contains 177223 members Mstep: Class 15 contains 13946 members Mstep: Class 17 contains 1031 members Mstep: Class 18 contains 2407 members Mstep: Class 19 contains 3280 members Mstep: Class 20 contains 4147 members Entering Unmasked Estep Score: -32827204.000000 Penalty: 39366.164062 Splitting cluster 6 changes total score from -32819650.000000 to -32827204.000000 So it's getting split into cluster 15. Entering ConstructFrom: Trying to split cluster 7 (862 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Entering Unmasked Estep Score: -77286.843750 Penalty: 1098.379028 Iteration 0F: 2 clusters Score -77286.84 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 458 members Entering Unmasked Estep Score: -75993.218750 Penalty: 2196.758057 Iteration 0F: 3 clusters Score -75993.22 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -76216.945312 Penalty: 2196.758057 Iteration 1F: 3 clusters Score -76216.95 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -76282.039062 Penalty: 2196.758057 Iteration 2F: 3 clusters Score -76282.04 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -76312.007812 Penalty: 2196.758057 Iteration 3Q: 3 clusters Score -76312.01 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -76338.648438 Penalty: 2196.758057 Iteration 4Q: 3 clusters Score -76338.65 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -76360.515625 Penalty: 2196.758057 Iteration 5Q: 3 clusters Score -76360.52 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -76373.796875 Penalty: 2196.758057 Iteration 6Q: 3 clusters Score -76373.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -76390.125000 Penalty: 2196.758057 Iteration 7Q: 3 clusters Score -76390.12 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -76410.640625 Penalty: 2196.758057 Iteration 8Q: 3 clusters Score -76410.64 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -76424.000000 Penalty: 2196.758057 Iteration 9Q: 3 clusters Score -76424 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -76428.476562 Penalty: 2196.758057 Iteration 10Q: 3 clusters Score -76428.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -76430.156250 Penalty: 2196.758057 Iteration 11Q: 3 clusters Score -76430.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -76432.453125 Penalty: 2196.758057 Iteration 12Q: 3 clusters Score -76432.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -76432.453125 Penalty: 2196.758057 Iteration 13F: 3 clusters Score -76432.45 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1642 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Entering Unmasked Estep Score: -165666.687500 Penalty: 1203.096436 Iteration 0F: 2 clusters Score -165666.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -163782.890625 Penalty: 2406.192871 Iteration 0F: 3 clusters Score -163782.9 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -164180.640625 Penalty: 2406.192871 Iteration 1F: 3 clusters Score -164180.6 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -164254.093750 Penalty: 2406.192871 Iteration 2F: 3 clusters Score -164254.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -164297.078125 Penalty: 2406.192871 Iteration 3Q: 3 clusters Score -164297.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -164325.656250 Penalty: 2406.192871 Iteration 4Q: 3 clusters Score -164325.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -164341.187500 Penalty: 2406.192871 Iteration 5Q: 3 clusters Score -164341.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -164350.343750 Penalty: 2406.192871 Iteration 6Q: 3 clusters Score -164350.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -164355.796875 Penalty: 2406.192871 Iteration 7Q: 3 clusters Score -164355.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -164360.531250 Penalty: 2406.192871 Iteration 8Q: 3 clusters Score -164360.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -164364.093750 Penalty: 2406.192871 Iteration 9Q: 3 clusters Score -164364.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -164366.187500 Penalty: 2406.192871 Iteration 10Q: 3 clusters Score -164366.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -164369.312500 Penalty: 2406.192871 Iteration 11Q: 3 clusters Score -164369.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -164372.546875 Penalty: 2406.192871 Iteration 12Q: 3 clusters Score -164372.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -164378.078125 Penalty: 2406.192871 Iteration 13Q: 3 clusters Score -164378.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -164381.796875 Penalty: 2406.192871 Iteration 14Q: 3 clusters Score -164381.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -164384.843750 Penalty: 2406.192871 Iteration 15Q: 3 clusters Score -164384.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -164389.140625 Penalty: 2406.192871 Iteration 16Q: 3 clusters Score -164389.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -164390.234375 Penalty: 2406.192871 Iteration 17Q: 3 clusters Score -164390.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -164390.609375 Penalty: 2406.192871 Iteration 18Q: 3 clusters Score -164390.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -164392.015625 Penalty: 2406.192871 Iteration 19Q: 3 clusters Score -164392 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -164395.062500 Penalty: 2406.192871 Iteration 20F: 3 clusters Score -164395.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -164396.078125 Penalty: 2406.192871 Iteration 21Q: 3 clusters Score -164396.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -164398.578125 Penalty: 2406.192871 Iteration 22Q: 3 clusters Score -164398.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -164400.125000 Penalty: 2406.192871 Iteration 23Q: 3 clusters Score -164400.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -164400.250000 Penalty: 2406.192871 Iteration 24Q: 3 clusters Score -164400.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -164400.468750 Penalty: 2406.192871 Iteration 25Q: 3 clusters Score -164400.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -164400.468750 Penalty: 2406.192871 Iteration 26F: 3 clusters Score -164400.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (4539 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4539 members Entering Unmasked Estep Score: -389016.750000 Penalty: 1368.325073 Iteration 0F: 2 clusters Score -389016.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 2330 members Entering Unmasked Estep Score: -385365.468750 Penalty: 2736.650146 Iteration 0F: 3 clusters Score -385365.5 nChanged 1863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2182 members Mstep: Class 2 contains 2357 members Entering Unmasked Estep Score: -386592.218750 Penalty: 2736.650146 Iteration 1F: 3 clusters Score -386592.2 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -387693.437500 Penalty: 2736.650146 Iteration 2F: 3 clusters Score -387693.4 nChanged 723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -390517.937500 Penalty: 2736.650146 Iteration 3F: 3 clusters Score -390517.9 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2291 members Mstep: Class 2 contains 2248 members Entering Unmasked Estep Score: -392858.812500 Penalty: 2736.650146 Iteration 4F: 3 clusters Score -392858.8 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 2552 members Entering Unmasked Estep Score: -393761.687500 Penalty: 2736.650146 Iteration 5F: 3 clusters Score -393761.7 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 2707 members Entering Unmasked Estep Score: -394041.750000 Penalty: 2736.650146 Iteration 6Q: 3 clusters Score -394041.8 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 2798 members Entering Unmasked Estep Score: -394161.843750 Penalty: 2736.650146 Iteration 7Q: 3 clusters Score -394161.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 2858 members Entering Unmasked Estep Score: -394233.656250 Penalty: 2736.650146 Iteration 8Q: 3 clusters Score -394233.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 2906 members Entering Unmasked Estep Score: -394292.125000 Penalty: 2736.650146 Iteration 9Q: 3 clusters Score -394292.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 2951 members Entering Unmasked Estep Score: -394338.562500 Penalty: 2736.650146 Iteration 10Q: 3 clusters Score -394338.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 2988 members Entering Unmasked Estep Score: -394373.062500 Penalty: 2736.650146 Iteration 11Q: 3 clusters Score -394373.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 3007 members Entering Unmasked Estep Score: -394390.468750 Penalty: 2736.650146 Iteration 12Q: 3 clusters Score -394390.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 3024 members Entering Unmasked Estep Score: -394405.281250 Penalty: 2736.650146 Iteration 13Q: 3 clusters Score -394405.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 3038 members Entering Unmasked Estep Score: -394416.187500 Penalty: 2736.650146 Iteration 14Q: 3 clusters Score -394416.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 3057 members Entering Unmasked Estep Score: -394436.968750 Penalty: 2736.650146 Iteration 15Q: 3 clusters Score -394437 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 3084 members Entering Unmasked Estep Score: -394480.781250 Penalty: 2736.650146 Iteration 16Q: 3 clusters Score -394480.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 3116 members Entering Unmasked Estep Score: -394587.125000 Penalty: 2736.650146 Iteration 17Q: 3 clusters Score -394587.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 3170 members Entering Unmasked Estep Score: -394938.125000 Penalty: 2736.650146 Iteration 18Q: 3 clusters Score -394938.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 3195 members Entering Unmasked Estep Score: -395077.781250 Penalty: 2736.650146 Iteration 19Q: 3 clusters Score -395077.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 3207 members Entering Unmasked Estep Score: -395092.562500 Penalty: 2736.650146 Iteration 20F: 3 clusters Score -395092.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 3209 members Entering Unmasked Estep Score: -395093.406250 Penalty: 2736.650146 Iteration 21Q: 3 clusters Score -395093.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 3209 members Entering Unmasked Estep Score: -395093.406250 Penalty: 2736.650146 Iteration 22F: 3 clusters Score -395093.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1570 members Mstep: Class 3 contains 1380 members Mstep: Class 4 contains 4962 members Mstep: Class 5 contains 1528 members Mstep: Class 6 contains 55660 members Mstep: Class 7 contains 862 members Mstep: Class 8 contains 1642 members Mstep: Class 9 contains 1330 members Mstep: Class 10 contains 422 members Mstep: Class 11 contains 21726 members Mstep: Class 12 contains 46584 members Mstep: Class 13 contains 1072 members Mstep: Class 14 contains 177223 members Mstep: Class 15 contains 13946 members Mstep: Class 16 contains 3209 members Mstep: Class 17 contains 1031 members Mstep: Class 18 contains 2407 members Mstep: Class 19 contains 3280 members Mstep: Class 20 contains 4147 members Entering Unmasked Estep Score: -32832586.000000 Penalty: 41438.066406 Splitting cluster 9 changes total score from -32819650.000000 to -32832586.000000 So it's getting split into cluster 16. Entering ConstructFrom: Trying to split cluster 11 (21726 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21726 members Entering Unmasked Estep Score: -1984199.625000 Penalty: 1622.768066 Iteration 0F: 2 clusters Score -1984200 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10889 members Mstep: Class 2 contains 10837 members Entering Unmasked Estep Score: -1969569.750000 Penalty: 3245.536133 Iteration 0F: 3 clusters Score -1969570 nChanged 9829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10902 members Mstep: Class 2 contains 10824 members Entering Unmasked Estep Score: -1975293.500000 Penalty: 3245.536133 Iteration 1F: 3 clusters Score -1975294 nChanged 1235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10733 members Mstep: Class 2 contains 10993 members Entering Unmasked Estep Score: -1975974.125000 Penalty: 3245.536133 Iteration 2F: 3 clusters Score -1975974 nChanged 1333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10346 members Mstep: Class 2 contains 11380 members Entering Unmasked Estep Score: -1976675.000000 Penalty: 3245.536133 Iteration 3F: 3 clusters Score -1976675 nChanged 1371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9717 members Mstep: Class 2 contains 12009 members Entering Unmasked Estep Score: -1977396.750000 Penalty: 3245.536133 Iteration 4F: 3 clusters Score -1977397 nChanged 1369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8896 members Mstep: Class 2 contains 12830 members Entering Unmasked Estep Score: -1978210.625000 Penalty: 3245.536133 Iteration 5F: 3 clusters Score -1978211 nChanged 1453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7873 members Mstep: Class 2 contains 13853 members Entering Unmasked Estep Score: -1979192.375000 Penalty: 3245.536133 Iteration 6F: 3 clusters Score -1979192 nChanged 1426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6767 members Mstep: Class 2 contains 14959 members Entering Unmasked Estep Score: -1980220.625000 Penalty: 3245.536133 Iteration 7F: 3 clusters Score -1980221 nChanged 1390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5599 members Mstep: Class 2 contains 16127 members Entering Unmasked Estep Score: -1981381.375000 Penalty: 3245.536133 Iteration 8F: 3 clusters Score -1981381 nChanged 1270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4519 members Mstep: Class 2 contains 17207 members Entering Unmasked Estep Score: -1982480.125000 Penalty: 3245.536133 Iteration 9F: 3 clusters Score -1982480 nChanged 1033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3646 members Mstep: Class 2 contains 18080 members Entering Unmasked Estep Score: -1983376.125000 Penalty: 3245.536133 Iteration 10Q: 3 clusters Score -1983376 nChanged 860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2936 members Mstep: Class 2 contains 18790 members Entering Unmasked Estep Score: -1984102.375000 Penalty: 3245.536133 Iteration 11Q: 3 clusters Score -1984102 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 19361 members Entering Unmasked Estep Score: -1984601.000000 Penalty: 3245.536133 Iteration 12Q: 3 clusters Score -1984601 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 19839 members Entering Unmasked Estep Score: -1984980.125000 Penalty: 3245.536133 Iteration 13Q: 3 clusters Score -1984980 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 20179 members Entering Unmasked Estep Score: -1985197.875000 Penalty: 3245.536133 Iteration 14Q: 3 clusters Score -1985198 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 20428 members Entering Unmasked Estep Score: -1985317.125000 Penalty: 3245.536133 Iteration 15Q: 3 clusters Score -1985317 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 20582 members Entering Unmasked Estep Score: -1985375.250000 Penalty: 3245.536133 Iteration 16Q: 3 clusters Score -1985375 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 20664 members Entering Unmasked Estep Score: -1985412.125000 Penalty: 3245.536133 Iteration 17Q: 3 clusters Score -1985412 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 20729 members Entering Unmasked Estep Score: -1985431.500000 Penalty: 3245.536133 Iteration 18Q: 3 clusters Score -1985432 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 20771 members Entering Unmasked Estep Score: -1985438.500000 Penalty: 3245.536133 Iteration 19Q: 3 clusters Score -1985438 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 20802 members Entering Unmasked Estep Score: -1985449.500000 Penalty: 3245.536133 Iteration 20F: 3 clusters Score -1985450 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 20826 members Entering Unmasked Estep Score: -1985456.500000 Penalty: 3245.536133 Iteration 21Q: 3 clusters Score -1985456 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 20833 members Entering Unmasked Estep Score: -1985454.250000 Penalty: 3245.536133 Iteration 22Q: 3 clusters Score -1985454 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 20835 members Entering Unmasked Estep Score: -1985457.250000 Penalty: 3245.536133 Iteration 23Q: 3 clusters Score -1985457 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 20836 members Entering Unmasked Estep Score: -1985456.625000 Penalty: 3245.536133 Iteration 24Q: 3 clusters Score -1985457 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 20838 members Entering Unmasked Estep Score: -1985455.750000 Penalty: 3245.536133 Iteration 25Q: 3 clusters Score -1985456 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 20841 members Entering Unmasked Estep Score: -1985458.625000 Penalty: 3245.536133 Iteration 26Q: 3 clusters Score -1985459 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 20841 members Entering Unmasked Estep Score: -1985458.625000 Penalty: 3245.536133 Iteration 27F: 3 clusters Score -1985459 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1570 members Mstep: Class 3 contains 1380 members Mstep: Class 4 contains 4962 members Mstep: Class 5 contains 1528 members Mstep: Class 6 contains 55660 members Mstep: Class 7 contains 862 members Mstep: Class 8 contains 1642 members Mstep: Class 9 contains 1330 members Mstep: Class 10 contains 422 members Mstep: Class 11 contains 885 members Mstep: Class 12 contains 46584 members Mstep: Class 13 contains 1072 members Mstep: Class 14 contains 177223 members Mstep: Class 15 contains 13946 members Mstep: Class 16 contains 3209 members Mstep: Class 17 contains 1031 members Mstep: Class 18 contains 2407 members Mstep: Class 19 contains 3280 members Mstep: Class 20 contains 4147 members Mstep: Class 21 contains 20841 members Entering Unmasked Estep Score: -32833304.000000 Penalty: 43509.968750 Splitting cluster 11 changes total score from -32819650.000000 to -32833304.000000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 12 (46584 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46584 members Entering Unmasked Estep Score: -4378635.500000 Penalty: 1746.714478 Iteration 0F: 2 clusters Score -4378636 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23271 members Mstep: Class 2 contains 23313 members Entering Unmasked Estep Score: -4347320.000000 Penalty: 3493.428955 Iteration 0F: 3 clusters Score -4347320 nChanged 21836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22691 members Mstep: Class 2 contains 23893 members Entering Unmasked Estep Score: -4360359.000000 Penalty: 3493.428955 Iteration 1F: 3 clusters Score -4360359 nChanged 2072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22387 members Mstep: Class 2 contains 24197 members Entering Unmasked Estep Score: -4361127.000000 Penalty: 3493.428955 Iteration 2Q: 3 clusters Score -4361127 nChanged 2227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22016 members Mstep: Class 2 contains 24568 members Entering Unmasked Estep Score: -4362163.500000 Penalty: 3493.428955 Iteration 3Q: 3 clusters Score -4362164 nChanged 2527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21643 members Mstep: Class 2 contains 24941 members Entering Unmasked Estep Score: -4363727.000000 Penalty: 3493.428955 Iteration 4F: 3 clusters Score -4363727 nChanged 3102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21449 members Mstep: Class 2 contains 25135 members Entering Unmasked Estep Score: -4366758.500000 Penalty: 3493.428955 Iteration 5F: 3 clusters Score -4366758 nChanged 3891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21478 members Mstep: Class 2 contains 25106 members Entering Unmasked Estep Score: -4373978.000000 Penalty: 3493.428955 Iteration 6F: 3 clusters Score -4373978 nChanged 4127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20923 members Mstep: Class 2 contains 25661 members Entering Unmasked Estep Score: -4385586.000000 Penalty: 3493.428955 Iteration 7F: 3 clusters Score -4385586 nChanged 3059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18572 members Mstep: Class 2 contains 28012 members Entering Unmasked Estep Score: -4388890.000000 Penalty: 3493.428955 Iteration 8F: 3 clusters Score -4388890 nChanged 2165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16461 members Mstep: Class 2 contains 30123 members Entering Unmasked Estep Score: -4391905.000000 Penalty: 3493.428955 Iteration 9Q: 3 clusters Score -4391905 nChanged 1783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14678 members Mstep: Class 2 contains 31906 members Entering Unmasked Estep Score: -4397373.500000 Penalty: 3493.428955 Iteration 10Q: 3 clusters Score -4397374 nChanged 849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13829 members Mstep: Class 2 contains 32755 members Entering Unmasked Estep Score: -4403418.000000 Penalty: 3493.428955 Iteration 11Q: 3 clusters Score -4403418 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13789 members Mstep: Class 2 contains 32795 members Entering Unmasked Estep Score: -4403479.500000 Penalty: 3493.428955 Iteration 12Q: 3 clusters Score -4403480 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13789 members Mstep: Class 2 contains 32795 members Entering Unmasked Estep Score: -4403479.500000 Penalty: 3493.428955 Iteration 13F: 3 clusters Score -4403480 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1570 members Mstep: Class 3 contains 1380 members Mstep: Class 4 contains 4962 members Mstep: Class 5 contains 1528 members Mstep: Class 6 contains 55660 members Mstep: Class 7 contains 862 members Mstep: Class 8 contains 1642 members Mstep: Class 9 contains 1330 members Mstep: Class 10 contains 422 members Mstep: Class 11 contains 885 members Mstep: Class 12 contains 13789 members Mstep: Class 13 contains 1072 members Mstep: Class 14 contains 177223 members Mstep: Class 15 contains 13946 members Mstep: Class 16 contains 3209 members Mstep: Class 17 contains 1031 members Mstep: Class 18 contains 2407 members Mstep: Class 19 contains 3280 members Mstep: Class 20 contains 4147 members Mstep: Class 21 contains 20841 members Mstep: Class 22 contains 32795 members Entering Unmasked Estep Score: -32857934.000000 Penalty: 45581.875000 Splitting cluster 12 changes total score from -32819650.000000 to -32857934.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 13 (1072 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Entering Unmasked Estep Score: -97413.593750 Penalty: 1133.808228 Iteration 0F: 2 clusters Score -97413.59 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -95935.304688 Penalty: 2267.616455 Iteration 0F: 3 clusters Score -95935.3 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -96308.640625 Penalty: 2267.616455 Iteration 1F: 3 clusters Score -96308.64 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -96407.562500 Penalty: 2267.616455 Iteration 2F: 3 clusters Score -96407.56 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -96454.679688 Penalty: 2267.616455 Iteration 3Q: 3 clusters Score -96454.68 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -96475.335938 Penalty: 2267.616455 Iteration 4Q: 3 clusters Score -96475.34 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -96499.203125 Penalty: 2267.616455 Iteration 5Q: 3 clusters Score -96499.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -96515.789062 Penalty: 2267.616455 Iteration 6Q: 3 clusters Score -96515.79 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -96543.890625 Penalty: 2267.616455 Iteration 7Q: 3 clusters Score -96543.89 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -96586.351562 Penalty: 2267.616455 Iteration 8Q: 3 clusters Score -96586.35 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -96626.414062 Penalty: 2267.616455 Iteration 9Q: 3 clusters Score -96626.41 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -96677.320312 Penalty: 2267.616455 Iteration 10Q: 3 clusters Score -96677.32 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -96738.734375 Penalty: 2267.616455 Iteration 11Q: 3 clusters Score -96738.73 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -96798.781250 Penalty: 2267.616455 Iteration 12Q: 3 clusters Score -96798.78 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -96838.460938 Penalty: 2267.616455 Iteration 13Q: 3 clusters Score -96838.46 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -96893.484375 Penalty: 2267.616455 Iteration 14Q: 3 clusters Score -96893.48 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -97006.132812 Penalty: 2267.616455 Iteration 15Q: 3 clusters Score -97006.13 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -97200.820312 Penalty: 2267.616455 Iteration 16Q: 3 clusters Score -97200.82 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -97318.226562 Penalty: 2267.616455 Iteration 17Q: 3 clusters Score -97318.23 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -97373.546875 Penalty: 2267.616455 Iteration 18Q: 3 clusters Score -97373.55 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -97402.132812 Penalty: 2267.616455 Iteration 19Q: 3 clusters Score -97402.13 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -97416.546875 Penalty: 2267.616455 Iteration 20F: 3 clusters Score -97416.55 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -97422.257812 Penalty: 2267.616455 Iteration 21Q: 3 clusters Score -97422.26 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -97422.773438 Penalty: 2267.616455 Iteration 22Q: 3 clusters Score -97422.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -97424.164062 Penalty: 2267.616455 Iteration 23Q: 3 clusters Score -97424.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -97427.140625 Penalty: 2267.616455 Iteration 24Q: 3 clusters Score -97427.14 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -97430.679688 Penalty: 2267.616455 Iteration 25Q: 3 clusters Score -97430.68 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -97434.960938 Penalty: 2267.616455 Iteration 26Q: 3 clusters Score -97434.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -97435.718750 Penalty: 2267.616455 Iteration 27Q: 3 clusters Score -97435.72 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -97435.718750 Penalty: 2267.616455 Iteration 28F: 3 clusters Score -97435.72 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1570 members Mstep: Class 3 contains 1380 members Mstep: Class 4 contains 4962 members Mstep: Class 5 contains 1528 members Mstep: Class 6 contains 55660 members Mstep: Class 7 contains 862 members Mstep: Class 8 contains 1642 members Mstep: Class 9 contains 1330 members Mstep: Class 10 contains 422 members Mstep: Class 11 contains 885 members Mstep: Class 12 contains 13789 members Mstep: Class 13 contains 760 members Mstep: Class 14 contains 177223 members Mstep: Class 15 contains 13946 members Mstep: Class 16 contains 3209 members Mstep: Class 17 contains 1031 members Mstep: Class 18 contains 2407 members Mstep: Class 19 contains 3280 members Mstep: Class 20 contains 4147 members Mstep: Class 21 contains 20841 members Mstep: Class 22 contains 32795 members Mstep: Class 23 contains 312 members Entering Unmasked Estep Score: -32857014.000000 Penalty: 47653.777344 Splitting cluster 13 changes total score from -32819650.000000 to -32857014.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 14 (177223 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177223 members Entering Unmasked Estep Score: -17431886.000000 Penalty: 1963.839111 Iteration 0F: 2 clusters Score -1.743189e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88757 members Mstep: Class 2 contains 88466 members Entering Unmasked Estep Score: -17314146.000000 Penalty: 3927.678223 Iteration 0F: 3 clusters Score -1.731415e+07 nChanged 85911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90092 members Mstep: Class 2 contains 87131 members Entering Unmasked Estep Score: -17366012.000000 Penalty: 3927.678223 Iteration 1F: 3 clusters Score -1.736601e+07 nChanged 6021 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90615 members Mstep: Class 2 contains 86608 members Entering Unmasked Estep Score: -17367838.000000 Penalty: 3927.678223 Iteration 2Q: 3 clusters Score -1.736784e+07 nChanged 6879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91294 members Mstep: Class 2 contains 85929 members Entering Unmasked Estep Score: -17370208.000000 Penalty: 3927.678223 Iteration 3Q: 3 clusters Score -1.737021e+07 nChanged 8026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92066 members Mstep: Class 2 contains 85157 members Entering Unmasked Estep Score: -17373812.000000 Penalty: 3927.678223 Iteration 4Q: 3 clusters Score -1.737381e+07 nChanged 9389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93093 members Mstep: Class 2 contains 84130 members Entering Unmasked Estep Score: -17378718.000000 Penalty: 3927.678223 Iteration 5F: 3 clusters Score -1.737872e+07 nChanged 10890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94805 members Mstep: Class 2 contains 82418 members Entering Unmasked Estep Score: -17386008.000000 Penalty: 3927.678223 Iteration 6F: 3 clusters Score -1.738601e+07 nChanged 13457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97868 members Mstep: Class 2 contains 79355 members Entering Unmasked Estep Score: -17400754.000000 Penalty: 3927.678223 Iteration 7F: 3 clusters Score -1.740075e+07 nChanged 16962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101902 members Mstep: Class 2 contains 75321 members Entering Unmasked Estep Score: -17442480.000000 Penalty: 3927.678223 Iteration 8F: 3 clusters Score -1.744248e+07 nChanged 15579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99257 members Mstep: Class 2 contains 77966 members Entering Unmasked Estep Score: -17520132.000000 Penalty: 3927.678223 Iteration 9F: 3 clusters Score -1.752013e+07 nChanged 7860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91777 members Mstep: Class 2 contains 85446 members Entering Unmasked Estep Score: -17571534.000000 Penalty: 3927.678223 Iteration 10Q: 3 clusters Score -1.757153e+07 nChanged 1566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90211 members Mstep: Class 2 contains 87012 members Entering Unmasked Estep Score: -17593060.000000 Penalty: 3927.678223 Iteration 11Q: 3 clusters Score -1.759306e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90178 members Mstep: Class 2 contains 87045 members Entering Unmasked Estep Score: -17593028.000000 Penalty: 3927.678223 Iteration 12Q: 3 clusters Score -1.759303e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90178 members Mstep: Class 2 contains 87045 members Entering Unmasked Estep Score: -17593028.000000 Penalty: 3927.678223 Iteration 13F: 3 clusters Score -1.759303e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1570 members Mstep: Class 3 contains 1380 members Mstep: Class 4 contains 4962 members Mstep: Class 5 contains 1528 members Mstep: Class 6 contains 55660 members Mstep: Class 7 contains 862 members Mstep: Class 8 contains 1642 members Mstep: Class 9 contains 1330 members Mstep: Class 10 contains 422 members Mstep: Class 11 contains 885 members Mstep: Class 12 contains 13789 members Mstep: Class 13 contains 760 members Mstep: Class 14 contains 90178 members Mstep: Class 15 contains 13946 members Mstep: Class 16 contains 3209 members Mstep: Class 17 contains 1031 members Mstep: Class 18 contains 2407 members Mstep: Class 19 contains 3280 members Mstep: Class 20 contains 4147 members Mstep: Class 21 contains 20841 members Mstep: Class 22 contains 32795 members Mstep: Class 23 contains 312 members Mstep: Class 24 contains 87045 members Entering Unmasked Estep Score: -33017628.000000 Penalty: 49725.679688 Splitting cluster 14 changes total score from -32819650.000000 to -33017628.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 17 (1031 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Entering Unmasked Estep Score: -84437.859375 Penalty: 1127.471191 Iteration 0F: 2 clusters Score -84437.86 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -83083.835938 Penalty: 2254.942383 Iteration 0F: 3 clusters Score -83083.84 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -83413.156250 Penalty: 2254.942383 Iteration 1F: 3 clusters Score -83413.16 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -83566.492188 Penalty: 2254.942383 Iteration 2F: 3 clusters Score -83566.49 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -83831.015625 Penalty: 2254.942383 Iteration 3F: 3 clusters Score -83831.02 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -84345.554688 Penalty: 2254.942383 Iteration 4F: 3 clusters Score -84345.55 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -85153.757812 Penalty: 2254.942383 Iteration 5F: 3 clusters Score -85153.76 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -85692.460938 Penalty: 2254.942383 Iteration 6F: 3 clusters Score -85692.46 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -85935.976562 Penalty: 2254.942383 Iteration 7Q: 3 clusters Score -85935.98 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -86055.445312 Penalty: 2254.942383 Iteration 8Q: 3 clusters Score -86055.45 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -86099.578125 Penalty: 2254.942383 Iteration 9Q: 3 clusters Score -86099.58 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -86125.796875 Penalty: 2254.942383 Iteration 10Q: 3 clusters Score -86125.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -86137.632812 Penalty: 2254.942383 Iteration 11Q: 3 clusters Score -86137.63 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -86141.835938 Penalty: 2254.942383 Iteration 12Q: 3 clusters Score -86141.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -86142.570312 Penalty: 2254.942383 Iteration 13Q: 3 clusters Score -86142.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -86142.570312 Penalty: 2254.942383 Iteration 14F: 3 clusters Score -86142.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1570 members Mstep: Class 3 contains 1380 members Mstep: Class 4 contains 4962 members Mstep: Class 5 contains 1528 members Mstep: Class 6 contains 55660 members Mstep: Class 7 contains 862 members Mstep: Class 8 contains 1642 members Mstep: Class 9 contains 1330 members Mstep: Class 10 contains 422 members Mstep: Class 11 contains 885 members Mstep: Class 12 contains 13789 members Mstep: Class 13 contains 760 members Mstep: Class 14 contains 90178 members Mstep: Class 15 contains 13946 members Mstep: Class 16 contains 3209 members Mstep: Class 17 contains 396 members Mstep: Class 18 contains 2407 members Mstep: Class 19 contains 3280 members Mstep: Class 20 contains 4147 members Mstep: Class 21 contains 20841 members Mstep: Class 22 contains 32795 members Mstep: Class 23 contains 312 members Mstep: Class 24 contains 87045 members Mstep: Class 25 contains 635 members Entering Unmasked Estep Score: -33018392.000000 Penalty: 51797.585938 Splitting cluster 17 changes total score from -32819650.000000 to -33018392.000000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 18 (2407 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Entering Unmasked Estep Score: -238922.687500 Penalty: 1265.247192 Iteration 0F: 2 clusters Score -238922.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -236533.718750 Penalty: 2530.494385 Iteration 0F: 3 clusters Score -236533.7 nChanged 906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -237038.468750 Penalty: 2530.494385 Iteration 1F: 3 clusters Score -237038.5 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -237149.781250 Penalty: 2530.494385 Iteration 2F: 3 clusters Score -237149.8 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -237216.140625 Penalty: 2530.494385 Iteration 3Q: 3 clusters Score -237216.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -237263.468750 Penalty: 2530.494385 Iteration 4Q: 3 clusters Score -237263.5 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -237288.000000 Penalty: 2530.494385 Iteration 5Q: 3 clusters Score -237288 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -237304.234375 Penalty: 2530.494385 Iteration 6Q: 3 clusters Score -237304.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -237325.265625 Penalty: 2530.494385 Iteration 7Q: 3 clusters Score -237325.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -237348.093750 Penalty: 2530.494385 Iteration 8Q: 3 clusters Score -237348.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -237381.375000 Penalty: 2530.494385 Iteration 9Q: 3 clusters Score -237381.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -237407.312500 Penalty: 2530.494385 Iteration 10Q: 3 clusters Score -237407.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -237427.390625 Penalty: 2530.494385 Iteration 11Q: 3 clusters Score -237427.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -237451.421875 Penalty: 2530.494385 Iteration 12Q: 3 clusters Score -237451.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -237467.484375 Penalty: 2530.494385 Iteration 13Q: 3 clusters Score -237467.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -237488.015625 Penalty: 2530.494385 Iteration 14Q: 3 clusters Score -237488 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -237513.421875 Penalty: 2530.494385 Iteration 15Q: 3 clusters Score -237513.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -237531.906250 Penalty: 2530.494385 Iteration 16Q: 3 clusters Score -237531.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -237549.000000 Penalty: 2530.494385 Iteration 17Q: 3 clusters Score -237549 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -237564.390625 Penalty: 2530.494385 Iteration 18Q: 3 clusters Score -237564.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -237579.468750 Penalty: 2530.494385 Iteration 19Q: 3 clusters Score -237579.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -237594.984375 Penalty: 2530.494385 Iteration 20F: 3 clusters Score -237595 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -237607.328125 Penalty: 2530.494385 Iteration 21Q: 3 clusters Score -237607.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -237624.281250 Penalty: 2530.494385 Iteration 22Q: 3 clusters Score -237624.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -237651.968750 Penalty: 2530.494385 Iteration 23Q: 3 clusters Score -237652 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -237675.343750 Penalty: 2530.494385 Iteration 24Q: 3 clusters Score -237675.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -237692.343750 Penalty: 2530.494385 Iteration 25Q: 3 clusters Score -237692.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -237702.281250 Penalty: 2530.494385 Iteration 26Q: 3 clusters Score -237702.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -237715.765625 Penalty: 2530.494385 Iteration 27Q: 3 clusters Score -237715.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -237732.046875 Penalty: 2530.494385 Iteration 28Q: 3 clusters Score -237732 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -237748.781250 Penalty: 2530.494385 Iteration 29Q: 3 clusters Score -237748.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -237768.109375 Penalty: 2530.494385 Iteration 30Q: 3 clusters Score -237768.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -237791.453125 Penalty: 2530.494385 Iteration 31Q: 3 clusters Score -237791.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -237811.968750 Penalty: 2530.494385 Iteration 32Q: 3 clusters Score -237812 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -237824.578125 Penalty: 2530.494385 Iteration 33Q: 3 clusters Score -237824.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -237832.812500 Penalty: 2530.494385 Iteration 34Q: 3 clusters Score -237832.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -237839.765625 Penalty: 2530.494385 Iteration 35Q: 3 clusters Score -237839.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -237841.109375 Penalty: 2530.494385 Iteration 36Q: 3 clusters Score -237841.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -237841.812500 Penalty: 2530.494385 Iteration 37Q: 3 clusters Score -237841.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -237842.703125 Penalty: 2530.494385 Iteration 38Q: 3 clusters Score -237842.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -237842.703125 Penalty: 2530.494385 Iteration 39F: 3 clusters Score -237842.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (3280 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3280 members Entering Unmasked Estep Score: -322832.968750 Penalty: 1315.534668 Iteration 0F: 2 clusters Score -322833 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -319943.687500 Penalty: 2631.069336 Iteration 0F: 3 clusters Score -319943.7 nChanged 1259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -320660.156250 Penalty: 2631.069336 Iteration 1F: 3 clusters Score -320660.2 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -320789.312500 Penalty: 2631.069336 Iteration 2F: 3 clusters Score -320789.3 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -320869.281250 Penalty: 2631.069336 Iteration 3Q: 3 clusters Score -320869.3 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -320920.968750 Penalty: 2631.069336 Iteration 4Q: 3 clusters Score -320921 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -320964.250000 Penalty: 2631.069336 Iteration 5Q: 3 clusters Score -320964.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -320999.937500 Penalty: 2631.069336 Iteration 6Q: 3 clusters Score -320999.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -321025.812500 Penalty: 2631.069336 Iteration 7Q: 3 clusters Score -321025.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -321050.281250 Penalty: 2631.069336 Iteration 8Q: 3 clusters Score -321050.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -321071.000000 Penalty: 2631.069336 Iteration 9Q: 3 clusters Score -321071 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -321088.375000 Penalty: 2631.069336 Iteration 10Q: 3 clusters Score -321088.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -321098.093750 Penalty: 2631.069336 Iteration 11Q: 3 clusters Score -321098.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -321110.250000 Penalty: 2631.069336 Iteration 12Q: 3 clusters Score -321110.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -321120.937500 Penalty: 2631.069336 Iteration 13Q: 3 clusters Score -321120.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -321131.562500 Penalty: 2631.069336 Iteration 14Q: 3 clusters Score -321131.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -321142.312500 Penalty: 2631.069336 Iteration 15Q: 3 clusters Score -321142.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -321153.625000 Penalty: 2631.069336 Iteration 16Q: 3 clusters Score -321153.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -321162.906250 Penalty: 2631.069336 Iteration 17Q: 3 clusters Score -321162.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -321173.406250 Penalty: 2631.069336 Iteration 18Q: 3 clusters Score -321173.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -321184.437500 Penalty: 2631.069336 Iteration 19Q: 3 clusters Score -321184.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -321192.156250 Penalty: 2631.069336 Iteration 20F: 3 clusters Score -321192.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -321203.062500 Penalty: 2631.069336 Iteration 21Q: 3 clusters Score -321203.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -321217.468750 Penalty: 2631.069336 Iteration 22Q: 3 clusters Score -321217.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -321228.468750 Penalty: 2631.069336 Iteration 23Q: 3 clusters Score -321228.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -321237.125000 Penalty: 2631.069336 Iteration 24Q: 3 clusters Score -321237.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -321245.750000 Penalty: 2631.069336 Iteration 25Q: 3 clusters Score -321245.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -321254.812500 Penalty: 2631.069336 Iteration 26Q: 3 clusters Score -321254.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -321259.468750 Penalty: 2631.069336 Iteration 27Q: 3 clusters Score -321259.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -321262.468750 Penalty: 2631.069336 Iteration 28Q: 3 clusters Score -321262.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -321264.062500 Penalty: 2631.069336 Iteration 29Q: 3 clusters Score -321264.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -321265.312500 Penalty: 2631.069336 Iteration 30Q: 3 clusters Score -321265.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -321265.781250 Penalty: 2631.069336 Iteration 31Q: 3 clusters Score -321265.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -321266.937500 Penalty: 2631.069336 Iteration 32Q: 3 clusters Score -321266.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -321267.750000 Penalty: 2631.069336 Iteration 33Q: 3 clusters Score -321267.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -321268.718750 Penalty: 2631.069336 Iteration 34Q: 3 clusters Score -321268.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -321268.937500 Penalty: 2631.069336 Iteration 35Q: 3 clusters Score -321268.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -321268.937500 Penalty: 2631.069336 Iteration 36F: 3 clusters Score -321268.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (4147 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4147 members Entering Unmasked Estep Score: -384069.156250 Penalty: 1353.647827 Iteration 0F: 2 clusters Score -384069.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -380668.437500 Penalty: 2707.295654 Iteration 0F: 3 clusters Score -380668.4 nChanged 1642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -381766.625000 Penalty: 2707.295654 Iteration 1F: 3 clusters Score -381766.6 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 2357 members Entering Unmasked Estep Score: -382049.437500 Penalty: 2707.295654 Iteration 2F: 3 clusters Score -382049.4 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -382309.093750 Penalty: 2707.295654 Iteration 3F: 3 clusters Score -382309.1 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 2721 members Entering Unmasked Estep Score: -382612.031250 Penalty: 2707.295654 Iteration 4F: 3 clusters Score -382612 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 2914 members Entering Unmasked Estep Score: -382925.500000 Penalty: 2707.295654 Iteration 5F: 3 clusters Score -382925.5 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 3040 members Entering Unmasked Estep Score: -383210.656250 Penalty: 2707.295654 Iteration 6F: 3 clusters Score -383210.7 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 3128 members Entering Unmasked Estep Score: -383487.437500 Penalty: 2707.295654 Iteration 7Q: 3 clusters Score -383487.4 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 3160 members Entering Unmasked Estep Score: -383710.156250 Penalty: 2707.295654 Iteration 8Q: 3 clusters Score -383710.2 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 3172 members Entering Unmasked Estep Score: -383848.468750 Penalty: 2707.295654 Iteration 9Q: 3 clusters Score -383848.5 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 3174 members Entering Unmasked Estep Score: -383935.312500 Penalty: 2707.295654 Iteration 10Q: 3 clusters Score -383935.3 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 3157 members Entering Unmasked Estep Score: -383988.062500 Penalty: 2707.295654 Iteration 11Q: 3 clusters Score -383988.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 3137 members Entering Unmasked Estep Score: -384017.031250 Penalty: 2707.295654 Iteration 12Q: 3 clusters Score -384017 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 3113 members Entering Unmasked Estep Score: -384039.218750 Penalty: 2707.295654 Iteration 13Q: 3 clusters Score -384039.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 3098 members Entering Unmasked Estep Score: -384056.031250 Penalty: 2707.295654 Iteration 14Q: 3 clusters Score -384056 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 3083 members Entering Unmasked Estep Score: -384064.250000 Penalty: 2707.295654 Iteration 15Q: 3 clusters Score -384064.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 3077 members Entering Unmasked Estep Score: -384071.000000 Penalty: 2707.295654 Iteration 16Q: 3 clusters Score -384071 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 3069 members Entering Unmasked Estep Score: -384077.062500 Penalty: 2707.295654 Iteration 17Q: 3 clusters Score -384077.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 3058 members Entering Unmasked Estep Score: -384081.562500 Penalty: 2707.295654 Iteration 18Q: 3 clusters Score -384081.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 3046 members Entering Unmasked Estep Score: -384088.062500 Penalty: 2707.295654 Iteration 19Q: 3 clusters Score -384088.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 3035 members Entering Unmasked Estep Score: -384093.906250 Penalty: 2707.295654 Iteration 20F: 3 clusters Score -384093.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 3029 members Entering Unmasked Estep Score: -384095.375000 Penalty: 2707.295654 Iteration 21Q: 3 clusters Score -384095.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 3025 members Entering Unmasked Estep Score: -384098.968750 Penalty: 2707.295654 Iteration 22Q: 3 clusters Score -384099 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 3020 members Entering Unmasked Estep Score: -384100.875000 Penalty: 2707.295654 Iteration 23Q: 3 clusters Score -384100.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 3017 members Entering Unmasked Estep Score: -384101.406250 Penalty: 2707.295654 Iteration 24Q: 3 clusters Score -384101.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 3015 members Entering Unmasked Estep Score: -384102.656250 Penalty: 2707.295654 Iteration 25Q: 3 clusters Score -384102.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 3013 members Entering Unmasked Estep Score: -384102.750000 Penalty: 2707.295654 Iteration 26Q: 3 clusters Score -384102.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 3012 members Entering Unmasked Estep Score: -384103.593750 Penalty: 2707.295654 Iteration 27Q: 3 clusters Score -384103.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 3011 members Entering Unmasked Estep Score: -384103.031250 Penalty: 2707.295654 Iteration 28Q: 3 clusters Score -384103 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 3011 members Entering Unmasked Estep Score: -384103.031250 Penalty: 2707.295654 Iteration 29F: 3 clusters Score -384103 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1570 members Mstep: Class 3 contains 1380 members Mstep: Class 4 contains 4962 members Mstep: Class 5 contains 1528 members Mstep: Class 6 contains 55660 members Mstep: Class 7 contains 862 members Mstep: Class 8 contains 1642 members Mstep: Class 9 contains 1330 members Mstep: Class 10 contains 422 members Mstep: Class 11 contains 885 members Mstep: Class 12 contains 13789 members Mstep: Class 13 contains 760 members Mstep: Class 14 contains 90178 members Mstep: Class 15 contains 13946 members Mstep: Class 16 contains 3209 members Mstep: Class 17 contains 396 members Mstep: Class 18 contains 2407 members Mstep: Class 19 contains 3280 members Mstep: Class 20 contains 1136 members Mstep: Class 21 contains 20841 members Mstep: Class 22 contains 32795 members Mstep: Class 23 contains 312 members Mstep: Class 24 contains 87045 members Mstep: Class 25 contains 635 members Mstep: Class 26 contains 3011 members Entering Unmasked Estep Score: -33017676.000000 Penalty: 53869.488281 Splitting cluster 20 changes total score from -32819650.000000 to -33017676.000000 So it's getting split into cluster 26. Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 3 contains 1380 members Mstep: Class 4 contains 4962 members Mstep: Class 5 contains 1528 members Mstep: Class 6 contains 55660 members Mstep: Class 7 contains 862 members Mstep: Class 8 contains 1642 members Mstep: Class 9 contains 1330 members Mstep: Class 11 contains 885 members Mstep: Class 12 contains 13789 members Mstep: Class 13 contains 760 members Mstep: Class 14 contains 90178 members Mstep: Class 17 contains 396 members Mstep: Class 18 contains 2407 members Mstep: Class 19 contains 3280 members Mstep: Class 20 contains 1136 members Entering Unmasked Estep ConsiderDeletion Score: -33034040.000000 Penalty: 53869.488281 Iteration 39Q: 27 clusters Score -3.303404e+07 nChanged 12636 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 1518 members Mstep: Class 3 contains 1415 members Mstep: Class 4 contains 5513 members Mstep: Class 5 contains 1698 members Mstep: Class 6 contains 56165 members Mstep: Class 7 contains 1017 members Mstep: Class 8 contains 1341 members Mstep: Class 9 contains 1345 members Mstep: Class 10 contains 397 members Mstep: Class 11 contains 946 members Mstep: Class 12 contains 13152 members Mstep: Class 13 contains 795 members Mstep: Class 14 contains 90983 members Mstep: Class 15 contains 13870 members Mstep: Class 16 contains 3237 members Mstep: Class 17 contains 392 members Mstep: Class 18 contains 2395 members Mstep: Class 19 contains 3419 members Mstep: Class 20 contains 1137 members Mstep: Class 21 contains 20742 members Mstep: Class 22 contains 31547 members Mstep: Class 23 contains 314 members Mstep: Class 24 contains 86818 members Mstep: Class 25 contains 719 members Mstep: Class 26 contains 3139 members Entering Unmasked Estep ConsiderDeletion Deleting Class 8. Lose 1195.362061 but Gain 2071.902344 Score: -33045970.000000 Penalty: 51797.585938 Iteration 40F: 26 clusters Score -3.304597e+07 nChanged 11010 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 1495 members Mstep: Class 3 contains 1426 members Mstep: Class 4 contains 5657 members Mstep: Class 5 contains 1691 members Mstep: Class 6 contains 53935 members Mstep: Class 7 contains 1014 members Mstep: Class 9 contains 1341 members Mstep: Class 10 contains 409 members Mstep: Class 11 contains 964 members Mstep: Class 12 contains 13129 members Mstep: Class 13 contains 802 members Mstep: Class 14 contains 91480 members Mstep: Class 15 contains 13859 members Mstep: Class 16 contains 3363 members Mstep: Class 17 contains 371 members Mstep: Class 18 contains 2391 members Mstep: Class 19 contains 3353 members Mstep: Class 20 contains 1151 members Mstep: Class 21 contains 20737 members Mstep: Class 22 contains 32044 members Mstep: Class 23 contains 319 members Mstep: Class 24 contains 89130 members Mstep: Class 25 contains 774 members Mstep: Class 26 contains 3210 members Entering Unmasked Estep ConsiderDeletion Score: -33051958.000000 Penalty: 51797.585938 Iteration 41Q: 26 clusters Score -3.305196e+07 nChanged 6029 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 1501 members Mstep: Class 3 contains 1425 members Mstep: Class 4 contains 5804 members Mstep: Class 5 contains 1707 members Mstep: Class 6 contains 51584 members Mstep: Class 7 contains 985 members Mstep: Class 9 contains 1338 members Mstep: Class 10 contains 404 members Mstep: Class 11 contains 960 members Mstep: Class 12 contains 12954 members Mstep: Class 13 contains 802 members Mstep: Class 14 contains 91644 members Mstep: Class 15 contains 13742 members Mstep: Class 16 contains 3386 members Mstep: Class 17 contains 366 members Mstep: Class 18 contains 2391 members Mstep: Class 19 contains 3369 members Mstep: Class 20 contains 1185 members Mstep: Class 21 contains 20750 members Mstep: Class 22 contains 32270 members Mstep: Class 23 contains 321 members Mstep: Class 24 contains 91154 members Mstep: Class 25 contains 799 members Mstep: Class 26 contains 3209 members Entering Unmasked Estep ConsiderDeletion Score: -33053826.000000 Penalty: 51797.585938 Iteration 42Q: 26 clusters Score -3.305383e+07 nChanged 4501 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 1510 members Mstep: Class 3 contains 1426 members Mstep: Class 4 contains 5941 members Mstep: Class 5 contains 1703 members Mstep: Class 6 contains 49272 members Mstep: Class 7 contains 974 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 407 members Mstep: Class 11 contains 959 members Mstep: Class 12 contains 12852 members Mstep: Class 13 contains 802 members Mstep: Class 14 contains 91745 members Mstep: Class 15 contains 13594 members Mstep: Class 16 contains 3380 members Mstep: Class 17 contains 362 members Mstep: Class 18 contains 2391 members Mstep: Class 19 contains 3380 members Mstep: Class 20 contains 1230 members Mstep: Class 21 contains 20757 members Mstep: Class 22 contains 32475 members Mstep: Class 23 contains 323 members Mstep: Class 24 contains 93247 members Mstep: Class 25 contains 815 members Mstep: Class 26 contains 3181 members Entering Unmasked Estep ConsiderDeletion Score: -33055160.000000 Penalty: 51797.585938 Iteration 43Q: 26 clusters Score -3.305516e+07 nChanged 3855 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 1526 members Mstep: Class 3 contains 1426 members Mstep: Class 4 contains 6058 members Mstep: Class 5 contains 1704 members Mstep: Class 6 contains 46919 members Mstep: Class 7 contains 962 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 410 members Mstep: Class 11 contains 961 members Mstep: Class 12 contains 12786 members Mstep: Class 13 contains 802 members Mstep: Class 14 contains 91811 members Mstep: Class 15 contains 13390 members Mstep: Class 16 contains 3382 members Mstep: Class 17 contains 353 members Mstep: Class 18 contains 2391 members Mstep: Class 19 contains 3400 members Mstep: Class 20 contains 1278 members Mstep: Class 21 contains 20754 members Mstep: Class 22 contains 32695 members Mstep: Class 23 contains 324 members Mstep: Class 24 contains 95434 members Mstep: Class 25 contains 819 members Mstep: Class 26 contains 3146 members Entering Unmasked Estep ConsiderDeletion Score: -33056442.000000 Penalty: 51797.585938 Iteration 44Q: 26 clusters Score -3.305644e+07 nChanged 3620 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 1553 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 6174 members Mstep: Class 5 contains 1706 members Mstep: Class 6 contains 44579 members Mstep: Class 7 contains 948 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 413 members Mstep: Class 11 contains 963 members Mstep: Class 12 contains 12745 members Mstep: Class 13 contains 802 members Mstep: Class 14 contains 91856 members Mstep: Class 15 contains 13161 members Mstep: Class 16 contains 3389 members Mstep: Class 17 contains 342 members Mstep: Class 18 contains 2391 members Mstep: Class 19 contains 3411 members Mstep: Class 20 contains 1328 members Mstep: Class 21 contains 20756 members Mstep: Class 22 contains 32844 members Mstep: Class 23 contains 325 members Mstep: Class 24 contains 97691 members Mstep: Class 25 contains 820 members Mstep: Class 26 contains 3109 members Entering Unmasked Estep ConsiderDeletion Score: -33057508.000000 Penalty: 51797.585938 Iteration 45Q: 26 clusters Score -3.305751e+07 nChanged 3360 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 1587 members Mstep: Class 3 contains 1429 members Mstep: Class 4 contains 6247 members Mstep: Class 5 contains 1715 members Mstep: Class 6 contains 42289 members Mstep: Class 7 contains 939 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 410 members Mstep: Class 11 contains 960 members Mstep: Class 12 contains 12731 members Mstep: Class 13 contains 802 members Mstep: Class 14 contains 91877 members Mstep: Class 15 contains 12944 members Mstep: Class 16 contains 3386 members Mstep: Class 17 contains 336 members Mstep: Class 18 contains 2391 members Mstep: Class 19 contains 3423 members Mstep: Class 20 contains 1367 members Mstep: Class 21 contains 20755 members Mstep: Class 22 contains 32979 members Mstep: Class 23 contains 326 members Mstep: Class 24 contains 99957 members Mstep: Class 25 contains 821 members Mstep: Class 26 contains 3067 members Entering Unmasked Estep ConsiderDeletion Score: -33058558.000000 Penalty: 51797.585938 Iteration 46Q: 26 clusters Score -3.305856e+07 nChanged 3218 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 1617 members Mstep: Class 3 contains 1429 members Mstep: Class 4 contains 6305 members Mstep: Class 5 contains 1722 members Mstep: Class 6 contains 40073 members Mstep: Class 7 contains 934 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 414 members Mstep: Class 11 contains 957 members Mstep: Class 12 contains 12718 members Mstep: Class 13 contains 803 members Mstep: Class 14 contains 91896 members Mstep: Class 15 contains 12703 members Mstep: Class 16 contains 3386 members Mstep: Class 17 contains 329 members Mstep: Class 18 contains 2391 members Mstep: Class 19 contains 3428 members Mstep: Class 20 contains 1409 members Mstep: Class 21 contains 20757 members Mstep: Class 22 contains 33095 members Mstep: Class 23 contains 326 members Mstep: Class 24 contains 102202 members Mstep: Class 25 contains 823 members Mstep: Class 26 contains 3025 members Entering Unmasked Estep ConsiderDeletion Score: -33059480.000000 Penalty: 51797.585938 Iteration 47Q: 26 clusters Score -3.305948e+07 nChanged 3078 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 1659 members Mstep: Class 3 contains 1430 members Mstep: Class 4 contains 6363 members Mstep: Class 5 contains 1727 members Mstep: Class 6 contains 37935 members Mstep: Class 7 contains 930 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 412 members Mstep: Class 11 contains 952 members Mstep: Class 12 contains 12706 members Mstep: Class 13 contains 803 members Mstep: Class 14 contains 91910 members Mstep: Class 15 contains 12462 members Mstep: Class 16 contains 3384 members Mstep: Class 17 contains 328 members Mstep: Class 18 contains 2391 members Mstep: Class 19 contains 3432 members Mstep: Class 20 contains 1441 members Mstep: Class 21 contains 20762 members Mstep: Class 22 contains 33174 members Mstep: Class 23 contains 326 members Mstep: Class 24 contains 104403 members Mstep: Class 25 contains 822 members Mstep: Class 26 contains 2992 members Entering Unmasked Estep ConsiderDeletion Score: -33060218.000000 Penalty: 51797.585938 Iteration 48Q: 26 clusters Score -3.306022e+07 nChanged 3015 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 1698 members Mstep: Class 3 contains 1430 members Mstep: Class 4 contains 6435 members Mstep: Class 5 contains 1727 members Mstep: Class 6 contains 35873 members Mstep: Class 7 contains 927 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 410 members Mstep: Class 11 contains 949 members Mstep: Class 12 contains 12692 members Mstep: Class 13 contains 803 members Mstep: Class 14 contains 91922 members Mstep: Class 15 contains 12199 members Mstep: Class 16 contains 3379 members Mstep: Class 17 contains 327 members Mstep: Class 18 contains 2391 members Mstep: Class 19 contains 3438 members Mstep: Class 20 contains 1463 members Mstep: Class 21 contains 20764 members Mstep: Class 22 contains 33207 members Mstep: Class 23 contains 326 members Mstep: Class 24 contains 106581 members Mstep: Class 25 contains 824 members Mstep: Class 26 contains 2982 members Entering Unmasked Estep ConsiderDeletion Score: -33061082.000000 Penalty: 51797.585938 Iteration 49Q: 26 clusters Score -3.306108e+07 nChanged 2822 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 1739 members Mstep: Class 3 contains 1429 members Mstep: Class 4 contains 6496 members Mstep: Class 5 contains 1729 members Mstep: Class 6 contains 33949 members Mstep: Class 7 contains 926 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 408 members Mstep: Class 11 contains 950 members Mstep: Class 12 contains 12678 members Mstep: Class 13 contains 803 members Mstep: Class 14 contains 91931 members Mstep: Class 15 contains 11935 members Mstep: Class 16 contains 3386 members Mstep: Class 17 contains 324 members Mstep: Class 18 contains 2391 members Mstep: Class 19 contains 3440 members Mstep: Class 20 contains 1481 members Mstep: Class 21 contains 20763 members Mstep: Class 22 contains 33241 members Mstep: Class 23 contains 326 members Mstep: Class 24 contains 108630 members Mstep: Class 25 contains 825 members Mstep: Class 26 contains 2968 members Entering Unmasked Estep ConsiderDeletion Score: -33062032.000000 Penalty: 51797.585938 Iteration 50Q: 26 clusters Score -3.306203e+07 nChanged 2840 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 1774 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 6554 members Mstep: Class 5 contains 1734 members Mstep: Class 6 contains 32008 members Mstep: Class 7 contains 923 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 408 members Mstep: Class 11 contains 950 members Mstep: Class 12 contains 12668 members Mstep: Class 13 contains 803 members Mstep: Class 14 contains 91936 members Mstep: Class 15 contains 11664 members Mstep: Class 16 contains 3394 members Mstep: Class 17 contains 322 members Mstep: Class 18 contains 2391 members Mstep: Class 19 contains 3442 members Mstep: Class 20 contains 1490 members Mstep: Class 21 contains 20761 members Mstep: Class 22 contains 33266 members Mstep: Class 23 contains 326 members Mstep: Class 24 contains 110724 members Mstep: Class 25 contains 825 members Mstep: Class 26 contains 2956 members Entering Unmasked Estep ConsiderDeletion Score: -33062968.000000 Penalty: 51797.585938 Iteration 51Q: 26 clusters Score -3.306297e+07 nChanged 2747 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 1793 members Mstep: Class 3 contains 1427 members Mstep: Class 4 contains 6621 members Mstep: Class 5 contains 1736 members Mstep: Class 6 contains 30164 members Mstep: Class 7 contains 920 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 950 members Mstep: Class 12 contains 12662 members Mstep: Class 13 contains 803 members Mstep: Class 14 contains 91939 members Mstep: Class 15 contains 11400 members Mstep: Class 16 contains 3392 members Mstep: Class 17 contains 324 members Mstep: Class 18 contains 2391 members Mstep: Class 19 contains 3441 members Mstep: Class 20 contains 1505 members Mstep: Class 21 contains 20765 members Mstep: Class 22 contains 33275 members Mstep: Class 23 contains 326 members Mstep: Class 24 contains 112744 members Mstep: Class 25 contains 825 members Mstep: Class 26 contains 2941 members Entering Unmasked Estep ConsiderDeletion Score: -33063864.000000 Penalty: 51797.585938 Iteration 52Q: 26 clusters Score -3.306386e+07 nChanged 2644 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 1813 members Mstep: Class 3 contains 1427 members Mstep: Class 4 contains 6691 members Mstep: Class 5 contains 1738 members Mstep: Class 6 contains 28439 members Mstep: Class 7 contains 920 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 402 members Mstep: Class 11 contains 951 members Mstep: Class 12 contains 12661 members Mstep: Class 13 contains 803 members Mstep: Class 14 contains 91941 members Mstep: Class 15 contains 11115 members Mstep: Class 16 contains 3384 members Mstep: Class 17 contains 325 members Mstep: Class 18 contains 2391 members Mstep: Class 19 contains 3437 members Mstep: Class 20 contains 1517 members Mstep: Class 21 contains 20766 members Mstep: Class 22 contains 33274 members Mstep: Class 23 contains 326 members Mstep: Class 24 contains 114675 members Mstep: Class 25 contains 825 members Mstep: Class 26 contains 2926 members Entering Unmasked Estep ConsiderDeletion Score: -33064578.000000 Penalty: 51797.585938 Iteration 53Q: 26 clusters Score -3.306458e+07 nChanged 2572 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 1851 members Mstep: Class 3 contains 1427 members Mstep: Class 4 contains 6750 members Mstep: Class 5 contains 1734 members Mstep: Class 6 contains 26816 members Mstep: Class 7 contains 920 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 401 members Mstep: Class 11 contains 948 members Mstep: Class 12 contains 12657 members Mstep: Class 13 contains 803 members Mstep: Class 14 contains 91942 members Mstep: Class 15 contains 10831 members Mstep: Class 16 contains 3374 members Mstep: Class 17 contains 325 members Mstep: Class 18 contains 2391 members Mstep: Class 19 contains 3441 members Mstep: Class 20 contains 1531 members Mstep: Class 21 contains 20767 members Mstep: Class 22 contains 33250 members Mstep: Class 23 contains 326 members Mstep: Class 24 contains 116526 members Mstep: Class 25 contains 824 members Mstep: Class 26 contains 2912 members Entering Unmasked Estep ConsiderDeletion Score: -33065462.000000 Penalty: 51797.585938 Iteration 54Q: 26 clusters Score -3.306546e+07 nChanged 2479 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 1876 members Mstep: Class 3 contains 1427 members Mstep: Class 4 contains 6806 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 25211 members Mstep: Class 7 contains 918 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 400 members Mstep: Class 11 contains 946 members Mstep: Class 12 contains 12656 members Mstep: Class 13 contains 803 members Mstep: Class 14 contains 91943 members Mstep: Class 15 contains 10572 members Mstep: Class 16 contains 3364 members Mstep: Class 17 contains 325 members Mstep: Class 18 contains 2391 members Mstep: Class 19 contains 3439 members Mstep: Class 20 contains 1548 members Mstep: Class 21 contains 20771 members Mstep: Class 22 contains 33246 members Mstep: Class 23 contains 326 members Mstep: Class 24 contains 118328 members Mstep: Class 25 contains 825 members Mstep: Class 26 contains 2896 members Entering Unmasked Estep ConsiderDeletion Score: -33066364.000000 Penalty: 51797.585938 Iteration 55Q: 26 clusters Score -3.306636e+07 nChanged 2335 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 1900 members Mstep: Class 3 contains 1427 members Mstep: Class 4 contains 6862 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 23765 members Mstep: Class 7 contains 916 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 399 members Mstep: Class 11 contains 946 members Mstep: Class 12 contains 12651 members Mstep: Class 13 contains 803 members Mstep: Class 14 contains 91947 members Mstep: Class 15 contains 10303 members Mstep: Class 16 contains 3358 members Mstep: Class 17 contains 325 members Mstep: Class 18 contains 2391 members Mstep: Class 19 contains 3435 members Mstep: Class 20 contains 1569 members Mstep: Class 21 contains 20769 members Mstep: Class 22 contains 33223 members Mstep: Class 23 contains 326 members Mstep: Class 24 contains 120004 members Mstep: Class 25 contains 827 members Mstep: Class 26 contains 2871 members Entering Unmasked Estep ConsiderDeletion Score: -33067040.000000 Penalty: 51797.585938 Iteration 56Q: 26 clusters Score -3.306704e+07 nChanged 2190 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 1923 members Mstep: Class 3 contains 1427 members Mstep: Class 4 contains 6918 members Mstep: Class 5 contains 1731 members Mstep: Class 6 contains 22443 members Mstep: Class 7 contains 915 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 399 members Mstep: Class 11 contains 946 members Mstep: Class 12 contains 12651 members Mstep: Class 13 contains 803 members Mstep: Class 14 contains 91947 members Mstep: Class 15 contains 10084 members Mstep: Class 16 contains 3359 members Mstep: Class 17 contains 325 members Mstep: Class 18 contains 2391 members Mstep: Class 19 contains 3435 members Mstep: Class 20 contains 1590 members Mstep: Class 21 contains 20771 members Mstep: Class 22 contains 33156 members Mstep: Class 23 contains 326 members Mstep: Class 24 contains 121534 members Mstep: Class 25 contains 826 members Mstep: Class 26 contains 2847 members Entering Unmasked Estep ConsiderDeletion Score: -33067566.000000 Penalty: 51797.585938 Iteration 57Q: 26 clusters Score -3.306757e+07 nChanged 2142 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 1956 members Mstep: Class 3 contains 1427 members Mstep: Class 4 contains 6947 members Mstep: Class 5 contains 1729 members Mstep: Class 6 contains 21146 members Mstep: Class 7 contains 913 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 399 members Mstep: Class 11 contains 946 members Mstep: Class 12 contains 12645 members Mstep: Class 13 contains 803 members Mstep: Class 14 contains 91948 members Mstep: Class 15 contains 9866 members Mstep: Class 16 contains 3347 members Mstep: Class 17 contains 325 members Mstep: Class 18 contains 2391 members Mstep: Class 19 contains 3434 members Mstep: Class 20 contains 1607 members Mstep: Class 21 contains 20771 members Mstep: Class 22 contains 33158 members Mstep: Class 23 contains 326 members Mstep: Class 24 contains 123014 members Mstep: Class 25 contains 827 members Mstep: Class 26 contains 2822 members Entering Unmasked Estep ConsiderDeletion Score: -33068062.000000 Penalty: 51797.585938 Iteration 58Q: 26 clusters Score -3.306806e+07 nChanged 2073 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 1990 members Mstep: Class 3 contains 1427 members Mstep: Class 4 contains 6990 members Mstep: Class 5 contains 1731 members Mstep: Class 6 contains 19945 members Mstep: Class 7 contains 912 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 400 members Mstep: Class 11 contains 946 members Mstep: Class 12 contains 12643 members Mstep: Class 13 contains 803 members Mstep: Class 14 contains 91945 members Mstep: Class 15 contains 9649 members Mstep: Class 16 contains 3337 members Mstep: Class 17 contains 324 members Mstep: Class 18 contains 2391 members Mstep: Class 19 contains 3432 members Mstep: Class 20 contains 1627 members Mstep: Class 21 contains 20771 members Mstep: Class 22 contains 33147 members Mstep: Class 23 contains 326 members Mstep: Class 24 contains 124390 members Mstep: Class 25 contains 827 members Mstep: Class 26 contains 2794 members Entering Unmasked Estep ConsiderDeletion Score: -33068578.000000 Penalty: 51797.585938 Iteration 59Q: 26 clusters Score -3.306858e+07 nChanged 1947 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 2018 members Mstep: Class 3 contains 1427 members Mstep: Class 4 contains 7026 members Mstep: Class 5 contains 1735 members Mstep: Class 6 contains 18858 members Mstep: Class 7 contains 909 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 399 members Mstep: Class 11 contains 946 members Mstep: Class 12 contains 12644 members Mstep: Class 13 contains 803 members Mstep: Class 14 contains 91939 members Mstep: Class 15 contains 9448 members Mstep: Class 16 contains 3328 members Mstep: Class 17 contains 323 members Mstep: Class 18 contains 2391 members Mstep: Class 19 contains 3431 members Mstep: Class 20 contains 1642 members Mstep: Class 21 contains 20769 members Mstep: Class 22 contains 33141 members Mstep: Class 23 contains 326 members Mstep: Class 24 contains 125645 members Mstep: Class 25 contains 826 members Mstep: Class 26 contains 2773 members Entering Unmasked Estep ConsiderDeletion Score: -33069114.000000 Penalty: 51797.585938 Iteration 60F: 26 clusters Score -3.306911e+07 nChanged 1857 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 2040 members Mstep: Class 3 contains 1427 members Mstep: Class 4 contains 7072 members Mstep: Class 5 contains 1737 members Mstep: Class 6 contains 17867 members Mstep: Class 7 contains 905 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 399 members Mstep: Class 11 contains 946 members Mstep: Class 12 contains 12651 members Mstep: Class 13 contains 803 members Mstep: Class 14 contains 91931 members Mstep: Class 15 contains 9249 members Mstep: Class 16 contains 3318 members Mstep: Class 17 contains 322 members Mstep: Class 18 contains 2391 members Mstep: Class 19 contains 3429 members Mstep: Class 20 contains 1660 members Mstep: Class 21 contains 20767 members Mstep: Class 22 contains 33138 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 126795 members Mstep: Class 25 contains 824 members Mstep: Class 26 contains 2748 members Entering Unmasked Estep ConsiderDeletion Score: -33069586.000000 Penalty: 51797.585938 Iteration 61Q: 26 clusters Score -3.306959e+07 nChanged 1746 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 2060 members Mstep: Class 3 contains 1427 members Mstep: Class 4 contains 7110 members Mstep: Class 5 contains 1733 members Mstep: Class 6 contains 16869 members Mstep: Class 7 contains 904 members Mstep: Class 9 contains 1336 members Mstep: Class 10 contains 400 members Mstep: Class 11 contains 945 members Mstep: Class 12 contains 12651 members Mstep: Class 13 contains 803 members Mstep: Class 14 contains 91929 members Mstep: Class 15 contains 9060 members Mstep: Class 16 contains 3308 members Mstep: Class 17 contains 320 members Mstep: Class 18 contains 2391 members Mstep: Class 19 contains 3428 members Mstep: Class 20 contains 1685 members Mstep: Class 21 contains 20764 members Mstep: Class 22 contains 33210 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 127873 members Mstep: Class 25 contains 825 members Mstep: Class 26 contains 2723 members Entering Unmasked Estep ConsiderDeletion Score: -33070128.000000 Penalty: 51797.585938 Iteration 62Q: 26 clusters Score -3.307013e+07 nChanged 1595 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 2073 members Mstep: Class 3 contains 1426 members Mstep: Class 4 contains 7159 members Mstep: Class 5 contains 1736 members Mstep: Class 6 contains 15994 members Mstep: Class 7 contains 902 members Mstep: Class 9 contains 1336 members Mstep: Class 10 contains 399 members Mstep: Class 11 contains 944 members Mstep: Class 12 contains 12652 members Mstep: Class 13 contains 803 members Mstep: Class 14 contains 91927 members Mstep: Class 15 contains 8896 members Mstep: Class 16 contains 3295 members Mstep: Class 17 contains 317 members Mstep: Class 18 contains 2391 members Mstep: Class 19 contains 3429 members Mstep: Class 20 contains 1709 members Mstep: Class 21 contains 20764 members Mstep: Class 22 contains 33221 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 128861 members Mstep: Class 25 contains 826 members Mstep: Class 26 contains 2694 members Entering Unmasked Estep ConsiderDeletion Score: -33070538.000000 Penalty: 51797.585938 Iteration 63Q: 26 clusters Score -3.307054e+07 nChanged 1516 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 2081 members Mstep: Class 3 contains 1425 members Mstep: Class 4 contains 7223 members Mstep: Class 5 contains 1740 members Mstep: Class 6 contains 15151 members Mstep: Class 7 contains 900 members Mstep: Class 9 contains 1336 members Mstep: Class 10 contains 397 members Mstep: Class 11 contains 945 members Mstep: Class 12 contains 12650 members Mstep: Class 13 contains 803 members Mstep: Class 14 contains 91927 members Mstep: Class 15 contains 8742 members Mstep: Class 16 contains 3282 members Mstep: Class 17 contains 317 members Mstep: Class 18 contains 2391 members Mstep: Class 19 contains 3428 members Mstep: Class 20 contains 1740 members Mstep: Class 21 contains 20763 members Mstep: Class 22 contains 33224 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 129800 members Mstep: Class 25 contains 827 members Mstep: Class 26 contains 2662 members Entering Unmasked Estep ConsiderDeletion Score: -33070904.000000 Penalty: 51797.585938 Iteration 64Q: 26 clusters Score -3.30709e+07 nChanged 1431 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 2094 members Mstep: Class 3 contains 1424 members Mstep: Class 4 contains 7285 members Mstep: Class 5 contains 1741 members Mstep: Class 6 contains 14314 members Mstep: Class 7 contains 899 members Mstep: Class 9 contains 1336 members Mstep: Class 10 contains 398 members Mstep: Class 11 contains 944 members Mstep: Class 12 contains 12650 members Mstep: Class 13 contains 803 members Mstep: Class 14 contains 91928 members Mstep: Class 15 contains 8607 members Mstep: Class 16 contains 3269 members Mstep: Class 17 contains 317 members Mstep: Class 18 contains 2391 members Mstep: Class 19 contains 3430 members Mstep: Class 20 contains 1772 members Mstep: Class 21 contains 20765 members Mstep: Class 22 contains 33239 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 130688 members Mstep: Class 25 contains 827 members Mstep: Class 26 contains 2633 members Entering Unmasked Estep ConsiderDeletion Score: -33071224.000000 Penalty: 51797.585938 Iteration 65Q: 26 clusters Score -3.307122e+07 nChanged 1374 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 2113 members Mstep: Class 3 contains 1424 members Mstep: Class 4 contains 7344 members Mstep: Class 5 contains 1746 members Mstep: Class 6 contains 13552 members Mstep: Class 7 contains 900 members Mstep: Class 9 contains 1336 members Mstep: Class 10 contains 398 members Mstep: Class 11 contains 944 members Mstep: Class 12 contains 12650 members Mstep: Class 13 contains 803 members Mstep: Class 14 contains 91932 members Mstep: Class 15 contains 8449 members Mstep: Class 16 contains 3252 members Mstep: Class 17 contains 317 members Mstep: Class 18 contains 2391 members Mstep: Class 19 contains 3430 members Mstep: Class 20 contains 1821 members Mstep: Class 21 contains 20764 members Mstep: Class 22 contains 33296 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 131492 members Mstep: Class 25 contains 828 members Mstep: Class 26 contains 2572 members Entering Unmasked Estep ConsiderDeletion Score: -33071576.000000 Penalty: 51797.585938 Iteration 66Q: 26 clusters Score -3.307158e+07 nChanged 1353 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 2129 members Mstep: Class 3 contains 1424 members Mstep: Class 4 contains 7394 members Mstep: Class 5 contains 1742 members Mstep: Class 6 contains 12865 members Mstep: Class 7 contains 898 members Mstep: Class 9 contains 1336 members Mstep: Class 10 contains 399 members Mstep: Class 11 contains 944 members Mstep: Class 12 contains 12653 members Mstep: Class 13 contains 803 members Mstep: Class 14 contains 91931 members Mstep: Class 15 contains 8290 members Mstep: Class 16 contains 3233 members Mstep: Class 17 contains 319 members Mstep: Class 18 contains 2391 members Mstep: Class 19 contains 3427 members Mstep: Class 20 contains 1890 members Mstep: Class 21 contains 20764 members Mstep: Class 22 contains 33330 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 132259 members Mstep: Class 25 contains 828 members Mstep: Class 26 contains 2505 members Entering Unmasked Estep ConsiderDeletion Score: -33071880.000000 Penalty: 51797.585938 Iteration 67Q: 26 clusters Score -3.307188e+07 nChanged 1255 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 2149 members Mstep: Class 3 contains 1424 members Mstep: Class 4 contains 7450 members Mstep: Class 5 contains 1735 members Mstep: Class 6 contains 12248 members Mstep: Class 7 contains 892 members Mstep: Class 9 contains 1336 members Mstep: Class 10 contains 401 members Mstep: Class 11 contains 945 members Mstep: Class 12 contains 12652 members Mstep: Class 13 contains 803 members Mstep: Class 14 contains 91929 members Mstep: Class 15 contains 8145 members Mstep: Class 16 contains 3213 members Mstep: Class 17 contains 320 members Mstep: Class 18 contains 2391 members Mstep: Class 19 contains 3426 members Mstep: Class 20 contains 1954 members Mstep: Class 21 contains 20759 members Mstep: Class 22 contains 33383 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 132902 members Mstep: Class 25 contains 830 members Mstep: Class 26 contains 2467 members Entering Unmasked Estep ConsiderDeletion Score: -33072218.000000 Penalty: 51797.585938 Iteration 68Q: 26 clusters Score -3.307222e+07 nChanged 1181 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 2179 members Mstep: Class 3 contains 1423 members Mstep: Class 4 contains 7500 members Mstep: Class 5 contains 1732 members Mstep: Class 6 contains 11666 members Mstep: Class 7 contains 889 members Mstep: Class 9 contains 1336 members Mstep: Class 10 contains 404 members Mstep: Class 11 contains 945 members Mstep: Class 12 contains 12652 members Mstep: Class 13 contains 803 members Mstep: Class 14 contains 91929 members Mstep: Class 15 contains 7996 members Mstep: Class 16 contains 3206 members Mstep: Class 17 contains 319 members Mstep: Class 18 contains 2391 members Mstep: Class 19 contains 3425 members Mstep: Class 20 contains 1989 members Mstep: Class 21 contains 20758 members Mstep: Class 22 contains 33398 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 133540 members Mstep: Class 25 contains 832 members Mstep: Class 26 contains 2442 members Entering Unmasked Estep ConsiderDeletion Score: -33072552.000000 Penalty: 51797.585938 Iteration 69Q: 26 clusters Score -3.307255e+07 nChanged 1098 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 2202 members Mstep: Class 3 contains 1423 members Mstep: Class 4 contains 7550 members Mstep: Class 5 contains 1729 members Mstep: Class 6 contains 11084 members Mstep: Class 7 contains 887 members Mstep: Class 9 contains 1336 members Mstep: Class 10 contains 405 members Mstep: Class 11 contains 945 members Mstep: Class 12 contains 12653 members Mstep: Class 13 contains 803 members Mstep: Class 14 contains 91928 members Mstep: Class 15 contains 7859 members Mstep: Class 16 contains 3202 members Mstep: Class 17 contains 319 members Mstep: Class 18 contains 2391 members Mstep: Class 19 contains 3425 members Mstep: Class 20 contains 2012 members Mstep: Class 21 contains 20759 members Mstep: Class 22 contains 33454 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 134132 members Mstep: Class 25 contains 833 members Mstep: Class 26 contains 2423 members Entering Unmasked Estep ConsiderDeletion Score: -33072722.000000 Penalty: 51797.585938 Iteration 70Q: 26 clusters Score -3.307272e+07 nChanged 1007 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 2219 members Mstep: Class 3 contains 1423 members Mstep: Class 4 contains 7607 members Mstep: Class 5 contains 1728 members Mstep: Class 6 contains 10551 members Mstep: Class 7 contains 887 members Mstep: Class 9 contains 1336 members Mstep: Class 10 contains 405 members Mstep: Class 11 contains 945 members Mstep: Class 12 contains 12652 members Mstep: Class 13 contains 803 members Mstep: Class 14 contains 91928 members Mstep: Class 15 contains 7733 members Mstep: Class 16 contains 3187 members Mstep: Class 17 contains 319 members Mstep: Class 18 contains 2391 members Mstep: Class 19 contains 3425 members Mstep: Class 20 contains 2028 members Mstep: Class 21 contains 20756 members Mstep: Class 22 contains 33517 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 134666 members Mstep: Class 25 contains 835 members Mstep: Class 26 contains 2413 members Entering Unmasked Estep ConsiderDeletion Score: -33073004.000000 Penalty: 51797.585938 Iteration 71Q: 26 clusters Score -3.3073e+07 nChanged 882 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 2236 members Mstep: Class 3 contains 1423 members Mstep: Class 4 contains 7657 members Mstep: Class 5 contains 1729 members Mstep: Class 6 contains 10072 members Mstep: Class 7 contains 887 members Mstep: Class 9 contains 1336 members Mstep: Class 10 contains 406 members Mstep: Class 11 contains 945 members Mstep: Class 12 contains 12654 members Mstep: Class 13 contains 803 members Mstep: Class 14 contains 91925 members Mstep: Class 15 contains 7626 members Mstep: Class 16 contains 3174 members Mstep: Class 17 contains 319 members Mstep: Class 18 contains 2391 members Mstep: Class 19 contains 3426 members Mstep: Class 20 contains 2033 members Mstep: Class 21 contains 20755 members Mstep: Class 22 contains 33584 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 135129 members Mstep: Class 25 contains 834 members Mstep: Class 26 contains 2410 members Entering Unmasked Estep ConsiderDeletion Score: -33073170.000000 Penalty: 51797.585938 Iteration 72Q: 26 clusters Score -3.307317e+07 nChanged 820 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 2255 members Mstep: Class 3 contains 1423 members Mstep: Class 4 contains 7697 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 9632 members Mstep: Class 7 contains 886 members Mstep: Class 9 contains 1336 members Mstep: Class 10 contains 406 members Mstep: Class 11 contains 945 members Mstep: Class 12 contains 12652 members Mstep: Class 13 contains 803 members Mstep: Class 14 contains 91925 members Mstep: Class 15 contains 7502 members Mstep: Class 16 contains 3172 members Mstep: Class 17 contains 319 members Mstep: Class 18 contains 2391 members Mstep: Class 19 contains 3423 members Mstep: Class 20 contains 2039 members Mstep: Class 21 contains 20754 members Mstep: Class 22 contains 33664 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 135559 members Mstep: Class 25 contains 835 members Mstep: Class 26 contains 2406 members Entering Unmasked Estep ConsiderDeletion Score: -33073254.000000 Penalty: 51797.585938 Iteration 73Q: 26 clusters Score -3.307325e+07 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 2265 members Mstep: Class 3 contains 1423 members Mstep: Class 4 contains 7738 members Mstep: Class 5 contains 1729 members Mstep: Class 6 contains 9206 members Mstep: Class 7 contains 887 members Mstep: Class 9 contains 1336 members Mstep: Class 10 contains 407 members Mstep: Class 11 contains 945 members Mstep: Class 12 contains 12654 members Mstep: Class 13 contains 803 members Mstep: Class 14 contains 91923 members Mstep: Class 15 contains 7399 members Mstep: Class 16 contains 3163 members Mstep: Class 17 contains 319 members Mstep: Class 18 contains 2391 members Mstep: Class 19 contains 3423 members Mstep: Class 20 contains 2040 members Mstep: Class 21 contains 20755 members Mstep: Class 22 contains 33767 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 135938 members Mstep: Class 25 contains 835 members Mstep: Class 26 contains 2408 members Entering Unmasked Estep ConsiderDeletion Score: -33073340.000000 Penalty: 51797.585938 Iteration 74Q: 26 clusters Score -3.307334e+07 nChanged 749 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 2275 members Mstep: Class 3 contains 1423 members Mstep: Class 4 contains 7769 members Mstep: Class 5 contains 1729 members Mstep: Class 6 contains 8765 members Mstep: Class 7 contains 888 members Mstep: Class 9 contains 1336 members Mstep: Class 10 contains 407 members Mstep: Class 11 contains 945 members Mstep: Class 12 contains 12655 members Mstep: Class 13 contains 803 members Mstep: Class 14 contains 91922 members Mstep: Class 15 contains 7295 members Mstep: Class 16 contains 3159 members Mstep: Class 17 contains 319 members Mstep: Class 18 contains 2391 members Mstep: Class 19 contains 3422 members Mstep: Class 20 contains 2045 members Mstep: Class 21 contains 20752 members Mstep: Class 22 contains 33889 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 136329 members Mstep: Class 25 contains 835 members Mstep: Class 26 contains 2401 members Entering Unmasked Estep ConsiderDeletion Score: -33073466.000000 Penalty: 51797.585938 Iteration 75Q: 26 clusters Score -3.307347e+07 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 2286 members Mstep: Class 3 contains 1423 members Mstep: Class 4 contains 7802 members Mstep: Class 5 contains 1728 members Mstep: Class 6 contains 8320 members Mstep: Class 7 contains 888 members Mstep: Class 9 contains 1336 members Mstep: Class 10 contains 407 members Mstep: Class 11 contains 945 members Mstep: Class 12 contains 12655 members Mstep: Class 13 contains 803 members Mstep: Class 14 contains 91921 members Mstep: Class 15 contains 7200 members Mstep: Class 16 contains 3152 members Mstep: Class 17 contains 319 members Mstep: Class 18 contains 2391 members Mstep: Class 19 contains 3422 members Mstep: Class 20 contains 2047 members Mstep: Class 21 contains 20752 members Mstep: Class 22 contains 34016 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 136706 members Mstep: Class 25 contains 835 members Mstep: Class 26 contains 2400 members Entering Unmasked Estep ConsiderDeletion Score: -33073614.000000 Penalty: 51797.585938 Iteration 76Q: 26 clusters Score -3.307361e+07 nChanged 739 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 2293 members Mstep: Class 3 contains 1423 members Mstep: Class 4 contains 7839 members Mstep: Class 5 contains 1727 members Mstep: Class 6 contains 7840 members Mstep: Class 7 contains 886 members Mstep: Class 9 contains 1336 members Mstep: Class 10 contains 407 members Mstep: Class 11 contains 945 members Mstep: Class 12 contains 12656 members Mstep: Class 13 contains 803 members Mstep: Class 14 contains 91919 members Mstep: Class 15 contains 7127 members Mstep: Class 16 contains 3146 members Mstep: Class 17 contains 320 members Mstep: Class 18 contains 2391 members Mstep: Class 19 contains 3421 members Mstep: Class 20 contains 2046 members Mstep: Class 21 contains 20751 members Mstep: Class 22 contains 34146 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 137095 members Mstep: Class 25 contains 835 members Mstep: Class 26 contains 2402 members Entering Unmasked Estep ConsiderDeletion Score: -33073800.000000 Penalty: 51797.585938 Iteration 77Q: 26 clusters Score -3.30738e+07 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 2309 members Mstep: Class 3 contains 1423 members Mstep: Class 4 contains 7857 members Mstep: Class 5 contains 1726 members Mstep: Class 6 contains 7356 members Mstep: Class 7 contains 886 members Mstep: Class 9 contains 1336 members Mstep: Class 10 contains 406 members Mstep: Class 11 contains 945 members Mstep: Class 12 contains 12654 members Mstep: Class 13 contains 803 members Mstep: Class 14 contains 91920 members Mstep: Class 15 contains 7047 members Mstep: Class 16 contains 3143 members Mstep: Class 17 contains 320 members Mstep: Class 18 contains 2391 members Mstep: Class 19 contains 3418 members Mstep: Class 20 contains 2047 members Mstep: Class 21 contains 20749 members Mstep: Class 22 contains 34264 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 137513 members Mstep: Class 25 contains 835 members Mstep: Class 26 contains 2406 members Entering Unmasked Estep ConsiderDeletion Score: -33074012.000000 Penalty: 51797.585938 Iteration 78Q: 26 clusters Score -3.307401e+07 nChanged 701 Entering ConstructFrom: Score: -33074012.000000 Penalty: 51797.585938 Entering ConstructFrom: Trying to split cluster 1 (506 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Entering Unmasked Estep Score: -43473.847656 Penalty: 1011.812195 Iteration 0F: 2 clusters Score -43473.85 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -42450.980469 Penalty: 2023.624390 Iteration 0F: 3 clusters Score -42450.98 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -42634.453125 Penalty: 2023.624390 Iteration 1F: 3 clusters Score -42634.45 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -42724.585938 Penalty: 2023.624390 Iteration 2F: 3 clusters Score -42724.59 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -42820.101562 Penalty: 2023.624390 Iteration 3F: 3 clusters Score -42820.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -42924.113281 Penalty: 2023.624390 Iteration 4F: 3 clusters Score -42924.11 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -42989.417969 Penalty: 2023.624390 Iteration 5Q: 3 clusters Score -42989.42 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -43027.687500 Penalty: 2023.624390 Iteration 6Q: 3 clusters Score -43027.69 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -43086.246094 Penalty: 2023.624390 Iteration 7Q: 3 clusters Score -43086.25 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -43142.839844 Penalty: 2023.624390 Iteration 8Q: 3 clusters Score -43142.84 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -43175.750000 Penalty: 2023.624390 Iteration 9Q: 3 clusters Score -43175.75 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -43185.820312 Penalty: 2023.624390 Iteration 10Q: 3 clusters Score -43185.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -43192.722656 Penalty: 2023.624390 Iteration 11Q: 3 clusters Score -43192.72 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -43195.113281 Penalty: 2023.624390 Iteration 12Q: 3 clusters Score -43195.11 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -43195.113281 Penalty: 2023.624390 Iteration 13F: 3 clusters Score -43195.11 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (2325 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Entering Unmasked Estep Score: -201068.609375 Penalty: 1259.614746 Iteration 0F: 2 clusters Score -201068.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -198787.609375 Penalty: 2519.229492 Iteration 0F: 3 clusters Score -198787.6 nChanged 863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -199309.062500 Penalty: 2519.229492 Iteration 1F: 3 clusters Score -199309.1 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -199476.468750 Penalty: 2519.229492 Iteration 2F: 3 clusters Score -199476.5 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -199568.593750 Penalty: 2519.229492 Iteration 3F: 3 clusters Score -199568.6 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -199626.437500 Penalty: 2519.229492 Iteration 4Q: 3 clusters Score -199626.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -199677.312500 Penalty: 2519.229492 Iteration 5Q: 3 clusters Score -199677.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -199726.015625 Penalty: 2519.229492 Iteration 6Q: 3 clusters Score -199726 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -199768.968750 Penalty: 2519.229492 Iteration 7Q: 3 clusters Score -199769 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -199817.093750 Penalty: 2519.229492 Iteration 8Q: 3 clusters Score -199817.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -199855.578125 Penalty: 2519.229492 Iteration 9Q: 3 clusters Score -199855.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -199916.000000 Penalty: 2519.229492 Iteration 10Q: 3 clusters Score -199916 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -199956.734375 Penalty: 2519.229492 Iteration 11Q: 3 clusters Score -199956.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -199979.515625 Penalty: 2519.229492 Iteration 12Q: 3 clusters Score -199979.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -200004.281250 Penalty: 2519.229492 Iteration 13Q: 3 clusters Score -200004.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -200017.281250 Penalty: 2519.229492 Iteration 14Q: 3 clusters Score -200017.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -200027.140625 Penalty: 2519.229492 Iteration 15Q: 3 clusters Score -200027.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -200032.359375 Penalty: 2519.229492 Iteration 16Q: 3 clusters Score -200032.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -200037.203125 Penalty: 2519.229492 Iteration 17Q: 3 clusters Score -200037.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -200041.656250 Penalty: 2519.229492 Iteration 18Q: 3 clusters Score -200041.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -200046.156250 Penalty: 2519.229492 Iteration 19Q: 3 clusters Score -200046.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -200053.062500 Penalty: 2519.229492 Iteration 20F: 3 clusters Score -200053.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -200059.968750 Penalty: 2519.229492 Iteration 21Q: 3 clusters Score -200060 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -200069.953125 Penalty: 2519.229492 Iteration 22Q: 3 clusters Score -200070 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -200080.687500 Penalty: 2519.229492 Iteration 23Q: 3 clusters Score -200080.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -200090.359375 Penalty: 2519.229492 Iteration 24Q: 3 clusters Score -200090.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -200095.359375 Penalty: 2519.229492 Iteration 25Q: 3 clusters Score -200095.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -200098.656250 Penalty: 2519.229492 Iteration 26Q: 3 clusters Score -200098.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -200103.468750 Penalty: 2519.229492 Iteration 27Q: 3 clusters Score -200103.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -200109.828125 Penalty: 2519.229492 Iteration 28Q: 3 clusters Score -200109.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -200115.953125 Penalty: 2519.229492 Iteration 29Q: 3 clusters Score -200116 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -200122.875000 Penalty: 2519.229492 Iteration 30Q: 3 clusters Score -200122.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -200127.984375 Penalty: 2519.229492 Iteration 31Q: 3 clusters Score -200128 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -200131.625000 Penalty: 2519.229492 Iteration 32Q: 3 clusters Score -200131.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -200133.500000 Penalty: 2519.229492 Iteration 33Q: 3 clusters Score -200133.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -200135.875000 Penalty: 2519.229492 Iteration 34Q: 3 clusters Score -200135.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -200136.921875 Penalty: 2519.229492 Iteration 35Q: 3 clusters Score -200136.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -200138.406250 Penalty: 2519.229492 Iteration 36Q: 3 clusters Score -200138.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -200140.312500 Penalty: 2519.229492 Iteration 37Q: 3 clusters Score -200140.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -200142.296875 Penalty: 2519.229492 Iteration 38Q: 3 clusters Score -200142.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -200143.875000 Penalty: 2519.229492 Iteration 39Q: 3 clusters Score -200143.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -200144.687500 Penalty: 2519.229492 Iteration 40F: 3 clusters Score -200144.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -200145.078125 Penalty: 2519.229492 Iteration 41Q: 3 clusters Score -200145.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -200147.046875 Penalty: 2519.229492 Iteration 42Q: 3 clusters Score -200147 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -200150.531250 Penalty: 2519.229492 Iteration 43Q: 3 clusters Score -200150.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -200156.718750 Penalty: 2519.229492 Iteration 44Q: 3 clusters Score -200156.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -200161.562500 Penalty: 2519.229492 Iteration 45Q: 3 clusters Score -200161.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -200165.406250 Penalty: 2519.229492 Iteration 46Q: 3 clusters Score -200165.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -200168.359375 Penalty: 2519.229492 Iteration 47Q: 3 clusters Score -200168.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -200174.078125 Penalty: 2519.229492 Iteration 48Q: 3 clusters Score -200174.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -200180.218750 Penalty: 2519.229492 Iteration 49Q: 3 clusters Score -200180.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -200186.656250 Penalty: 2519.229492 Iteration 50Q: 3 clusters Score -200186.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -200194.578125 Penalty: 2519.229492 Iteration 51Q: 3 clusters Score -200194.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -200205.937500 Penalty: 2519.229492 Iteration 52Q: 3 clusters Score -200205.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -200214.312500 Penalty: 2519.229492 Iteration 53Q: 3 clusters Score -200214.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -200221.671875 Penalty: 2519.229492 Iteration 54Q: 3 clusters Score -200221.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -200230.031250 Penalty: 2519.229492 Iteration 55Q: 3 clusters Score -200230 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -200239.781250 Penalty: 2519.229492 Iteration 56Q: 3 clusters Score -200239.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -200244.796875 Penalty: 2519.229492 Iteration 57Q: 3 clusters Score -200244.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -200251.281250 Penalty: 2519.229492 Iteration 58Q: 3 clusters Score -200251.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -200258.703125 Penalty: 2519.229492 Iteration 59Q: 3 clusters Score -200258.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -200264.093750 Penalty: 2519.229492 Iteration 60F: 3 clusters Score -200264.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -200273.968750 Penalty: 2519.229492 Iteration 61Q: 3 clusters Score -200274 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -200286.640625 Penalty: 2519.229492 Iteration 62Q: 3 clusters Score -200286.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -200306.921875 Penalty: 2519.229492 Iteration 63Q: 3 clusters Score -200306.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -200331.593750 Penalty: 2519.229492 Iteration 64Q: 3 clusters Score -200331.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -200361.046875 Penalty: 2519.229492 Iteration 65Q: 3 clusters Score -200361 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -200390.656250 Penalty: 2519.229492 Iteration 66Q: 3 clusters Score -200390.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -200421.875000 Penalty: 2519.229492 Iteration 67Q: 3 clusters Score -200421.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -200457.062500 Penalty: 2519.229492 Iteration 68Q: 3 clusters Score -200457.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -200526.500000 Penalty: 2519.229492 Iteration 69Q: 3 clusters Score -200526.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -200577.593750 Penalty: 2519.229492 Iteration 70Q: 3 clusters Score -200577.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -200608.890625 Penalty: 2519.229492 Iteration 71Q: 3 clusters Score -200608.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -200625.359375 Penalty: 2519.229492 Iteration 72Q: 3 clusters Score -200625.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -200633.031250 Penalty: 2519.229492 Iteration 73Q: 3 clusters Score -200633 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -200637.218750 Penalty: 2519.229492 Iteration 74Q: 3 clusters Score -200637.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -200640.984375 Penalty: 2519.229492 Iteration 75Q: 3 clusters Score -200641 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -200642.125000 Penalty: 2519.229492 Iteration 76Q: 3 clusters Score -200642.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -200644.046875 Penalty: 2519.229492 Iteration 77Q: 3 clusters Score -200644 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -200647.203125 Penalty: 2519.229492 Iteration 78Q: 3 clusters Score -200647.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -200655.078125 Penalty: 2519.229492 Iteration 79Q: 3 clusters Score -200655.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -200661.296875 Penalty: 2519.229492 Iteration 80F: 3 clusters Score -200661.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -200679.468750 Penalty: 2519.229492 Iteration 81Q: 3 clusters Score -200679.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -200680.546875 Penalty: 2519.229492 Iteration 82Q: 3 clusters Score -200680.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -200681.578125 Penalty: 2519.229492 Iteration 83Q: 3 clusters Score -200681.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -200682.765625 Penalty: 2519.229492 Iteration 84Q: 3 clusters Score -200682.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -200683.046875 Penalty: 2519.229492 Iteration 85Q: 3 clusters Score -200683 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -200683.046875 Penalty: 2519.229492 Iteration 86F: 3 clusters Score -200683 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1423 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Entering Unmasked Estep Score: -132688.203125 Penalty: 1179.834961 Iteration 0F: 2 clusters Score -132688.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -131020.453125 Penalty: 2359.669922 Iteration 0F: 3 clusters Score -131020.5 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -131352.015625 Penalty: 2359.669922 Iteration 1F: 3 clusters Score -131352 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -131495.031250 Penalty: 2359.669922 Iteration 2F: 3 clusters Score -131495 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -131609.375000 Penalty: 2359.669922 Iteration 3F: 3 clusters Score -131609.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -131690.125000 Penalty: 2359.669922 Iteration 4Q: 3 clusters Score -131690.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -131749.968750 Penalty: 2359.669922 Iteration 5Q: 3 clusters Score -131750 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -131806.765625 Penalty: 2359.669922 Iteration 6Q: 3 clusters Score -131806.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -131841.125000 Penalty: 2359.669922 Iteration 7Q: 3 clusters Score -131841.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -131879.296875 Penalty: 2359.669922 Iteration 8Q: 3 clusters Score -131879.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -131920.562500 Penalty: 2359.669922 Iteration 9Q: 3 clusters Score -131920.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -131946.656250 Penalty: 2359.669922 Iteration 10Q: 3 clusters Score -131946.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -131954.890625 Penalty: 2359.669922 Iteration 11Q: 3 clusters Score -131954.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -131967.203125 Penalty: 2359.669922 Iteration 12Q: 3 clusters Score -131967.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -131976.921875 Penalty: 2359.669922 Iteration 13Q: 3 clusters Score -131976.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -131982.921875 Penalty: 2359.669922 Iteration 14Q: 3 clusters Score -131982.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -131993.359375 Penalty: 2359.669922 Iteration 15Q: 3 clusters Score -131993.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -131999.796875 Penalty: 2359.669922 Iteration 16Q: 3 clusters Score -131999.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -132008.265625 Penalty: 2359.669922 Iteration 17Q: 3 clusters Score -132008.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -132014.156250 Penalty: 2359.669922 Iteration 18Q: 3 clusters Score -132014.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -132020.843750 Penalty: 2359.669922 Iteration 19Q: 3 clusters Score -132020.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -132029.015625 Penalty: 2359.669922 Iteration 20F: 3 clusters Score -132029 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -132041.390625 Penalty: 2359.669922 Iteration 21Q: 3 clusters Score -132041.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -132050.109375 Penalty: 2359.669922 Iteration 22Q: 3 clusters Score -132050.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -132055.750000 Penalty: 2359.669922 Iteration 23Q: 3 clusters Score -132055.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -132059.468750 Penalty: 2359.669922 Iteration 24Q: 3 clusters Score -132059.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -132062.750000 Penalty: 2359.669922 Iteration 25Q: 3 clusters Score -132062.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -132064.500000 Penalty: 2359.669922 Iteration 26Q: 3 clusters Score -132064.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -132066.343750 Penalty: 2359.669922 Iteration 27Q: 3 clusters Score -132066.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -132068.031250 Penalty: 2359.669922 Iteration 28Q: 3 clusters Score -132068 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -132070.328125 Penalty: 2359.669922 Iteration 29Q: 3 clusters Score -132070.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -132071.015625 Penalty: 2359.669922 Iteration 30Q: 3 clusters Score -132071 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -132071.015625 Penalty: 2359.669922 Iteration 31F: 3 clusters Score -132071 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (7878 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7878 members Entering Unmasked Estep Score: -725726.000000 Penalty: 1457.922241 Iteration 0F: 2 clusters Score -725726 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3948 members Mstep: Class 2 contains 3930 members Entering Unmasked Estep Score: -720000.250000 Penalty: 2915.844482 Iteration 0F: 3 clusters Score -720000.2 nChanged 3262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4070 members Mstep: Class 2 contains 3808 members Entering Unmasked Estep Score: -721789.437500 Penalty: 2915.844482 Iteration 1F: 3 clusters Score -721789.4 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4143 members Mstep: Class 2 contains 3735 members Entering Unmasked Estep Score: -721978.125000 Penalty: 2915.844482 Iteration 2F: 3 clusters Score -721978.1 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4191 members Mstep: Class 2 contains 3687 members Entering Unmasked Estep Score: -722103.250000 Penalty: 2915.844482 Iteration 3Q: 3 clusters Score -722103.2 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4238 members Mstep: Class 2 contains 3640 members Entering Unmasked Estep Score: -722194.187500 Penalty: 2915.844482 Iteration 4Q: 3 clusters Score -722194.2 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4279 members Mstep: Class 2 contains 3599 members Entering Unmasked Estep Score: -722275.125000 Penalty: 2915.844482 Iteration 5Q: 3 clusters Score -722275.1 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4331 members Mstep: Class 2 contains 3547 members Entering Unmasked Estep Score: -722358.312500 Penalty: 2915.844482 Iteration 6Q: 3 clusters Score -722358.3 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4383 members Mstep: Class 2 contains 3495 members Entering Unmasked Estep Score: -722453.937500 Penalty: 2915.844482 Iteration 7Q: 3 clusters Score -722453.9 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4432 members Mstep: Class 2 contains 3446 members Entering Unmasked Estep Score: -722581.000000 Penalty: 2915.844482 Iteration 8Q: 3 clusters Score -722581 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4491 members Mstep: Class 2 contains 3387 members Entering Unmasked Estep Score: -722733.250000 Penalty: 2915.844482 Iteration 9Q: 3 clusters Score -722733.2 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4557 members Mstep: Class 2 contains 3321 members Entering Unmasked Estep Score: -722924.562500 Penalty: 2915.844482 Iteration 10Q: 3 clusters Score -722924.6 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4580 members Mstep: Class 2 contains 3298 members Entering Unmasked Estep Score: -723125.562500 Penalty: 2915.844482 Iteration 11Q: 3 clusters Score -723125.6 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4600 members Mstep: Class 2 contains 3278 members Entering Unmasked Estep Score: -723359.937500 Penalty: 2915.844482 Iteration 12Q: 3 clusters Score -723359.9 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4607 members Mstep: Class 2 contains 3271 members Entering Unmasked Estep Score: -723581.562500 Penalty: 2915.844482 Iteration 13Q: 3 clusters Score -723581.6 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4587 members Mstep: Class 2 contains 3291 members Entering Unmasked Estep Score: -723770.312500 Penalty: 2915.844482 Iteration 14Q: 3 clusters Score -723770.3 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 3303 members Entering Unmasked Estep Score: -723900.312500 Penalty: 2915.844482 Iteration 15Q: 3 clusters Score -723900.3 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4545 members Mstep: Class 2 contains 3333 members Entering Unmasked Estep Score: -723990.812500 Penalty: 2915.844482 Iteration 16Q: 3 clusters Score -723990.8 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4510 members Mstep: Class 2 contains 3368 members Entering Unmasked Estep Score: -724044.375000 Penalty: 2915.844482 Iteration 17Q: 3 clusters Score -724044.4 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4465 members Mstep: Class 2 contains 3413 members Entering Unmasked Estep Score: -724084.062500 Penalty: 2915.844482 Iteration 18Q: 3 clusters Score -724084.1 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4425 members Mstep: Class 2 contains 3453 members Entering Unmasked Estep Score: -724103.812500 Penalty: 2915.844482 Iteration 19Q: 3 clusters Score -724103.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4386 members Mstep: Class 2 contains 3492 members Entering Unmasked Estep Score: -724121.062500 Penalty: 2915.844482 Iteration 20F: 3 clusters Score -724121.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4338 members Mstep: Class 2 contains 3540 members Entering Unmasked Estep Score: -724138.625000 Penalty: 2915.844482 Iteration 21Q: 3 clusters Score -724138.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4281 members Mstep: Class 2 contains 3597 members Entering Unmasked Estep Score: -724158.375000 Penalty: 2915.844482 Iteration 22Q: 3 clusters Score -724158.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4230 members Mstep: Class 2 contains 3648 members Entering Unmasked Estep Score: -724172.312500 Penalty: 2915.844482 Iteration 23Q: 3 clusters Score -724172.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4194 members Mstep: Class 2 contains 3684 members Entering Unmasked Estep Score: -724186.062500 Penalty: 2915.844482 Iteration 24Q: 3 clusters Score -724186.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4139 members Mstep: Class 2 contains 3739 members Entering Unmasked Estep Score: -724200.812500 Penalty: 2915.844482 Iteration 25Q: 3 clusters Score -724200.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4088 members Mstep: Class 2 contains 3790 members Entering Unmasked Estep Score: -724222.500000 Penalty: 2915.844482 Iteration 26Q: 3 clusters Score -724222.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4031 members Mstep: Class 2 contains 3847 members Entering Unmasked Estep Score: -724250.625000 Penalty: 2915.844482 Iteration 27Q: 3 clusters Score -724250.6 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3954 members Mstep: Class 2 contains 3924 members Entering Unmasked Estep Score: -724286.375000 Penalty: 2915.844482 Iteration 28Q: 3 clusters Score -724286.4 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3864 members Mstep: Class 2 contains 4014 members Entering Unmasked Estep Score: -724337.000000 Penalty: 2915.844482 Iteration 29Q: 3 clusters Score -724337 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3770 members Mstep: Class 2 contains 4108 members Entering Unmasked Estep Score: -724378.187500 Penalty: 2915.844482 Iteration 30Q: 3 clusters Score -724378.2 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3704 members Mstep: Class 2 contains 4174 members Entering Unmasked Estep Score: -724408.937500 Penalty: 2915.844482 Iteration 31Q: 3 clusters Score -724408.9 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3620 members Mstep: Class 2 contains 4258 members Entering Unmasked Estep Score: -724443.312500 Penalty: 2915.844482 Iteration 32Q: 3 clusters Score -724443.3 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3531 members Mstep: Class 2 contains 4347 members Entering Unmasked Estep Score: -724483.125000 Penalty: 2915.844482 Iteration 33Q: 3 clusters Score -724483.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3448 members Mstep: Class 2 contains 4430 members Entering Unmasked Estep Score: -724518.000000 Penalty: 2915.844482 Iteration 34Q: 3 clusters Score -724518 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3366 members Mstep: Class 2 contains 4512 members Entering Unmasked Estep Score: -724556.687500 Penalty: 2915.844482 Iteration 35Q: 3 clusters Score -724556.7 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3290 members Mstep: Class 2 contains 4588 members Entering Unmasked Estep Score: -724596.375000 Penalty: 2915.844482 Iteration 36Q: 3 clusters Score -724596.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3219 members Mstep: Class 2 contains 4659 members Entering Unmasked Estep Score: -724623.687500 Penalty: 2915.844482 Iteration 37Q: 3 clusters Score -724623.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3158 members Mstep: Class 2 contains 4720 members Entering Unmasked Estep Score: -724649.000000 Penalty: 2915.844482 Iteration 38Q: 3 clusters Score -724649 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3109 members Mstep: Class 2 contains 4769 members Entering Unmasked Estep Score: -724663.437500 Penalty: 2915.844482 Iteration 39Q: 3 clusters Score -724663.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3064 members Mstep: Class 2 contains 4814 members Entering Unmasked Estep Score: -724672.187500 Penalty: 2915.844482 Iteration 40F: 3 clusters Score -724672.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 4849 members Entering Unmasked Estep Score: -724683.375000 Penalty: 2915.844482 Iteration 41Q: 3 clusters Score -724683.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2989 members Mstep: Class 2 contains 4889 members Entering Unmasked Estep Score: -724695.000000 Penalty: 2915.844482 Iteration 42Q: 3 clusters Score -724695 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2952 members Mstep: Class 2 contains 4926 members Entering Unmasked Estep Score: -724705.437500 Penalty: 2915.844482 Iteration 43Q: 3 clusters Score -724705.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2917 members Mstep: Class 2 contains 4961 members Entering Unmasked Estep Score: -724713.875000 Penalty: 2915.844482 Iteration 44Q: 3 clusters Score -724713.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2880 members Mstep: Class 2 contains 4998 members Entering Unmasked Estep Score: -724721.000000 Penalty: 2915.844482 Iteration 45Q: 3 clusters Score -724721 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2851 members Mstep: Class 2 contains 5027 members Entering Unmasked Estep Score: -724728.250000 Penalty: 2915.844482 Iteration 46Q: 3 clusters Score -724728.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2823 members Mstep: Class 2 contains 5055 members Entering Unmasked Estep Score: -724734.187500 Penalty: 2915.844482 Iteration 47Q: 3 clusters Score -724734.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 5086 members Entering Unmasked Estep Score: -724740.437500 Penalty: 2915.844482 Iteration 48Q: 3 clusters Score -724740.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2760 members Mstep: Class 2 contains 5118 members Entering Unmasked Estep Score: -724748.312500 Penalty: 2915.844482 Iteration 49Q: 3 clusters Score -724748.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2731 members Mstep: Class 2 contains 5147 members Entering Unmasked Estep Score: -724751.625000 Penalty: 2915.844482 Iteration 50Q: 3 clusters Score -724751.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2709 members Mstep: Class 2 contains 5169 members Entering Unmasked Estep Score: -724755.250000 Penalty: 2915.844482 Iteration 51Q: 3 clusters Score -724755.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2693 members Mstep: Class 2 contains 5185 members Entering Unmasked Estep Score: -724759.437500 Penalty: 2915.844482 Iteration 52Q: 3 clusters Score -724759.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2680 members Mstep: Class 2 contains 5198 members Entering Unmasked Estep Score: -724762.625000 Penalty: 2915.844482 Iteration 53Q: 3 clusters Score -724762.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2666 members Mstep: Class 2 contains 5212 members Entering Unmasked Estep Score: -724763.375000 Penalty: 2915.844482 Iteration 54Q: 3 clusters Score -724763.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2657 members Mstep: Class 2 contains 5221 members Entering Unmasked Estep Score: -724765.562500 Penalty: 2915.844482 Iteration 55Q: 3 clusters Score -724765.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2647 members Mstep: Class 2 contains 5231 members Entering Unmasked Estep Score: -724767.687500 Penalty: 2915.844482 Iteration 56Q: 3 clusters Score -724767.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2635 members Mstep: Class 2 contains 5243 members Entering Unmasked Estep Score: -724771.125000 Penalty: 2915.844482 Iteration 57Q: 3 clusters Score -724771.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2609 members Mstep: Class 2 contains 5269 members Entering Unmasked Estep Score: -724780.312500 Penalty: 2915.844482 Iteration 58Q: 3 clusters Score -724780.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2583 members Mstep: Class 2 contains 5295 members Entering Unmasked Estep Score: -724786.875000 Penalty: 2915.844482 Iteration 59Q: 3 clusters Score -724786.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 5324 members Entering Unmasked Estep Score: -724793.500000 Penalty: 2915.844482 Iteration 60F: 3 clusters Score -724793.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Mstep: Class 2 contains 5353 members Entering Unmasked Estep Score: -724802.062500 Penalty: 2915.844482 Iteration 61Q: 3 clusters Score -724802.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2501 members Mstep: Class 2 contains 5377 members Entering Unmasked Estep Score: -724809.000000 Penalty: 2915.844482 Iteration 62Q: 3 clusters Score -724809 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2484 members Mstep: Class 2 contains 5394 members Entering Unmasked Estep Score: -724812.875000 Penalty: 2915.844482 Iteration 63Q: 3 clusters Score -724812.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 5406 members Entering Unmasked Estep Score: -724813.125000 Penalty: 2915.844482 Iteration 64Q: 3 clusters Score -724813.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 5416 members Entering Unmasked Estep Score: -724815.625000 Penalty: 2915.844482 Iteration 65Q: 3 clusters Score -724815.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 5425 members Entering Unmasked Estep Score: -724816.875000 Penalty: 2915.844482 Iteration 66Q: 3 clusters Score -724816.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2443 members Mstep: Class 2 contains 5435 members Entering Unmasked Estep Score: -724820.125000 Penalty: 2915.844482 Iteration 67Q: 3 clusters Score -724820.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 5448 members Entering Unmasked Estep Score: -724823.500000 Penalty: 2915.844482 Iteration 68Q: 3 clusters Score -724823.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Mstep: Class 2 contains 5463 members Entering Unmasked Estep Score: -724823.312500 Penalty: 2915.844482 Iteration 69Q: 3 clusters Score -724823.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2400 members Mstep: Class 2 contains 5478 members Entering Unmasked Estep Score: -724826.250000 Penalty: 2915.844482 Iteration 70Q: 3 clusters Score -724826.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 5492 members Entering Unmasked Estep Score: -724830.312500 Penalty: 2915.844482 Iteration 71Q: 3 clusters Score -724830.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 5507 members Entering Unmasked Estep Score: -724830.125000 Penalty: 2915.844482 Iteration 72Q: 3 clusters Score -724830.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Mstep: Class 2 contains 5511 members Entering Unmasked Estep Score: -724831.812500 Penalty: 2915.844482 Iteration 73Q: 3 clusters Score -724831.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 5520 members Entering Unmasked Estep Score: -724835.937500 Penalty: 2915.844482 Iteration 74Q: 3 clusters Score -724835.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 5531 members Entering Unmasked Estep Score: -724836.250000 Penalty: 2915.844482 Iteration 75Q: 3 clusters Score -724836.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 5541 members Entering Unmasked Estep Score: -724839.062500 Penalty: 2915.844482 Iteration 76Q: 3 clusters Score -724839.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 5548 members Entering Unmasked Estep Score: -724839.125000 Penalty: 2915.844482 Iteration 77Q: 3 clusters Score -724839.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2322 members Mstep: Class 2 contains 5556 members Entering Unmasked Estep Score: -724840.312500 Penalty: 2915.844482 Iteration 78Q: 3 clusters Score -724840.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 5562 members Entering Unmasked Estep Score: -724840.312500 Penalty: 2915.844482 Iteration 79Q: 3 clusters Score -724840.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2311 members Mstep: Class 2 contains 5567 members Entering Unmasked Estep Score: -724842.250000 Penalty: 2915.844482 Iteration 80F: 3 clusters Score -724842.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 5570 members Entering Unmasked Estep Score: -724842.125000 Penalty: 2915.844482 Iteration 81Q: 3 clusters Score -724842.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 5576 members Entering Unmasked Estep Score: -724843.562500 Penalty: 2915.844482 Iteration 82Q: 3 clusters Score -724843.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2291 members Mstep: Class 2 contains 5587 members Entering Unmasked Estep Score: -724845.000000 Penalty: 2915.844482 Iteration 83Q: 3 clusters Score -724845 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 5598 members Entering Unmasked Estep Score: -724846.812500 Penalty: 2915.844482 Iteration 84Q: 3 clusters Score -724846.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 5605 members Entering Unmasked Estep Score: -724846.812500 Penalty: 2915.844482 Iteration 85Q: 3 clusters Score -724846.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 5611 members Entering Unmasked Estep Score: -724848.562500 Penalty: 2915.844482 Iteration 86Q: 3 clusters Score -724848.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 5617 members Entering Unmasked Estep Score: -724848.500000 Penalty: 2915.844482 Iteration 87Q: 3 clusters Score -724848.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 5626 members Entering Unmasked Estep Score: -724851.437500 Penalty: 2915.844482 Iteration 88Q: 3 clusters Score -724851.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 5636 members Entering Unmasked Estep Score: -724853.750000 Penalty: 2915.844482 Iteration 89Q: 3 clusters Score -724853.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 5649 members Entering Unmasked Estep Score: -724856.625000 Penalty: 2915.844482 Iteration 90Q: 3 clusters Score -724856.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 5659 members Entering Unmasked Estep Score: -724859.312500 Penalty: 2915.844482 Iteration 91Q: 3 clusters Score -724859.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 5671 members Entering Unmasked Estep Score: -724860.375000 Penalty: 2915.844482 Iteration 92Q: 3 clusters Score -724860.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 5685 members Entering Unmasked Estep Score: -724864.750000 Penalty: 2915.844482 Iteration 93Q: 3 clusters Score -724864.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2182 members Mstep: Class 2 contains 5696 members Entering Unmasked Estep Score: -724866.062500 Penalty: 2915.844482 Iteration 94Q: 3 clusters Score -724866.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 5704 members Entering Unmasked Estep Score: -724867.687500 Penalty: 2915.844482 Iteration 95Q: 3 clusters Score -724867.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 5709 members Entering Unmasked Estep Score: -724870.062500 Penalty: 2915.844482 Iteration 96Q: 3 clusters Score -724870.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 5716 members Entering Unmasked Estep Score: -724870.375000 Penalty: 2915.844482 Iteration 97Q: 3 clusters Score -724870.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 5720 members Entering Unmasked Estep Score: -724870.750000 Penalty: 2915.844482 Iteration 98Q: 3 clusters Score -724870.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 5724 members Entering Unmasked Estep Score: -724870.937500 Penalty: 2915.844482 Iteration 99Q: 3 clusters Score -724870.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 5727 members Entering Unmasked Estep Score: -724871.062500 Penalty: 2915.844482 Iteration 100F: 3 clusters Score -724871.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 5728 members Entering Unmasked Estep Score: -724871.437500 Penalty: 2915.844482 Iteration 101Q: 3 clusters Score -724871.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 5728 members Entering Unmasked Estep Score: -724871.437500 Penalty: 2915.844482 Iteration 102F: 3 clusters Score -724871.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (1724 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Entering Unmasked Estep Score: -153765.187500 Penalty: 1211.015381 Iteration 0F: 2 clusters Score -153765.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -151829.453125 Penalty: 2422.030762 Iteration 0F: 3 clusters Score -151829.5 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -152265.484375 Penalty: 2422.030762 Iteration 1F: 3 clusters Score -152265.5 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -152408.796875 Penalty: 2422.030762 Iteration 2F: 3 clusters Score -152408.8 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -152525.843750 Penalty: 2422.030762 Iteration 3F: 3 clusters Score -152525.8 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -152639.109375 Penalty: 2422.030762 Iteration 4F: 3 clusters Score -152639.1 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -152754.812500 Penalty: 2422.030762 Iteration 5F: 3 clusters Score -152754.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -152863.781250 Penalty: 2422.030762 Iteration 6Q: 3 clusters Score -152863.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -152948.437500 Penalty: 2422.030762 Iteration 7Q: 3 clusters Score -152948.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -153018.140625 Penalty: 2422.030762 Iteration 8Q: 3 clusters Score -153018.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -153077.593750 Penalty: 2422.030762 Iteration 9Q: 3 clusters Score -153077.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -153105.281250 Penalty: 2422.030762 Iteration 10Q: 3 clusters Score -153105.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -153131.796875 Penalty: 2422.030762 Iteration 11Q: 3 clusters Score -153131.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -153148.046875 Penalty: 2422.030762 Iteration 12Q: 3 clusters Score -153148 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -153153.796875 Penalty: 2422.030762 Iteration 13Q: 3 clusters Score -153153.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -153155.562500 Penalty: 2422.030762 Iteration 14Q: 3 clusters Score -153155.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -153156.484375 Penalty: 2422.030762 Iteration 15Q: 3 clusters Score -153156.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -153156.921875 Penalty: 2422.030762 Iteration 16Q: 3 clusters Score -153156.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -153156.921875 Penalty: 2422.030762 Iteration 17F: 3 clusters Score -153156.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (6931 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6931 members Entering Unmasked Estep Score: -694150.500000 Penalty: 1437.110962 Iteration 0F: 2 clusters Score -694150.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3470 members Mstep: Class 2 contains 3461 members Entering Unmasked Estep Score: -688939.250000 Penalty: 2874.221924 Iteration 0F: 3 clusters Score -688939.2 nChanged 2916 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3368 members Mstep: Class 2 contains 3563 members Entering Unmasked Estep Score: -690578.375000 Penalty: 2874.221924 Iteration 1F: 3 clusters Score -690578.4 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3364 members Mstep: Class 2 contains 3567 members Entering Unmasked Estep Score: -690831.375000 Penalty: 2874.221924 Iteration 2F: 3 clusters Score -690831.4 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3367 members Mstep: Class 2 contains 3564 members Entering Unmasked Estep Score: -690982.500000 Penalty: 2874.221924 Iteration 3F: 3 clusters Score -690982.5 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3356 members Mstep: Class 2 contains 3575 members Entering Unmasked Estep Score: -691096.000000 Penalty: 2874.221924 Iteration 4Q: 3 clusters Score -691096 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3361 members Mstep: Class 2 contains 3570 members Entering Unmasked Estep Score: -691177.875000 Penalty: 2874.221924 Iteration 5Q: 3 clusters Score -691177.9 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3378 members Mstep: Class 2 contains 3553 members Entering Unmasked Estep Score: -691267.500000 Penalty: 2874.221924 Iteration 6Q: 3 clusters Score -691267.5 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3401 members Mstep: Class 2 contains 3530 members Entering Unmasked Estep Score: -691354.000000 Penalty: 2874.221924 Iteration 7Q: 3 clusters Score -691354 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3408 members Mstep: Class 2 contains 3523 members Entering Unmasked Estep Score: -691422.625000 Penalty: 2874.221924 Iteration 8Q: 3 clusters Score -691422.6 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3407 members Mstep: Class 2 contains 3524 members Entering Unmasked Estep Score: -691495.125000 Penalty: 2874.221924 Iteration 9Q: 3 clusters Score -691495.1 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3415 members Mstep: Class 2 contains 3516 members Entering Unmasked Estep Score: -691557.625000 Penalty: 2874.221924 Iteration 10Q: 3 clusters Score -691557.6 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3414 members Mstep: Class 2 contains 3517 members Entering Unmasked Estep Score: -691625.562500 Penalty: 2874.221924 Iteration 11Q: 3 clusters Score -691625.6 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3383 members Mstep: Class 2 contains 3548 members Entering Unmasked Estep Score: -691697.875000 Penalty: 2874.221924 Iteration 12Q: 3 clusters Score -691697.9 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3346 members Mstep: Class 2 contains 3585 members Entering Unmasked Estep Score: -691771.750000 Penalty: 2874.221924 Iteration 13Q: 3 clusters Score -691771.8 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3315 members Mstep: Class 2 contains 3616 members Entering Unmasked Estep Score: -691847.187500 Penalty: 2874.221924 Iteration 14Q: 3 clusters Score -691847.2 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3283 members Mstep: Class 2 contains 3648 members Entering Unmasked Estep Score: -691916.562500 Penalty: 2874.221924 Iteration 15Q: 3 clusters Score -691916.6 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3247 members Mstep: Class 2 contains 3684 members Entering Unmasked Estep Score: -691975.375000 Penalty: 2874.221924 Iteration 16Q: 3 clusters Score -691975.4 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3198 members Mstep: Class 2 contains 3733 members Entering Unmasked Estep Score: -692020.250000 Penalty: 2874.221924 Iteration 17Q: 3 clusters Score -692020.2 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3143 members Mstep: Class 2 contains 3788 members Entering Unmasked Estep Score: -692056.000000 Penalty: 2874.221924 Iteration 18Q: 3 clusters Score -692056 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 3825 members Entering Unmasked Estep Score: -692080.562500 Penalty: 2874.221924 Iteration 19Q: 3 clusters Score -692080.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3061 members Mstep: Class 2 contains 3870 members Entering Unmasked Estep Score: -692105.562500 Penalty: 2874.221924 Iteration 20F: 3 clusters Score -692105.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3009 members Mstep: Class 2 contains 3922 members Entering Unmasked Estep Score: -692130.625000 Penalty: 2874.221924 Iteration 21Q: 3 clusters Score -692130.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2966 members Mstep: Class 2 contains 3965 members Entering Unmasked Estep Score: -692143.062500 Penalty: 2874.221924 Iteration 22Q: 3 clusters Score -692143.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2938 members Mstep: Class 2 contains 3993 members Entering Unmasked Estep Score: -692156.437500 Penalty: 2874.221924 Iteration 23Q: 3 clusters Score -692156.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2903 members Mstep: Class 2 contains 4028 members Entering Unmasked Estep Score: -692171.500000 Penalty: 2874.221924 Iteration 24Q: 3 clusters Score -692171.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2880 members Mstep: Class 2 contains 4051 members Entering Unmasked Estep Score: -692182.000000 Penalty: 2874.221924 Iteration 25Q: 3 clusters Score -692182 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2856 members Mstep: Class 2 contains 4075 members Entering Unmasked Estep Score: -692192.937500 Penalty: 2874.221924 Iteration 26Q: 3 clusters Score -692192.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2833 members Mstep: Class 2 contains 4098 members Entering Unmasked Estep Score: -692203.250000 Penalty: 2874.221924 Iteration 27Q: 3 clusters Score -692203.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 4119 members Entering Unmasked Estep Score: -692210.687500 Penalty: 2874.221924 Iteration 28Q: 3 clusters Score -692210.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 4143 members Entering Unmasked Estep Score: -692219.125000 Penalty: 2874.221924 Iteration 29Q: 3 clusters Score -692219.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 4169 members Entering Unmasked Estep Score: -692227.250000 Penalty: 2874.221924 Iteration 30Q: 3 clusters Score -692227.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2742 members Mstep: Class 2 contains 4189 members Entering Unmasked Estep Score: -692236.375000 Penalty: 2874.221924 Iteration 31Q: 3 clusters Score -692236.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2716 members Mstep: Class 2 contains 4215 members Entering Unmasked Estep Score: -692244.687500 Penalty: 2874.221924 Iteration 32Q: 3 clusters Score -692244.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2693 members Mstep: Class 2 contains 4238 members Entering Unmasked Estep Score: -692248.062500 Penalty: 2874.221924 Iteration 33Q: 3 clusters Score -692248.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2677 members Mstep: Class 2 contains 4254 members Entering Unmasked Estep Score: -692255.750000 Penalty: 2874.221924 Iteration 34Q: 3 clusters Score -692255.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2662 members Mstep: Class 2 contains 4269 members Entering Unmasked Estep Score: -692259.062500 Penalty: 2874.221924 Iteration 35Q: 3 clusters Score -692259.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2650 members Mstep: Class 2 contains 4281 members Entering Unmasked Estep Score: -692261.250000 Penalty: 2874.221924 Iteration 36Q: 3 clusters Score -692261.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2638 members Mstep: Class 2 contains 4293 members Entering Unmasked Estep Score: -692264.062500 Penalty: 2874.221924 Iteration 37Q: 3 clusters Score -692264.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2628 members Mstep: Class 2 contains 4303 members Entering Unmasked Estep Score: -692264.562500 Penalty: 2874.221924 Iteration 38Q: 3 clusters Score -692264.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2623 members Mstep: Class 2 contains 4308 members Entering Unmasked Estep Score: -692265.937500 Penalty: 2874.221924 Iteration 39Q: 3 clusters Score -692265.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 4312 members Entering Unmasked Estep Score: -692269.062500 Penalty: 2874.221924 Iteration 40F: 3 clusters Score -692269.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2610 members Mstep: Class 2 contains 4321 members Entering Unmasked Estep Score: -692269.437500 Penalty: 2874.221924 Iteration 41Q: 3 clusters Score -692269.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2606 members Mstep: Class 2 contains 4325 members Entering Unmasked Estep Score: -692270.562500 Penalty: 2874.221924 Iteration 42Q: 3 clusters Score -692270.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 4327 members Entering Unmasked Estep Score: -692271.250000 Penalty: 2874.221924 Iteration 43Q: 3 clusters Score -692271.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2599 members Mstep: Class 2 contains 4332 members Entering Unmasked Estep Score: -692272.625000 Penalty: 2874.221924 Iteration 44Q: 3 clusters Score -692272.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2593 members Mstep: Class 2 contains 4338 members Entering Unmasked Estep Score: -692274.250000 Penalty: 2874.221924 Iteration 45Q: 3 clusters Score -692274.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2588 members Mstep: Class 2 contains 4343 members Entering Unmasked Estep Score: -692273.625000 Penalty: 2874.221924 Iteration 46Q: 3 clusters Score -692273.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 4352 members Entering Unmasked Estep Score: -692275.187500 Penalty: 2874.221924 Iteration 47Q: 3 clusters Score -692275.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2574 members Mstep: Class 2 contains 4357 members Entering Unmasked Estep Score: -692278.500000 Penalty: 2874.221924 Iteration 48Q: 3 clusters Score -692278.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2571 members Mstep: Class 2 contains 4360 members Entering Unmasked Estep Score: -692279.062500 Penalty: 2874.221924 Iteration 49Q: 3 clusters Score -692279.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2564 members Mstep: Class 2 contains 4367 members Entering Unmasked Estep Score: -692281.062500 Penalty: 2874.221924 Iteration 50Q: 3 clusters Score -692281.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2561 members Mstep: Class 2 contains 4370 members Entering Unmasked Estep Score: -692280.250000 Penalty: 2874.221924 Iteration 51Q: 3 clusters Score -692280.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2558 members Mstep: Class 2 contains 4373 members Entering Unmasked Estep Score: -692282.687500 Penalty: 2874.221924 Iteration 52Q: 3 clusters Score -692282.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2556 members Mstep: Class 2 contains 4375 members Entering Unmasked Estep Score: -692281.312500 Penalty: 2874.221924 Iteration 53Q: 3 clusters Score -692281.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2555 members Mstep: Class 2 contains 4376 members Entering Unmasked Estep Score: -692282.687500 Penalty: 2874.221924 Iteration 54Q: 3 clusters Score -692282.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2553 members Mstep: Class 2 contains 4378 members Entering Unmasked Estep Score: -692281.500000 Penalty: 2874.221924 Iteration 55Q: 3 clusters Score -692281.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 4380 members Entering Unmasked Estep Score: -692282.187500 Penalty: 2874.221924 Iteration 56Q: 3 clusters Score -692282.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2545 members Mstep: Class 2 contains 4386 members Entering Unmasked Estep Score: -692283.937500 Penalty: 2874.221924 Iteration 57Q: 3 clusters Score -692283.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2536 members Mstep: Class 2 contains 4395 members Entering Unmasked Estep Score: -692288.062500 Penalty: 2874.221924 Iteration 58Q: 3 clusters Score -692288.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2527 members Mstep: Class 2 contains 4404 members Entering Unmasked Estep Score: -692288.812500 Penalty: 2874.221924 Iteration 59Q: 3 clusters Score -692288.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2519 members Mstep: Class 2 contains 4412 members Entering Unmasked Estep Score: -692288.875000 Penalty: 2874.221924 Iteration 60F: 3 clusters Score -692288.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 4414 members Entering Unmasked Estep Score: -692290.250000 Penalty: 2874.221924 Iteration 61Q: 3 clusters Score -692290.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 4417 members Entering Unmasked Estep Score: -692291.062500 Penalty: 2874.221924 Iteration 62Q: 3 clusters Score -692291.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 4420 members Entering Unmasked Estep Score: -692290.375000 Penalty: 2874.221924 Iteration 63Q: 3 clusters Score -692290.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 4422 members Entering Unmasked Estep Score: -692291.000000 Penalty: 2874.221924 Iteration 64Q: 3 clusters Score -692291 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 4425 members Entering Unmasked Estep Score: -692291.312500 Penalty: 2874.221924 Iteration 65Q: 3 clusters Score -692291.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2502 members Mstep: Class 2 contains 4429 members Entering Unmasked Estep Score: -692291.375000 Penalty: 2874.221924 Iteration 66Q: 3 clusters Score -692291.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2498 members Mstep: Class 2 contains 4433 members Entering Unmasked Estep Score: -692292.437500 Penalty: 2874.221924 Iteration 67Q: 3 clusters Score -692292.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 4438 members Entering Unmasked Estep Score: -692293.250000 Penalty: 2874.221924 Iteration 68Q: 3 clusters Score -692293.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2487 members Mstep: Class 2 contains 4444 members Entering Unmasked Estep Score: -692295.125000 Penalty: 2874.221924 Iteration 69Q: 3 clusters Score -692295.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 4449 members Entering Unmasked Estep Score: -692296.125000 Penalty: 2874.221924 Iteration 70Q: 3 clusters Score -692296.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 4454 members Entering Unmasked Estep Score: -692297.562500 Penalty: 2874.221924 Iteration 71Q: 3 clusters Score -692297.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 4459 members Entering Unmasked Estep Score: -692298.000000 Penalty: 2874.221924 Iteration 72Q: 3 clusters Score -692298 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 4463 members Entering Unmasked Estep Score: -692298.312500 Penalty: 2874.221924 Iteration 73Q: 3 clusters Score -692298.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 4467 members Entering Unmasked Estep Score: -692299.312500 Penalty: 2874.221924 Iteration 74Q: 3 clusters Score -692299.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 4469 members Entering Unmasked Estep Score: -692298.687500 Penalty: 2874.221924 Iteration 75Q: 3 clusters Score -692298.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 4472 members Entering Unmasked Estep Score: -692300.125000 Penalty: 2874.221924 Iteration 76Q: 3 clusters Score -692300.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2454 members Mstep: Class 2 contains 4477 members Entering Unmasked Estep Score: -692300.687500 Penalty: 2874.221924 Iteration 77Q: 3 clusters Score -692300.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 4480 members Entering Unmasked Estep Score: -692299.937500 Penalty: 2874.221924 Iteration 78Q: 3 clusters Score -692299.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 4485 members Entering Unmasked Estep Score: -692300.187500 Penalty: 2874.221924 Iteration 79Q: 3 clusters Score -692300.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Mstep: Class 2 contains 4490 members Entering Unmasked Estep Score: -692301.500000 Penalty: 2874.221924 Iteration 80F: 3 clusters Score -692301.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2432 members Mstep: Class 2 contains 4499 members Entering Unmasked Estep Score: -692303.187500 Penalty: 2874.221924 Iteration 81Q: 3 clusters Score -692303.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2421 members Mstep: Class 2 contains 4510 members Entering Unmasked Estep Score: -692307.250000 Penalty: 2874.221924 Iteration 82Q: 3 clusters Score -692307.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 4524 members Entering Unmasked Estep Score: -692310.125000 Penalty: 2874.221924 Iteration 83Q: 3 clusters Score -692310.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 4538 members Entering Unmasked Estep Score: -692311.500000 Penalty: 2874.221924 Iteration 84Q: 3 clusters Score -692311.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 4550 members Entering Unmasked Estep Score: -692312.687500 Penalty: 2874.221924 Iteration 85Q: 3 clusters Score -692312.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Mstep: Class 2 contains 4564 members Entering Unmasked Estep Score: -692317.750000 Penalty: 2874.221924 Iteration 86Q: 3 clusters Score -692317.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 4578 members Entering Unmasked Estep Score: -692320.562500 Penalty: 2874.221924 Iteration 87Q: 3 clusters Score -692320.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 4587 members Entering Unmasked Estep Score: -692323.125000 Penalty: 2874.221924 Iteration 88Q: 3 clusters Score -692323.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 4596 members Entering Unmasked Estep Score: -692326.062500 Penalty: 2874.221924 Iteration 89Q: 3 clusters Score -692326.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 4603 members Entering Unmasked Estep Score: -692326.437500 Penalty: 2874.221924 Iteration 90Q: 3 clusters Score -692326.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 4608 members Entering Unmasked Estep Score: -692327.187500 Penalty: 2874.221924 Iteration 91Q: 3 clusters Score -692327.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Mstep: Class 2 contains 4613 members Entering Unmasked Estep Score: -692329.500000 Penalty: 2874.221924 Iteration 92Q: 3 clusters Score -692329.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2311 members Mstep: Class 2 contains 4620 members Entering Unmasked Estep Score: -692330.625000 Penalty: 2874.221924 Iteration 93Q: 3 clusters Score -692330.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 4630 members Entering Unmasked Estep Score: -692330.437500 Penalty: 2874.221924 Iteration 94Q: 3 clusters Score -692330.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 4635 members Entering Unmasked Estep Score: -692334.062500 Penalty: 2874.221924 Iteration 95Q: 3 clusters Score -692334.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 4639 members Entering Unmasked Estep Score: -692334.312500 Penalty: 2874.221924 Iteration 96Q: 3 clusters Score -692334.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2288 members Mstep: Class 2 contains 4643 members Entering Unmasked Estep Score: -692333.937500 Penalty: 2874.221924 Iteration 97Q: 3 clusters Score -692333.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2286 members Mstep: Class 2 contains 4645 members Entering Unmasked Estep Score: -692336.812500 Penalty: 2874.221924 Iteration 98Q: 3 clusters Score -692336.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Mstep: Class 2 contains 4649 members Entering Unmasked Estep Score: -692336.000000 Penalty: 2874.221924 Iteration 99Q: 3 clusters Score -692336 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Mstep: Class 2 contains 4653 members Entering Unmasked Estep Score: -692339.625000 Penalty: 2874.221924 Iteration 100F: 3 clusters Score -692339.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 4658 members Entering Unmasked Estep Score: -692340.375000 Penalty: 2874.221924 Iteration 101Q: 3 clusters Score -692340.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 4664 members Entering Unmasked Estep Score: -692342.312500 Penalty: 2874.221924 Iteration 102Q: 3 clusters Score -692342.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 4666 members Entering Unmasked Estep Score: -692342.937500 Penalty: 2874.221924 Iteration 103Q: 3 clusters Score -692342.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 4669 members Entering Unmasked Estep Score: -692341.875000 Penalty: 2874.221924 Iteration 104Q: 3 clusters Score -692341.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 4674 members Entering Unmasked Estep Score: -692344.625000 Penalty: 2874.221924 Iteration 105Q: 3 clusters Score -692344.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 4678 members Entering Unmasked Estep Score: -692344.562500 Penalty: 2874.221924 Iteration 106Q: 3 clusters Score -692344.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 4685 members Entering Unmasked Estep Score: -692344.625000 Penalty: 2874.221924 Iteration 107Q: 3 clusters Score -692344.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2240 members Mstep: Class 2 contains 4691 members Entering Unmasked Estep Score: -692345.812500 Penalty: 2874.221924 Iteration 108Q: 3 clusters Score -692345.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 4695 members Entering Unmasked Estep Score: -692347.812500 Penalty: 2874.221924 Iteration 109Q: 3 clusters Score -692347.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 4696 members Entering Unmasked Estep Score: -692346.875000 Penalty: 2874.221924 Iteration 110Q: 3 clusters Score -692346.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 4697 members Entering Unmasked Estep Score: -692347.625000 Penalty: 2874.221924 Iteration 111Q: 3 clusters Score -692347.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 4699 members Entering Unmasked Estep Score: -692346.500000 Penalty: 2874.221924 Iteration 112Q: 3 clusters Score -692346.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 4702 members Entering Unmasked Estep Score: -692348.250000 Penalty: 2874.221924 Iteration 113Q: 3 clusters Score -692348.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 4703 members Entering Unmasked Estep Score: -692348.875000 Penalty: 2874.221924 Iteration 114Q: 3 clusters Score -692348.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 4706 members Entering Unmasked Estep Score: -692349.000000 Penalty: 2874.221924 Iteration 115Q: 3 clusters Score -692349 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2222 members Mstep: Class 2 contains 4709 members Entering Unmasked Estep Score: -692347.875000 Penalty: 2874.221924 Iteration 116Q: 3 clusters Score -692347.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 4712 members Entering Unmasked Estep Score: -692347.875000 Penalty: 2874.221924 Iteration 117Q: 3 clusters Score -692347.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 4715 members Entering Unmasked Estep Score: -692348.375000 Penalty: 2874.221924 Iteration 118Q: 3 clusters Score -692348.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 4716 members Entering Unmasked Estep Score: -692349.187500 Penalty: 2874.221924 Iteration 119Q: 3 clusters Score -692349.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 4717 members Entering Unmasked Estep Score: -692347.812500 Penalty: 2874.221924 Iteration 120F: 3 clusters Score -692347.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (886 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Entering Unmasked Estep Score: -79739.070312 Penalty: 1102.841553 Iteration 0F: 2 clusters Score -79739.07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -78463.289062 Penalty: 2205.683105 Iteration 0F: 3 clusters Score -78463.29 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -78789.226562 Penalty: 2205.683105 Iteration 1F: 3 clusters Score -78789.23 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -78884.000000 Penalty: 2205.683105 Iteration 2F: 3 clusters Score -78884 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -78953.125000 Penalty: 2205.683105 Iteration 3F: 3 clusters Score -78953.12 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -79006.578125 Penalty: 2205.683105 Iteration 4Q: 3 clusters Score -79006.58 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -79067.281250 Penalty: 2205.683105 Iteration 5Q: 3 clusters Score -79067.28 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -79124.945312 Penalty: 2205.683105 Iteration 6Q: 3 clusters Score -79124.95 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -79166.562500 Penalty: 2205.683105 Iteration 7Q: 3 clusters Score -79166.56 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -79189.054688 Penalty: 2205.683105 Iteration 8Q: 3 clusters Score -79189.05 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -79206.578125 Penalty: 2205.683105 Iteration 9Q: 3 clusters Score -79206.58 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -79223.125000 Penalty: 2205.683105 Iteration 10Q: 3 clusters Score -79223.12 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -79231.437500 Penalty: 2205.683105 Iteration 11Q: 3 clusters Score -79231.44 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -79239.031250 Penalty: 2205.683105 Iteration 12Q: 3 clusters Score -79239.03 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -79241.578125 Penalty: 2205.683105 Iteration 13Q: 3 clusters Score -79241.58 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -79242.218750 Penalty: 2205.683105 Iteration 14Q: 3 clusters Score -79242.22 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -79251.484375 Penalty: 2205.683105 Iteration 15F: 3 clusters Score -79251.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -79260.312500 Penalty: 2205.683105 Iteration 16Q: 3 clusters Score -79260.31 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -79270.648438 Penalty: 2205.683105 Iteration 17Q: 3 clusters Score -79270.65 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -79273.984375 Penalty: 2205.683105 Iteration 18Q: 3 clusters Score -79273.98 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -79279.054688 Penalty: 2205.683105 Iteration 19Q: 3 clusters Score -79279.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -79282.835938 Penalty: 2205.683105 Iteration 20F: 3 clusters Score -79282.84 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1336 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Entering Unmasked Estep Score: -126624.703125 Penalty: 1169.583252 Iteration 0F: 2 clusters Score -126624.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -124953.726562 Penalty: 2339.166504 Iteration 0F: 3 clusters Score -124953.7 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -125316.617188 Penalty: 2339.166504 Iteration 1F: 3 clusters Score -125316.6 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -125430.898438 Penalty: 2339.166504 Iteration 2F: 3 clusters Score -125430.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -125539.296875 Penalty: 2339.166504 Iteration 3F: 3 clusters Score -125539.3 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -125683.125000 Penalty: 2339.166504 Iteration 4F: 3 clusters Score -125683.1 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -125839.273438 Penalty: 2339.166504 Iteration 5F: 3 clusters Score -125839.3 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -125971.531250 Penalty: 2339.166504 Iteration 6F: 3 clusters Score -125971.5 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -126073.632812 Penalty: 2339.166504 Iteration 7F: 3 clusters Score -126073.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -126124.531250 Penalty: 2339.166504 Iteration 8Q: 3 clusters Score -126124.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -126151.234375 Penalty: 2339.166504 Iteration 9Q: 3 clusters Score -126151.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -126168.757812 Penalty: 2339.166504 Iteration 10Q: 3 clusters Score -126168.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -126176.562500 Penalty: 2339.166504 Iteration 11Q: 3 clusters Score -126176.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -126182.789062 Penalty: 2339.166504 Iteration 12Q: 3 clusters Score -126182.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -126182.789062 Penalty: 2339.166504 Iteration 13F: 3 clusters Score -126182.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (406 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Entering Unmasked Estep Score: -33987.628906 Penalty: 976.032410 Iteration 0F: 2 clusters Score -33987.63 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 193 members Entering Unmasked Estep Score: -33080.621094 Penalty: 1952.064819 Iteration 0F: 3 clusters Score -33080.62 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -33241.613281 Penalty: 1952.064819 Iteration 1F: 3 clusters Score -33241.61 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -33297.550781 Penalty: 1952.064819 Iteration 2F: 3 clusters Score -33297.55 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -33321.191406 Penalty: 1952.064819 Iteration 3Q: 3 clusters Score -33321.19 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -33347.351562 Penalty: 1952.064819 Iteration 4Q: 3 clusters Score -33347.35 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -33361.894531 Penalty: 1952.064819 Iteration 5Q: 3 clusters Score -33361.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -33363.488281 Penalty: 1952.064819 Iteration 6Q: 3 clusters Score -33363.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -33364.738281 Penalty: 1952.064819 Iteration 7Q: 3 clusters Score -33364.74 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -33364.738281 Penalty: 1952.064819 Iteration 8F: 3 clusters Score -33364.74 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (945 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Entering Unmasked Estep Score: -78752.007812 Penalty: 1113.317505 Iteration 0F: 2 clusters Score -78752.01 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -77469.132812 Penalty: 2226.635010 Iteration 0F: 3 clusters Score -77469.13 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -77732.546875 Penalty: 2226.635010 Iteration 1F: 3 clusters Score -77732.55 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -77802.695312 Penalty: 2226.635010 Iteration 2F: 3 clusters Score -77802.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -77834.187500 Penalty: 2226.635010 Iteration 3Q: 3 clusters Score -77834.19 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -77864.187500 Penalty: 2226.635010 Iteration 4Q: 3 clusters Score -77864.19 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -77882.867188 Penalty: 2226.635010 Iteration 5Q: 3 clusters Score -77882.87 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -77891.039062 Penalty: 2226.635010 Iteration 6Q: 3 clusters Score -77891.04 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -77897.453125 Penalty: 2226.635010 Iteration 7Q: 3 clusters Score -77897.45 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -77901.226562 Penalty: 2226.635010 Iteration 8Q: 3 clusters Score -77901.23 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -77909.703125 Penalty: 2226.635010 Iteration 9Q: 3 clusters Score -77909.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -77914.460938 Penalty: 2226.635010 Iteration 10Q: 3 clusters Score -77914.46 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -77917.968750 Penalty: 2226.635010 Iteration 11Q: 3 clusters Score -77917.97 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -77919.742188 Penalty: 2226.635010 Iteration 12Q: 3 clusters Score -77919.74 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -77920.664062 Penalty: 2226.635010 Iteration 13Q: 3 clusters Score -77920.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -77920.664062 Penalty: 2226.635010 Iteration 14F: 3 clusters Score -77920.66 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (12652 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12652 members Entering Unmasked Estep Score: -1207945.875000 Penalty: 1534.905273 Iteration 0F: 2 clusters Score -1207946 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6369 members Mstep: Class 2 contains 6283 members Entering Unmasked Estep Score: -1199121.250000 Penalty: 3069.810547 Iteration 0F: 3 clusters Score -1199121 nChanged 5541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6508 members Mstep: Class 2 contains 6144 members Entering Unmasked Estep Score: -1202085.000000 Penalty: 3069.810547 Iteration 1F: 3 clusters Score -1202085 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6670 members Mstep: Class 2 contains 5982 members Entering Unmasked Estep Score: -1202445.125000 Penalty: 3069.810547 Iteration 2F: 3 clusters Score -1202445 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6860 members Mstep: Class 2 contains 5792 members Entering Unmasked Estep Score: -1202766.500000 Penalty: 3069.810547 Iteration 3F: 3 clusters Score -1202766 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7121 members Mstep: Class 2 contains 5531 members Entering Unmasked Estep Score: -1203163.500000 Penalty: 3069.810547 Iteration 4F: 3 clusters Score -1203164 nChanged 771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7542 members Mstep: Class 2 contains 5110 members Entering Unmasked Estep Score: -1203732.875000 Penalty: 3069.810547 Iteration 5F: 3 clusters Score -1203733 nChanged 878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8100 members Mstep: Class 2 contains 4552 members Entering Unmasked Estep Score: -1204451.875000 Penalty: 3069.810547 Iteration 6F: 3 clusters Score -1204452 nChanged 899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8723 members Mstep: Class 2 contains 3929 members Entering Unmasked Estep Score: -1205231.250000 Penalty: 3069.810547 Iteration 7F: 3 clusters Score -1205231 nChanged 792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9235 members Mstep: Class 2 contains 3417 members Entering Unmasked Estep Score: -1205924.125000 Penalty: 3069.810547 Iteration 8F: 3 clusters Score -1205924 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9642 members Mstep: Class 2 contains 3010 members Entering Unmasked Estep Score: -1206445.875000 Penalty: 3069.810547 Iteration 9F: 3 clusters Score -1206446 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9972 members Mstep: Class 2 contains 2680 members Entering Unmasked Estep Score: -1206816.875000 Penalty: 3069.810547 Iteration 10Q: 3 clusters Score -1206817 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10235 members Mstep: Class 2 contains 2417 members Entering Unmasked Estep Score: -1207108.625000 Penalty: 3069.810547 Iteration 11Q: 3 clusters Score -1207109 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10437 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -1207355.125000 Penalty: 3069.810547 Iteration 12Q: 3 clusters Score -1207355 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10554 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -1207474.000000 Penalty: 3069.810547 Iteration 13Q: 3 clusters Score -1207474 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10641 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -1207539.750000 Penalty: 3069.810547 Iteration 14Q: 3 clusters Score -1207540 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10701 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -1207572.000000 Penalty: 3069.810547 Iteration 15Q: 3 clusters Score -1207572 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10730 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -1207586.000000 Penalty: 3069.810547 Iteration 16Q: 3 clusters Score -1207586 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10748 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -1207593.125000 Penalty: 3069.810547 Iteration 17Q: 3 clusters Score -1207593 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10761 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -1207594.125000 Penalty: 3069.810547 Iteration 18Q: 3 clusters Score -1207594 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10771 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -1207601.500000 Penalty: 3069.810547 Iteration 19Q: 3 clusters Score -1207602 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10779 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -1207604.875000 Penalty: 3069.810547 Iteration 20F: 3 clusters Score -1207605 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10785 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -1207608.375000 Penalty: 3069.810547 Iteration 21Q: 3 clusters Score -1207608 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10796 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -1207611.375000 Penalty: 3069.810547 Iteration 22Q: 3 clusters Score -1207611 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10808 members Mstep: Class 2 contains 1844 members Entering Unmasked Estep Score: -1207611.625000 Penalty: 3069.810547 Iteration 23Q: 3 clusters Score -1207612 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10818 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -1207615.125000 Penalty: 3069.810547 Iteration 24Q: 3 clusters Score -1207615 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10826 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -1207616.250000 Penalty: 3069.810547 Iteration 25Q: 3 clusters Score -1207616 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10831 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -1207617.750000 Penalty: 3069.810547 Iteration 26Q: 3 clusters Score -1207618 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10834 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -1207618.125000 Penalty: 3069.810547 Iteration 27Q: 3 clusters Score -1207618 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10842 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -1207618.000000 Penalty: 3069.810547 Iteration 28Q: 3 clusters Score -1207618 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10851 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -1207620.500000 Penalty: 3069.810547 Iteration 29Q: 3 clusters Score -1207620 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10855 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -1207622.125000 Penalty: 3069.810547 Iteration 30Q: 3 clusters Score -1207622 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10858 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -1207622.625000 Penalty: 3069.810547 Iteration 31Q: 3 clusters Score -1207623 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10860 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -1207623.875000 Penalty: 3069.810547 Iteration 32Q: 3 clusters Score -1207624 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10861 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -1207622.250000 Penalty: 3069.810547 Iteration 33Q: 3 clusters Score -1207622 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10862 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -1207621.125000 Penalty: 3069.810547 Iteration 34Q: 3 clusters Score -1207621 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10862 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -1207621.125000 Penalty: 3069.810547 Iteration 35F: 3 clusters Score -1207621 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (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: -75872.921875 Penalty: 1086.857666 Iteration 0F: 2 clusters Score -75872.92 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -74536.015625 Penalty: 2173.715332 Iteration 0F: 3 clusters Score -74536.02 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -74755.976562 Penalty: 2173.715332 Iteration 1F: 3 clusters Score -74755.98 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -74852.070312 Penalty: 2173.715332 Iteration 2F: 3 clusters Score -74852.07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -74895.460938 Penalty: 2173.715332 Iteration 3Q: 3 clusters Score -74895.46 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -74917.031250 Penalty: 2173.715332 Iteration 4Q: 3 clusters Score -74917.03 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -74923.148438 Penalty: 2173.715332 Iteration 5Q: 3 clusters Score -74923.15 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -74927.398438 Penalty: 2173.715332 Iteration 6Q: 3 clusters Score -74927.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -74931.664062 Penalty: 2173.715332 Iteration 7Q: 3 clusters Score -74931.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -74934.031250 Penalty: 2173.715332 Iteration 8Q: 3 clusters Score -74934.03 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -74935.031250 Penalty: 2173.715332 Iteration 9Q: 3 clusters Score -74935.03 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -74935.031250 Penalty: 2173.715332 Iteration 10F: 3 clusters Score -74935.03 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (91921 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91921 members Entering Unmasked Estep Score: -9175987.000000 Penalty: 1857.161377 Iteration 0F: 2 clusters Score -9175987 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46315 members Mstep: Class 2 contains 45606 members Entering Unmasked Estep Score: -9114632.000000 Penalty: 3714.322754 Iteration 0F: 3 clusters Score -9114632 nChanged 43810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51265 members Mstep: Class 2 contains 40656 members Entering Unmasked Estep Score: -9140407.000000 Penalty: 3714.322754 Iteration 1F: 3 clusters Score -9140407 nChanged 3689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54180 members Mstep: Class 2 contains 37741 members Entering Unmasked Estep Score: -9141827.000000 Penalty: 3714.322754 Iteration 2Q: 3 clusters Score -9141827 nChanged 4622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58488 members Mstep: Class 2 contains 33433 members Entering Unmasked Estep Score: -9144173.000000 Penalty: 3714.322754 Iteration 3F: 3 clusters Score -9144173 nChanged 6254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64650 members Mstep: Class 2 contains 27271 members Entering Unmasked Estep Score: -9148328.000000 Penalty: 3714.322754 Iteration 4F: 3 clusters Score -9148328 nChanged 8120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72740 members Mstep: Class 2 contains 19181 members Entering Unmasked Estep Score: -9155179.000000 Penalty: 3714.322754 Iteration 5F: 3 clusters Score -9155179 nChanged 8709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81441 members Mstep: Class 2 contains 10480 members Entering Unmasked Estep Score: -9163882.000000 Penalty: 3714.322754 Iteration 6F: 3 clusters Score -9163882 nChanged 6441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87882 members Mstep: Class 2 contains 4039 members Entering Unmasked Estep Score: -9170497.000000 Penalty: 3714.322754 Iteration 7F: 3 clusters Score -9170497 nChanged 2907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90789 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -9173206.000000 Penalty: 3714.322754 Iteration 8Q: 3 clusters Score -9173206 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91551 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -9173900.000000 Penalty: 3714.322754 Iteration 9Q: 3 clusters Score -9173900 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91762 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -9174183.000000 Penalty: 3714.322754 Iteration 10Q: 3 clusters Score -9174183 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91803 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -9174276.000000 Penalty: 3714.322754 Iteration 11Q: 3 clusters Score -9174276 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91812 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -9174314.000000 Penalty: 3714.322754 Iteration 12Q: 3 clusters Score -9174314 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91810 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -9174325.000000 Penalty: 3714.322754 Iteration 13Q: 3 clusters Score -9174325 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91811 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -9174325.000000 Penalty: 3714.322754 Iteration 14Q: 3 clusters Score -9174325 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91812 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -9174323.000000 Penalty: 3714.322754 Iteration 15Q: 3 clusters Score -9174323 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91811 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -9174325.000000 Penalty: 3714.322754 Iteration 16Q: 3 clusters Score -9174325 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91811 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -9174325.000000 Penalty: 3714.322754 Iteration 17F: 3 clusters Score -9174325 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (6971 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6971 members Entering Unmasked Estep Score: -681323.500000 Penalty: 1438.046021 Iteration 0F: 2 clusters Score -681323.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3502 members Mstep: Class 2 contains 3469 members Entering Unmasked Estep Score: -676097.250000 Penalty: 2876.092041 Iteration 0F: 3 clusters Score -676097.2 nChanged 2895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3533 members Mstep: Class 2 contains 3438 members Entering Unmasked Estep Score: -677702.687500 Penalty: 2876.092041 Iteration 1F: 3 clusters Score -677702.7 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3574 members Mstep: Class 2 contains 3397 members Entering Unmasked Estep Score: -677953.125000 Penalty: 2876.092041 Iteration 2F: 3 clusters Score -677953.1 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3605 members Mstep: Class 2 contains 3366 members Entering Unmasked Estep Score: -678139.125000 Penalty: 2876.092041 Iteration 3F: 3 clusters Score -678139.1 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3622 members Mstep: Class 2 contains 3349 members Entering Unmasked Estep Score: -678303.062500 Penalty: 2876.092041 Iteration 4Q: 3 clusters Score -678303.1 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3615 members Mstep: Class 2 contains 3356 members Entering Unmasked Estep Score: -678429.125000 Penalty: 2876.092041 Iteration 5Q: 3 clusters Score -678429.1 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3586 members Mstep: Class 2 contains 3385 members Entering Unmasked Estep Score: -678539.250000 Penalty: 2876.092041 Iteration 6Q: 3 clusters Score -678539.2 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3538 members Mstep: Class 2 contains 3433 members Entering Unmasked Estep Score: -678636.687500 Penalty: 2876.092041 Iteration 7Q: 3 clusters Score -678636.7 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3472 members Mstep: Class 2 contains 3499 members Entering Unmasked Estep Score: -678753.562500 Penalty: 2876.092041 Iteration 8Q: 3 clusters Score -678753.6 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3416 members Mstep: Class 2 contains 3555 members Entering Unmasked Estep Score: -678874.000000 Penalty: 2876.092041 Iteration 9Q: 3 clusters Score -678874 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3337 members Mstep: Class 2 contains 3634 members Entering Unmasked Estep Score: -678970.750000 Penalty: 2876.092041 Iteration 10Q: 3 clusters Score -678970.8 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3265 members Mstep: Class 2 contains 3706 members Entering Unmasked Estep Score: -679067.812500 Penalty: 2876.092041 Iteration 11Q: 3 clusters Score -679067.8 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3185 members Mstep: Class 2 contains 3786 members Entering Unmasked Estep Score: -679188.625000 Penalty: 2876.092041 Iteration 12Q: 3 clusters Score -679188.6 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3083 members Mstep: Class 2 contains 3888 members Entering Unmasked Estep Score: -679311.500000 Penalty: 2876.092041 Iteration 13Q: 3 clusters Score -679311.5 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3009 members Mstep: Class 2 contains 3962 members Entering Unmasked Estep Score: -679398.375000 Penalty: 2876.092041 Iteration 14Q: 3 clusters Score -679398.4 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2946 members Mstep: Class 2 contains 4025 members Entering Unmasked Estep Score: -679467.687500 Penalty: 2876.092041 Iteration 15Q: 3 clusters Score -679467.7 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2890 members Mstep: Class 2 contains 4081 members Entering Unmasked Estep Score: -679509.562500 Penalty: 2876.092041 Iteration 16Q: 3 clusters Score -679509.6 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2838 members Mstep: Class 2 contains 4133 members Entering Unmasked Estep Score: -679533.312500 Penalty: 2876.092041 Iteration 17Q: 3 clusters Score -679533.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Mstep: Class 2 contains 4172 members Entering Unmasked Estep Score: -679548.937500 Penalty: 2876.092041 Iteration 18Q: 3 clusters Score -679548.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2763 members Mstep: Class 2 contains 4208 members Entering Unmasked Estep Score: -679562.812500 Penalty: 2876.092041 Iteration 19Q: 3 clusters Score -679562.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 4241 members Entering Unmasked Estep Score: -679575.625000 Penalty: 2876.092041 Iteration 20F: 3 clusters Score -679575.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2689 members Mstep: Class 2 contains 4282 members Entering Unmasked Estep Score: -679589.437500 Penalty: 2876.092041 Iteration 21Q: 3 clusters Score -679589.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 4318 members Entering Unmasked Estep Score: -679602.625000 Penalty: 2876.092041 Iteration 22Q: 3 clusters Score -679602.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2614 members Mstep: Class 2 contains 4357 members Entering Unmasked Estep Score: -679612.375000 Penalty: 2876.092041 Iteration 23Q: 3 clusters Score -679612.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2572 members Mstep: Class 2 contains 4399 members Entering Unmasked Estep Score: -679625.250000 Penalty: 2876.092041 Iteration 24Q: 3 clusters Score -679625.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2537 members Mstep: Class 2 contains 4434 members Entering Unmasked Estep Score: -679635.875000 Penalty: 2876.092041 Iteration 25Q: 3 clusters Score -679635.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2498 members Mstep: Class 2 contains 4473 members Entering Unmasked Estep Score: -679647.312500 Penalty: 2876.092041 Iteration 26Q: 3 clusters Score -679647.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2457 members Mstep: Class 2 contains 4514 members Entering Unmasked Estep Score: -679656.812500 Penalty: 2876.092041 Iteration 27Q: 3 clusters Score -679656.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 4553 members Entering Unmasked Estep Score: -679668.812500 Penalty: 2876.092041 Iteration 28Q: 3 clusters Score -679668.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2382 members Mstep: Class 2 contains 4589 members Entering Unmasked Estep Score: -679683.687500 Penalty: 2876.092041 Iteration 29Q: 3 clusters Score -679683.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 4640 members Entering Unmasked Estep Score: -679702.750000 Penalty: 2876.092041 Iteration 30Q: 3 clusters Score -679702.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 4682 members Entering Unmasked Estep Score: -679714.500000 Penalty: 2876.092041 Iteration 31Q: 3 clusters Score -679714.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 4707 members Entering Unmasked Estep Score: -679721.125000 Penalty: 2876.092041 Iteration 32Q: 3 clusters Score -679721.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 4736 members Entering Unmasked Estep Score: -679729.187500 Penalty: 2876.092041 Iteration 33Q: 3 clusters Score -679729.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2213 members Mstep: Class 2 contains 4758 members Entering Unmasked Estep Score: -679732.000000 Penalty: 2876.092041 Iteration 34Q: 3 clusters Score -679732 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 4778 members Entering Unmasked Estep Score: -679739.875000 Penalty: 2876.092041 Iteration 35Q: 3 clusters Score -679739.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Mstep: Class 2 contains 4798 members Entering Unmasked Estep Score: -679744.625000 Penalty: 2876.092041 Iteration 36Q: 3 clusters Score -679744.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2145 members Mstep: Class 2 contains 4826 members Entering Unmasked Estep Score: -679753.062500 Penalty: 2876.092041 Iteration 37Q: 3 clusters Score -679753.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2115 members Mstep: Class 2 contains 4856 members Entering Unmasked Estep Score: -679763.437500 Penalty: 2876.092041 Iteration 38Q: 3 clusters Score -679763.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 4885 members Entering Unmasked Estep Score: -679773.625000 Penalty: 2876.092041 Iteration 39Q: 3 clusters Score -679773.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 4919 members Entering Unmasked Estep Score: -679785.375000 Penalty: 2876.092041 Iteration 40F: 3 clusters Score -679785.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 4953 members Entering Unmasked Estep Score: -679795.687500 Penalty: 2876.092041 Iteration 41Q: 3 clusters Score -679795.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 4989 members Entering Unmasked Estep Score: -679806.500000 Penalty: 2876.092041 Iteration 42Q: 3 clusters Score -679806.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 5026 members Entering Unmasked Estep Score: -679819.625000 Penalty: 2876.092041 Iteration 43Q: 3 clusters Score -679819.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 5069 members Entering Unmasked Estep Score: -679834.562500 Penalty: 2876.092041 Iteration 44Q: 3 clusters Score -679834.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 5104 members Entering Unmasked Estep Score: -679849.625000 Penalty: 2876.092041 Iteration 45Q: 3 clusters Score -679849.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 5140 members Entering Unmasked Estep Score: -679860.812500 Penalty: 2876.092041 Iteration 46Q: 3 clusters Score -679860.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 5183 members Entering Unmasked Estep Score: -679877.562500 Penalty: 2876.092041 Iteration 47Q: 3 clusters Score -679877.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 5236 members Entering Unmasked Estep Score: -679904.562500 Penalty: 2876.092041 Iteration 48Q: 3 clusters Score -679904.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 5272 members Entering Unmasked Estep Score: -679919.000000 Penalty: 2876.092041 Iteration 49Q: 3 clusters Score -679919 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 5311 members Entering Unmasked Estep Score: -679929.250000 Penalty: 2876.092041 Iteration 50Q: 3 clusters Score -679929.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 5342 members Entering Unmasked Estep Score: -679940.937500 Penalty: 2876.092041 Iteration 51Q: 3 clusters Score -679940.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 5372 members Entering Unmasked Estep Score: -679949.125000 Penalty: 2876.092041 Iteration 52Q: 3 clusters Score -679949.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 5395 members Entering Unmasked Estep Score: -679955.500000 Penalty: 2876.092041 Iteration 53Q: 3 clusters Score -679955.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 5413 members Entering Unmasked Estep Score: -679962.375000 Penalty: 2876.092041 Iteration 54Q: 3 clusters Score -679962.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 5434 members Entering Unmasked Estep Score: -679968.937500 Penalty: 2876.092041 Iteration 55Q: 3 clusters Score -679968.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 5462 members Entering Unmasked Estep Score: -679977.875000 Penalty: 2876.092041 Iteration 56Q: 3 clusters Score -679977.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 5496 members Entering Unmasked Estep Score: -679989.500000 Penalty: 2876.092041 Iteration 57Q: 3 clusters Score -679989.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 5527 members Entering Unmasked Estep Score: -679998.875000 Penalty: 2876.092041 Iteration 58Q: 3 clusters Score -679998.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 5553 members Entering Unmasked Estep Score: -680006.250000 Penalty: 2876.092041 Iteration 59Q: 3 clusters Score -680006.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 5573 members Entering Unmasked Estep Score: -680009.562500 Penalty: 2876.092041 Iteration 60F: 3 clusters Score -680009.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 5595 members Entering Unmasked Estep Score: -680015.500000 Penalty: 2876.092041 Iteration 61Q: 3 clusters Score -680015.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 5609 members Entering Unmasked Estep Score: -680020.062500 Penalty: 2876.092041 Iteration 62Q: 3 clusters Score -680020.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 5623 members Entering Unmasked Estep Score: -680024.625000 Penalty: 2876.092041 Iteration 63Q: 3 clusters Score -680024.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 5641 members Entering Unmasked Estep Score: -680031.562500 Penalty: 2876.092041 Iteration 64Q: 3 clusters Score -680031.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 5663 members Entering Unmasked Estep Score: -680036.687500 Penalty: 2876.092041 Iteration 65Q: 3 clusters Score -680036.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 5679 members Entering Unmasked Estep Score: -680040.812500 Penalty: 2876.092041 Iteration 66Q: 3 clusters Score -680040.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 5694 members Entering Unmasked Estep Score: -680044.562500 Penalty: 2876.092041 Iteration 67Q: 3 clusters Score -680044.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 5705 members Entering Unmasked Estep Score: -680047.937500 Penalty: 2876.092041 Iteration 68Q: 3 clusters Score -680047.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 5714 members Entering Unmasked Estep Score: -680050.812500 Penalty: 2876.092041 Iteration 69Q: 3 clusters Score -680050.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 5721 members Entering Unmasked Estep Score: -680052.250000 Penalty: 2876.092041 Iteration 70Q: 3 clusters Score -680052.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 5731 members Entering Unmasked Estep Score: -680054.687500 Penalty: 2876.092041 Iteration 71Q: 3 clusters Score -680054.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 5739 members Entering Unmasked Estep Score: -680056.375000 Penalty: 2876.092041 Iteration 72Q: 3 clusters Score -680056.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 5748 members Entering Unmasked Estep Score: -680058.562500 Penalty: 2876.092041 Iteration 73Q: 3 clusters Score -680058.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 5760 members Entering Unmasked Estep Score: -680061.687500 Penalty: 2876.092041 Iteration 74Q: 3 clusters Score -680061.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 5771 members Entering Unmasked Estep Score: -680062.937500 Penalty: 2876.092041 Iteration 75Q: 3 clusters Score -680062.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 5778 members Entering Unmasked Estep Score: -680065.937500 Penalty: 2876.092041 Iteration 76Q: 3 clusters Score -680065.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 5786 members Entering Unmasked Estep Score: -680069.125000 Penalty: 2876.092041 Iteration 77Q: 3 clusters Score -680069.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 5798 members Entering Unmasked Estep Score: -680070.687500 Penalty: 2876.092041 Iteration 78Q: 3 clusters Score -680070.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 5811 members Entering Unmasked Estep Score: -680073.000000 Penalty: 2876.092041 Iteration 79Q: 3 clusters Score -680073 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 5827 members Entering Unmasked Estep Score: -680082.562500 Penalty: 2876.092041 Iteration 80F: 3 clusters Score -680082.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 5851 members Entering Unmasked Estep Score: -680090.062500 Penalty: 2876.092041 Iteration 81Q: 3 clusters Score -680090.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 5869 members Entering Unmasked Estep Score: -680098.125000 Penalty: 2876.092041 Iteration 82Q: 3 clusters Score -680098.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 5889 members Entering Unmasked Estep Score: -680103.312500 Penalty: 2876.092041 Iteration 83Q: 3 clusters Score -680103.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 5904 members Entering Unmasked Estep Score: -680108.000000 Penalty: 2876.092041 Iteration 84Q: 3 clusters Score -680108 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 5921 members Entering Unmasked Estep Score: -680114.125000 Penalty: 2876.092041 Iteration 85Q: 3 clusters Score -680114.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 5934 members Entering Unmasked Estep Score: -680120.000000 Penalty: 2876.092041 Iteration 86Q: 3 clusters Score -680120 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 5942 members Entering Unmasked Estep Score: -680120.687500 Penalty: 2876.092041 Iteration 87Q: 3 clusters Score -680120.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 5953 members Entering Unmasked Estep Score: -680123.500000 Penalty: 2876.092041 Iteration 88Q: 3 clusters Score -680123.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 5965 members Entering Unmasked Estep Score: -680128.375000 Penalty: 2876.092041 Iteration 89Q: 3 clusters Score -680128.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 5977 members Entering Unmasked Estep Score: -680133.687500 Penalty: 2876.092041 Iteration 90Q: 3 clusters Score -680133.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 5987 members Entering Unmasked Estep Score: -680136.125000 Penalty: 2876.092041 Iteration 91Q: 3 clusters Score -680136.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 5996 members Entering Unmasked Estep Score: -680140.437500 Penalty: 2876.092041 Iteration 92Q: 3 clusters Score -680140.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 6006 members Entering Unmasked Estep Score: -680142.937500 Penalty: 2876.092041 Iteration 93Q: 3 clusters Score -680142.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 6013 members Entering Unmasked Estep Score: -680145.875000 Penalty: 2876.092041 Iteration 94Q: 3 clusters Score -680145.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 6018 members Entering Unmasked Estep Score: -680148.750000 Penalty: 2876.092041 Iteration 95Q: 3 clusters Score -680148.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 6026 members Entering Unmasked Estep Score: -680150.687500 Penalty: 2876.092041 Iteration 96Q: 3 clusters Score -680150.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 6034 members Entering Unmasked Estep Score: -680153.500000 Penalty: 2876.092041 Iteration 97Q: 3 clusters Score -680153.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 6036 members Entering Unmasked Estep Score: -680153.500000 Penalty: 2876.092041 Iteration 98Q: 3 clusters Score -680153.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 6040 members Entering Unmasked Estep Score: -680155.250000 Penalty: 2876.092041 Iteration 99Q: 3 clusters Score -680155.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 6044 members Entering Unmasked Estep Score: -680156.375000 Penalty: 2876.092041 Iteration 100F: 3 clusters Score -680156.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 6049 members Entering Unmasked Estep Score: -680156.937500 Penalty: 2876.092041 Iteration 101Q: 3 clusters Score -680156.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 6057 members Entering Unmasked Estep Score: -680159.437500 Penalty: 2876.092041 Iteration 102Q: 3 clusters Score -680159.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 6064 members Entering Unmasked Estep Score: -680163.125000 Penalty: 2876.092041 Iteration 103Q: 3 clusters Score -680163.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 6071 members Entering Unmasked Estep Score: -680166.812500 Penalty: 2876.092041 Iteration 104Q: 3 clusters Score -680166.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 6079 members Entering Unmasked Estep Score: -680167.500000 Penalty: 2876.092041 Iteration 105Q: 3 clusters Score -680167.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 6082 members Entering Unmasked Estep Score: -680168.625000 Penalty: 2876.092041 Iteration 106Q: 3 clusters Score -680168.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 6084 members Entering Unmasked Estep Score: -680168.562500 Penalty: 2876.092041 Iteration 107Q: 3 clusters Score -680168.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 6086 members Entering Unmasked Estep Score: -680170.000000 Penalty: 2876.092041 Iteration 108Q: 3 clusters Score -680170 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 6087 members Entering Unmasked Estep Score: -680170.000000 Penalty: 2876.092041 Iteration 109Q: 3 clusters Score -680170 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 6088 members Entering Unmasked Estep Score: -680171.062500 Penalty: 2876.092041 Iteration 110Q: 3 clusters Score -680171.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 6088 members Entering Unmasked Estep Score: -680171.062500 Penalty: 2876.092041 Iteration 111F: 3 clusters Score -680171.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (3142 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3142 members Entering Unmasked Estep Score: -268833.031250 Penalty: 1308.549927 Iteration 0F: 2 clusters Score -268833 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -265976.687500 Penalty: 2617.099854 Iteration 0F: 3 clusters Score -265976.7 nChanged 1238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -266693.875000 Penalty: 2617.099854 Iteration 1F: 3 clusters Score -266693.9 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -266851.093750 Penalty: 2617.099854 Iteration 2F: 3 clusters Score -266851.1 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -266956.218750 Penalty: 2617.099854 Iteration 3F: 3 clusters Score -266956.2 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -267023.250000 Penalty: 2617.099854 Iteration 4Q: 3 clusters Score -267023.2 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -267075.500000 Penalty: 2617.099854 Iteration 5Q: 3 clusters Score -267075.5 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -267135.125000 Penalty: 2617.099854 Iteration 6Q: 3 clusters Score -267135.1 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -267203.625000 Penalty: 2617.099854 Iteration 7Q: 3 clusters Score -267203.6 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -267277.218750 Penalty: 2617.099854 Iteration 8Q: 3 clusters Score -267277.2 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 2030 members Entering Unmasked Estep Score: -267377.812500 Penalty: 2617.099854 Iteration 9Q: 3 clusters Score -267377.8 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -267465.531250 Penalty: 2617.099854 Iteration 10Q: 3 clusters Score -267465.5 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -267546.562500 Penalty: 2617.099854 Iteration 11Q: 3 clusters Score -267546.6 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -267623.531250 Penalty: 2617.099854 Iteration 12Q: 3 clusters Score -267623.5 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 2264 members Entering Unmasked Estep Score: -267684.093750 Penalty: 2617.099854 Iteration 13Q: 3 clusters Score -267684.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 2310 members Entering Unmasked Estep Score: -267742.812500 Penalty: 2617.099854 Iteration 14Q: 3 clusters Score -267742.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -267801.656250 Penalty: 2617.099854 Iteration 15Q: 3 clusters Score -267801.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -267843.750000 Penalty: 2617.099854 Iteration 16Q: 3 clusters Score -267843.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 2380 members Entering Unmasked Estep Score: -267870.531250 Penalty: 2617.099854 Iteration 17Q: 3 clusters Score -267870.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -267885.562500 Penalty: 2617.099854 Iteration 18Q: 3 clusters Score -267885.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -267893.500000 Penalty: 2617.099854 Iteration 19Q: 3 clusters Score -267893.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 2406 members Entering Unmasked Estep Score: -267901.375000 Penalty: 2617.099854 Iteration 20F: 3 clusters Score -267901.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 2410 members Entering Unmasked Estep Score: -267910.000000 Penalty: 2617.099854 Iteration 21Q: 3 clusters Score -267910 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 2411 members Entering Unmasked Estep Score: -267917.187500 Penalty: 2617.099854 Iteration 22Q: 3 clusters Score -267917.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 2416 members Entering Unmasked Estep Score: -267924.281250 Penalty: 2617.099854 Iteration 23Q: 3 clusters Score -267924.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 2420 members Entering Unmasked Estep Score: -267927.812500 Penalty: 2617.099854 Iteration 24Q: 3 clusters Score -267927.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -267931.125000 Penalty: 2617.099854 Iteration 25Q: 3 clusters Score -267931.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 2420 members Entering Unmasked Estep Score: -267933.656250 Penalty: 2617.099854 Iteration 26Q: 3 clusters Score -267933.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 2416 members Entering Unmasked Estep Score: -267937.437500 Penalty: 2617.099854 Iteration 27Q: 3 clusters Score -267937.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 2416 members Entering Unmasked Estep Score: -267940.125000 Penalty: 2617.099854 Iteration 28Q: 3 clusters Score -267940.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 2417 members Entering Unmasked Estep Score: -267941.531250 Penalty: 2617.099854 Iteration 29Q: 3 clusters Score -267941.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 2418 members Entering Unmasked Estep Score: -267941.625000 Penalty: 2617.099854 Iteration 30Q: 3 clusters Score -267941.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 2420 members Entering Unmasked Estep Score: -267942.593750 Penalty: 2617.099854 Iteration 31Q: 3 clusters Score -267942.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -267943.218750 Penalty: 2617.099854 Iteration 32Q: 3 clusters Score -267943.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -267943.906250 Penalty: 2617.099854 Iteration 33Q: 3 clusters Score -267943.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -267943.906250 Penalty: 2617.099854 Iteration 34F: 3 clusters Score -267943.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (320 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Entering Unmasked Estep Score: -24332.421875 Penalty: 937.352173 Iteration 0F: 2 clusters Score -24332.42 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -23473.488281 Penalty: 1874.704346 Iteration 0F: 3 clusters Score -23473.49 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -23559.369141 Penalty: 1874.704346 Iteration 1F: 3 clusters Score -23559.37 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -23610.853516 Penalty: 1874.704346 Iteration 2F: 3 clusters Score -23610.85 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -23623.601562 Penalty: 1874.704346 Iteration 3Q: 3 clusters Score -23623.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -23639.146484 Penalty: 1874.704346 Iteration 4Q: 3 clusters Score -23639.15 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -23666.851562 Penalty: 1874.704346 Iteration 5Q: 3 clusters Score -23666.85 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -23676.867188 Penalty: 1874.704346 Iteration 6Q: 3 clusters Score -23676.87 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -23688.962891 Penalty: 1874.704346 Iteration 7Q: 3 clusters Score -23688.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -23689.320312 Penalty: 1874.704346 Iteration 8Q: 3 clusters Score -23689.32 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -23689.320312 Penalty: 1874.704346 Iteration 9F: 3 clusters Score -23689.32 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (2391 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2391 members Entering Unmasked Estep Score: -237361.125000 Penalty: 1264.163452 Iteration 0F: 2 clusters Score -237361.1 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 1197 members Entering Unmasked Estep Score: -235018.281250 Penalty: 2528.326904 Iteration 0F: 3 clusters Score -235018.3 nChanged 838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -235535.859375 Penalty: 2528.326904 Iteration 1F: 3 clusters Score -235535.9 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -235663.312500 Penalty: 2528.326904 Iteration 2F: 3 clusters Score -235663.3 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -235742.687500 Penalty: 2528.326904 Iteration 3F: 3 clusters Score -235742.7 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -235788.984375 Penalty: 2528.326904 Iteration 4Q: 3 clusters Score -235789 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -235826.859375 Penalty: 2528.326904 Iteration 5Q: 3 clusters Score -235826.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -235849.406250 Penalty: 2528.326904 Iteration 6Q: 3 clusters Score -235849.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -235869.281250 Penalty: 2528.326904 Iteration 7Q: 3 clusters Score -235869.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -235882.578125 Penalty: 2528.326904 Iteration 8Q: 3 clusters Score -235882.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -235891.437500 Penalty: 2528.326904 Iteration 9Q: 3 clusters Score -235891.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -235901.031250 Penalty: 2528.326904 Iteration 10Q: 3 clusters Score -235901 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -235911.031250 Penalty: 2528.326904 Iteration 11Q: 3 clusters Score -235911 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -235919.546875 Penalty: 2528.326904 Iteration 12Q: 3 clusters Score -235919.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -235930.046875 Penalty: 2528.326904 Iteration 13Q: 3 clusters Score -235930 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -235936.375000 Penalty: 2528.326904 Iteration 14Q: 3 clusters Score -235936.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -235943.859375 Penalty: 2528.326904 Iteration 15Q: 3 clusters Score -235943.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -235952.234375 Penalty: 2528.326904 Iteration 16Q: 3 clusters Score -235952.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -235961.625000 Penalty: 2528.326904 Iteration 17Q: 3 clusters Score -235961.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -235973.312500 Penalty: 2528.326904 Iteration 18Q: 3 clusters Score -235973.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -235985.984375 Penalty: 2528.326904 Iteration 19Q: 3 clusters Score -235986 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -236003.218750 Penalty: 2528.326904 Iteration 20F: 3 clusters Score -236003.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -236014.953125 Penalty: 2528.326904 Iteration 21Q: 3 clusters Score -236015 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -236026.343750 Penalty: 2528.326904 Iteration 22Q: 3 clusters Score -236026.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -236036.015625 Penalty: 2528.326904 Iteration 23Q: 3 clusters Score -236036 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -236047.171875 Penalty: 2528.326904 Iteration 24Q: 3 clusters Score -236047.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -236058.750000 Penalty: 2528.326904 Iteration 25Q: 3 clusters Score -236058.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -236074.953125 Penalty: 2528.326904 Iteration 26Q: 3 clusters Score -236075 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -236091.187500 Penalty: 2528.326904 Iteration 27Q: 3 clusters Score -236091.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -236102.125000 Penalty: 2528.326904 Iteration 28Q: 3 clusters Score -236102.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -236108.078125 Penalty: 2528.326904 Iteration 29Q: 3 clusters Score -236108.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -236112.468750 Penalty: 2528.326904 Iteration 30Q: 3 clusters Score -236112.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -236118.890625 Penalty: 2528.326904 Iteration 31Q: 3 clusters Score -236118.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -236125.312500 Penalty: 2528.326904 Iteration 32Q: 3 clusters Score -236125.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -236130.234375 Penalty: 2528.326904 Iteration 33Q: 3 clusters Score -236130.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -236135.937500 Penalty: 2528.326904 Iteration 34Q: 3 clusters Score -236135.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -236148.968750 Penalty: 2528.326904 Iteration 35Q: 3 clusters Score -236149 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -236162.656250 Penalty: 2528.326904 Iteration 36Q: 3 clusters Score -236162.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -236172.375000 Penalty: 2528.326904 Iteration 37Q: 3 clusters Score -236172.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -236177.031250 Penalty: 2528.326904 Iteration 38Q: 3 clusters Score -236177 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -236181.031250 Penalty: 2528.326904 Iteration 39Q: 3 clusters Score -236181 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -236184.843750 Penalty: 2528.326904 Iteration 40F: 3 clusters Score -236184.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -236190.203125 Penalty: 2528.326904 Iteration 41Q: 3 clusters Score -236190.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -236194.109375 Penalty: 2528.326904 Iteration 42Q: 3 clusters Score -236194.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -236197.906250 Penalty: 2528.326904 Iteration 43Q: 3 clusters Score -236197.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -236201.859375 Penalty: 2528.326904 Iteration 44Q: 3 clusters Score -236201.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -236206.375000 Penalty: 2528.326904 Iteration 45Q: 3 clusters Score -236206.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -236211.500000 Penalty: 2528.326904 Iteration 46Q: 3 clusters Score -236211.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -236217.875000 Penalty: 2528.326904 Iteration 47Q: 3 clusters Score -236217.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -236223.000000 Penalty: 2528.326904 Iteration 48Q: 3 clusters Score -236223 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -236229.703125 Penalty: 2528.326904 Iteration 49Q: 3 clusters Score -236229.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -236234.218750 Penalty: 2528.326904 Iteration 50Q: 3 clusters Score -236234.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -236236.234375 Penalty: 2528.326904 Iteration 51Q: 3 clusters Score -236236.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -236236.593750 Penalty: 2528.326904 Iteration 52Q: 3 clusters Score -236236.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -236239.359375 Penalty: 2528.326904 Iteration 53Q: 3 clusters Score -236239.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -236239.625000 Penalty: 2528.326904 Iteration 54Q: 3 clusters Score -236239.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -236240.281250 Penalty: 2528.326904 Iteration 55Q: 3 clusters Score -236240.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -236240.734375 Penalty: 2528.326904 Iteration 56Q: 3 clusters Score -236240.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -236240.734375 Penalty: 2528.326904 Iteration 57F: 3 clusters Score -236240.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (3416 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3416 members Entering Unmasked Estep Score: -336138.375000 Penalty: 1322.136719 Iteration 0F: 2 clusters Score -336138.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -333192.062500 Penalty: 2644.273438 Iteration 0F: 3 clusters Score -333192.1 nChanged 1309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -333919.843750 Penalty: 2644.273438 Iteration 1F: 3 clusters Score -333919.8 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -334051.656250 Penalty: 2644.273438 Iteration 2F: 3 clusters Score -334051.7 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -334146.343750 Penalty: 2644.273438 Iteration 3Q: 3 clusters Score -334146.3 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -334216.000000 Penalty: 2644.273438 Iteration 4Q: 3 clusters Score -334216 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -334266.531250 Penalty: 2644.273438 Iteration 5Q: 3 clusters Score -334266.5 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -334302.750000 Penalty: 2644.273438 Iteration 6Q: 3 clusters Score -334302.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -334330.031250 Penalty: 2644.273438 Iteration 7Q: 3 clusters Score -334330 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -334352.812500 Penalty: 2644.273438 Iteration 8Q: 3 clusters Score -334352.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -334374.250000 Penalty: 2644.273438 Iteration 9Q: 3 clusters Score -334374.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -334406.343750 Penalty: 2644.273438 Iteration 10Q: 3 clusters Score -334406.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 2090 members Entering Unmasked Estep Score: -334437.093750 Penalty: 2644.273438 Iteration 11Q: 3 clusters Score -334437.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -334458.437500 Penalty: 2644.273438 Iteration 12Q: 3 clusters Score -334458.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -334486.781250 Penalty: 2644.273438 Iteration 13Q: 3 clusters Score -334486.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -334508.468750 Penalty: 2644.273438 Iteration 14Q: 3 clusters Score -334508.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 2218 members Entering Unmasked Estep Score: -334525.156250 Penalty: 2644.273438 Iteration 15Q: 3 clusters Score -334525.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -334543.843750 Penalty: 2644.273438 Iteration 16Q: 3 clusters Score -334543.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -334565.093750 Penalty: 2644.273438 Iteration 17Q: 3 clusters Score -334565.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -334581.375000 Penalty: 2644.273438 Iteration 18Q: 3 clusters Score -334581.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 2324 members Entering Unmasked Estep Score: -334598.250000 Penalty: 2644.273438 Iteration 19Q: 3 clusters Score -334598.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 2362 members Entering Unmasked Estep Score: -334626.812500 Penalty: 2644.273438 Iteration 20F: 3 clusters Score -334626.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -334652.250000 Penalty: 2644.273438 Iteration 21Q: 3 clusters Score -334652.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -334678.593750 Penalty: 2644.273438 Iteration 22Q: 3 clusters Score -334678.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 2473 members Entering Unmasked Estep Score: -334704.656250 Penalty: 2644.273438 Iteration 23Q: 3 clusters Score -334704.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -334727.343750 Penalty: 2644.273438 Iteration 24Q: 3 clusters Score -334727.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 2530 members Entering Unmasked Estep Score: -334746.343750 Penalty: 2644.273438 Iteration 25Q: 3 clusters Score -334746.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 2560 members Entering Unmasked Estep Score: -334768.406250 Penalty: 2644.273438 Iteration 26Q: 3 clusters Score -334768.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 2582 members Entering Unmasked Estep Score: -334786.406250 Penalty: 2644.273438 Iteration 27Q: 3 clusters Score -334786.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 2607 members Entering Unmasked Estep Score: -334802.750000 Penalty: 2644.273438 Iteration 28Q: 3 clusters Score -334802.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 2632 members Entering Unmasked Estep Score: -334819.562500 Penalty: 2644.273438 Iteration 29Q: 3 clusters Score -334819.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 2651 members Entering Unmasked Estep Score: -334833.437500 Penalty: 2644.273438 Iteration 30Q: 3 clusters Score -334833.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 2677 members Entering Unmasked Estep Score: -334849.906250 Penalty: 2644.273438 Iteration 31Q: 3 clusters Score -334849.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 2692 members Entering Unmasked Estep Score: -334864.937500 Penalty: 2644.273438 Iteration 32Q: 3 clusters Score -334864.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 2712 members Entering Unmasked Estep Score: -334880.843750 Penalty: 2644.273438 Iteration 33Q: 3 clusters Score -334880.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 2734 members Entering Unmasked Estep Score: -334899.531250 Penalty: 2644.273438 Iteration 34Q: 3 clusters Score -334899.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 2755 members Entering Unmasked Estep Score: -334918.218750 Penalty: 2644.273438 Iteration 35Q: 3 clusters Score -334918.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 2767 members Entering Unmasked Estep Score: -334927.625000 Penalty: 2644.273438 Iteration 36Q: 3 clusters Score -334927.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 2781 members Entering Unmasked Estep Score: -334937.812500 Penalty: 2644.273438 Iteration 37Q: 3 clusters Score -334937.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -334951.156250 Penalty: 2644.273438 Iteration 38Q: 3 clusters Score -334951.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 2815 members Entering Unmasked Estep Score: -334960.968750 Penalty: 2644.273438 Iteration 39Q: 3 clusters Score -334961 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 2826 members Entering Unmasked Estep Score: -334967.750000 Penalty: 2644.273438 Iteration 40F: 3 clusters Score -334967.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 2839 members Entering Unmasked Estep Score: -334975.937500 Penalty: 2644.273438 Iteration 41Q: 3 clusters Score -334975.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 2849 members Entering Unmasked Estep Score: -334981.250000 Penalty: 2644.273438 Iteration 42Q: 3 clusters Score -334981.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 2854 members Entering Unmasked Estep Score: -334984.781250 Penalty: 2644.273438 Iteration 43Q: 3 clusters Score -334984.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 2862 members Entering Unmasked Estep Score: -334987.812500 Penalty: 2644.273438 Iteration 44Q: 3 clusters Score -334987.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 2869 members Entering Unmasked Estep Score: -334990.750000 Penalty: 2644.273438 Iteration 45Q: 3 clusters Score -334990.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 2872 members Entering Unmasked Estep Score: -334994.000000 Penalty: 2644.273438 Iteration 46Q: 3 clusters Score -334994 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 2874 members Entering Unmasked Estep Score: -334994.687500 Penalty: 2644.273438 Iteration 47Q: 3 clusters Score -334994.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 2877 members Entering Unmasked Estep Score: -334996.406250 Penalty: 2644.273438 Iteration 48Q: 3 clusters Score -334996.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 2881 members Entering Unmasked Estep Score: -334999.375000 Penalty: 2644.273438 Iteration 49Q: 3 clusters Score -334999.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 2885 members Entering Unmasked Estep Score: -335002.843750 Penalty: 2644.273438 Iteration 50Q: 3 clusters Score -335002.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 2889 members Entering Unmasked Estep Score: -335004.406250 Penalty: 2644.273438 Iteration 51Q: 3 clusters Score -335004.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 2891 members Entering Unmasked Estep Score: -335004.781250 Penalty: 2644.273438 Iteration 52Q: 3 clusters Score -335004.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 2893 members Entering Unmasked Estep Score: -335006.000000 Penalty: 2644.273438 Iteration 53Q: 3 clusters Score -335006 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 2893 members Entering Unmasked Estep Score: -335006.000000 Penalty: 2644.273438 Iteration 54F: 3 clusters Score -335006 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (2048 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Entering Unmasked Estep Score: -189974.765625 Penalty: 1239.000610 Iteration 0F: 2 clusters Score -189974.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -187857.328125 Penalty: 2478.001221 Iteration 0F: 3 clusters Score -187857.3 nChanged 733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -188377.015625 Penalty: 2478.001221 Iteration 1F: 3 clusters Score -188377 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -188562.781250 Penalty: 2478.001221 Iteration 2F: 3 clusters Score -188562.8 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -188719.640625 Penalty: 2478.001221 Iteration 3F: 3 clusters Score -188719.6 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -188829.140625 Penalty: 2478.001221 Iteration 4F: 3 clusters Score -188829.1 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -188898.812500 Penalty: 2478.001221 Iteration 5Q: 3 clusters Score -188898.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -188955.015625 Penalty: 2478.001221 Iteration 6Q: 3 clusters Score -188955 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -188988.812500 Penalty: 2478.001221 Iteration 7Q: 3 clusters Score -188988.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -189014.203125 Penalty: 2478.001221 Iteration 8Q: 3 clusters Score -189014.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -189040.828125 Penalty: 2478.001221 Iteration 9Q: 3 clusters Score -189040.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -189063.203125 Penalty: 2478.001221 Iteration 10Q: 3 clusters Score -189063.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -189078.093750 Penalty: 2478.001221 Iteration 11Q: 3 clusters Score -189078.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -189094.437500 Penalty: 2478.001221 Iteration 12Q: 3 clusters Score -189094.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -189101.953125 Penalty: 2478.001221 Iteration 13Q: 3 clusters Score -189102 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -189104.234375 Penalty: 2478.001221 Iteration 14Q: 3 clusters Score -189104.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -189105.593750 Penalty: 2478.001221 Iteration 15Q: 3 clusters Score -189105.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -189107.421875 Penalty: 2478.001221 Iteration 16Q: 3 clusters Score -189107.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -189108.546875 Penalty: 2478.001221 Iteration 17Q: 3 clusters Score -189108.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -189110.515625 Penalty: 2478.001221 Iteration 18Q: 3 clusters Score -189110.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -189111.437500 Penalty: 2478.001221 Iteration 19Q: 3 clusters Score -189111.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -189111.671875 Penalty: 2478.001221 Iteration 20F: 3 clusters Score -189111.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (20748 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20748 members Entering Unmasked Estep Score: -1906735.125000 Penalty: 1615.283447 Iteration 0F: 2 clusters Score -1906735 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10444 members Mstep: Class 2 contains 10304 members Entering Unmasked Estep Score: -1892700.250000 Penalty: 3230.566895 Iteration 0F: 3 clusters Score -1892700 nChanged 9451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10889 members Mstep: Class 2 contains 9859 members Entering Unmasked Estep Score: -1898029.625000 Penalty: 3230.566895 Iteration 1F: 3 clusters Score -1898030 nChanged 1153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11114 members Mstep: Class 2 contains 9634 members Entering Unmasked Estep Score: -1898638.750000 Penalty: 3230.566895 Iteration 2F: 3 clusters Score -1898639 nChanged 1353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11391 members Mstep: Class 2 contains 9357 members Entering Unmasked Estep Score: -1899796.875000 Penalty: 3230.566895 Iteration 3F: 3 clusters Score -1899797 nChanged 1794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11785 members Mstep: Class 2 contains 8963 members Entering Unmasked Estep Score: -1902604.375000 Penalty: 3230.566895 Iteration 4F: 3 clusters Score -1902604 nChanged 2190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12651 members Mstep: Class 2 contains 8097 members Entering Unmasked Estep Score: -1907624.875000 Penalty: 3230.566895 Iteration 5F: 3 clusters Score -1907625 nChanged 1876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14021 members Mstep: Class 2 contains 6727 members Entering Unmasked Estep Score: -1909922.625000 Penalty: 3230.566895 Iteration 6F: 3 clusters Score -1909923 nChanged 906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14743 members Mstep: Class 2 contains 6005 members Entering Unmasked Estep Score: -1910654.375000 Penalty: 3230.566895 Iteration 7Q: 3 clusters Score -1910654 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15009 members Mstep: Class 2 contains 5739 members Entering Unmasked Estep Score: -1910910.625000 Penalty: 3230.566895 Iteration 8Q: 3 clusters Score -1910911 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15089 members Mstep: Class 2 contains 5659 members Entering Unmasked Estep Score: -1910978.000000 Penalty: 3230.566895 Iteration 9Q: 3 clusters Score -1910978 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15149 members Mstep: Class 2 contains 5599 members Entering Unmasked Estep Score: -1911030.375000 Penalty: 3230.566895 Iteration 10Q: 3 clusters Score -1911030 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15208 members Mstep: Class 2 contains 5540 members Entering Unmasked Estep Score: -1911110.625000 Penalty: 3230.566895 Iteration 11Q: 3 clusters Score -1911111 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15300 members Mstep: Class 2 contains 5448 members Entering Unmasked Estep Score: -1911407.625000 Penalty: 3230.566895 Iteration 12Q: 3 clusters Score -1911408 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15424 members Mstep: Class 2 contains 5324 members Entering Unmasked Estep Score: -1912376.000000 Penalty: 3230.566895 Iteration 13Q: 3 clusters Score -1912376 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15523 members Mstep: Class 2 contains 5225 members Entering Unmasked Estep Score: -1914167.000000 Penalty: 3230.566895 Iteration 14Q: 3 clusters Score -1914167 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15555 members Mstep: Class 2 contains 5193 members Entering Unmasked Estep Score: -1914519.750000 Penalty: 3230.566895 Iteration 15Q: 3 clusters Score -1914520 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15562 members Mstep: Class 2 contains 5186 members Entering Unmasked Estep Score: -1914522.000000 Penalty: 3230.566895 Iteration 16Q: 3 clusters Score -1914522 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15562 members Mstep: Class 2 contains 5186 members Entering Unmasked Estep Score: -1914522.000000 Penalty: 3230.566895 Iteration 17F: 3 clusters Score -1914522 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 2325 members Mstep: Class 3 contains 1423 members Mstep: Class 4 contains 7878 members Mstep: Class 5 contains 1724 members Mstep: Class 6 contains 6931 members Mstep: Class 7 contains 886 members Mstep: Class 8 contains 5186 members Mstep: Class 9 contains 1336 members Mstep: Class 10 contains 406 members Mstep: Class 11 contains 945 members Mstep: Class 12 contains 12652 members Mstep: Class 13 contains 803 members Mstep: Class 14 contains 91921 members Mstep: Class 15 contains 6971 members Mstep: Class 16 contains 3142 members Mstep: Class 17 contains 320 members Mstep: Class 18 contains 2391 members Mstep: Class 19 contains 3416 members Mstep: Class 20 contains 2048 members Mstep: Class 21 contains 15562 members Mstep: Class 22 contains 34387 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 137857 members Mstep: Class 25 contains 835 members Mstep: Class 26 contains 2409 members Entering Unmasked Estep Score: -33081380.000000 Penalty: 53869.488281 Splitting cluster 21 changes total score from -33074012.000000 to -33081380.000000 So it's getting split into cluster 8. Entering ConstructFrom: Trying to split cluster 22 (34387 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34387 members Entering Unmasked Estep Score: -3289716.500000 Penalty: 1697.382935 Iteration 0F: 2 clusters Score -3289716 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17252 members Mstep: Class 2 contains 17135 members Entering Unmasked Estep Score: -3266661.500000 Penalty: 3394.765869 Iteration 0F: 3 clusters Score -3266662 nChanged 15935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17499 members Mstep: Class 2 contains 16888 members Entering Unmasked Estep Score: -3275709.500000 Penalty: 3394.765869 Iteration 1F: 3 clusters Score -3275710 nChanged 1684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17637 members Mstep: Class 2 contains 16750 members Entering Unmasked Estep Score: -3276402.000000 Penalty: 3394.765869 Iteration 2Q: 3 clusters Score -3276402 nChanged 1750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17845 members Mstep: Class 2 contains 16542 members Entering Unmasked Estep Score: -3277216.500000 Penalty: 3394.765869 Iteration 3F: 3 clusters Score -3277216 nChanged 1871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18118 members Mstep: Class 2 contains 16269 members Entering Unmasked Estep Score: -3278265.250000 Penalty: 3394.765869 Iteration 4F: 3 clusters Score -3278265 nChanged 2088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18478 members Mstep: Class 2 contains 15909 members Entering Unmasked Estep Score: -3279639.500000 Penalty: 3394.765869 Iteration 5F: 3 clusters Score -3279640 nChanged 2246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18774 members Mstep: Class 2 contains 15613 members Entering Unmasked Estep Score: -3281295.750000 Penalty: 3394.765869 Iteration 6F: 3 clusters Score -3281296 nChanged 2148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19070 members Mstep: Class 2 contains 15317 members Entering Unmasked Estep Score: -3282890.750000 Penalty: 3394.765869 Iteration 7F: 3 clusters Score -3282891 nChanged 1709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19295 members Mstep: Class 2 contains 15092 members Entering Unmasked Estep Score: -3283785.500000 Penalty: 3394.765869 Iteration 8Q: 3 clusters Score -3283786 nChanged 1131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19486 members Mstep: Class 2 contains 14901 members Entering Unmasked Estep Score: -3284154.250000 Penalty: 3394.765869 Iteration 9Q: 3 clusters Score -3284154 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19688 members Mstep: Class 2 contains 14699 members Entering Unmasked Estep Score: -3284274.750000 Penalty: 3394.765869 Iteration 10Q: 3 clusters Score -3284275 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19868 members Mstep: Class 2 contains 14519 members Entering Unmasked Estep Score: -3284364.750000 Penalty: 3394.765869 Iteration 11Q: 3 clusters Score -3284365 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20041 members Mstep: Class 2 contains 14346 members Entering Unmasked Estep Score: -3284411.750000 Penalty: 3394.765869 Iteration 12Q: 3 clusters Score -3284412 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20259 members Mstep: Class 2 contains 14128 members Entering Unmasked Estep Score: -3284483.500000 Penalty: 3394.765869 Iteration 13Q: 3 clusters Score -3284484 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20464 members Mstep: Class 2 contains 13923 members Entering Unmasked Estep Score: -3284518.750000 Penalty: 3394.765869 Iteration 14Q: 3 clusters Score -3284519 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20659 members Mstep: Class 2 contains 13728 members Entering Unmasked Estep Score: -3284582.250000 Penalty: 3394.765869 Iteration 15Q: 3 clusters Score -3284582 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20855 members Mstep: Class 2 contains 13532 members Entering Unmasked Estep Score: -3284603.500000 Penalty: 3394.765869 Iteration 16Q: 3 clusters Score -3284604 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21043 members Mstep: Class 2 contains 13344 members Entering Unmasked Estep Score: -3284630.000000 Penalty: 3394.765869 Iteration 17Q: 3 clusters Score -3284630 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21239 members Mstep: Class 2 contains 13148 members Entering Unmasked Estep Score: -3284674.500000 Penalty: 3394.765869 Iteration 18Q: 3 clusters Score -3284674 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21448 members Mstep: Class 2 contains 12939 members Entering Unmasked Estep Score: -3284716.000000 Penalty: 3394.765869 Iteration 19Q: 3 clusters Score -3284716 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21655 members Mstep: Class 2 contains 12732 members Entering Unmasked Estep Score: -3284753.000000 Penalty: 3394.765869 Iteration 20F: 3 clusters Score -3284753 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21866 members Mstep: Class 2 contains 12521 members Entering Unmasked Estep Score: -3284789.000000 Penalty: 3394.765869 Iteration 21Q: 3 clusters Score -3284789 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22087 members Mstep: Class 2 contains 12300 members Entering Unmasked Estep Score: -3284803.250000 Penalty: 3394.765869 Iteration 22Q: 3 clusters Score -3284803 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22321 members Mstep: Class 2 contains 12066 members Entering Unmasked Estep Score: -3284848.750000 Penalty: 3394.765869 Iteration 23Q: 3 clusters Score -3284849 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22590 members Mstep: Class 2 contains 11797 members Entering Unmasked Estep Score: -3284890.000000 Penalty: 3394.765869 Iteration 24Q: 3 clusters Score -3284890 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22892 members Mstep: Class 2 contains 11495 members Entering Unmasked Estep Score: -3284947.500000 Penalty: 3394.765869 Iteration 25Q: 3 clusters Score -3284948 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23187 members Mstep: Class 2 contains 11200 members Entering Unmasked Estep Score: -3285021.750000 Penalty: 3394.765869 Iteration 26Q: 3 clusters Score -3285022 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23497 members Mstep: Class 2 contains 10890 members Entering Unmasked Estep Score: -3285080.750000 Penalty: 3394.765869 Iteration 27Q: 3 clusters Score -3285081 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23836 members Mstep: Class 2 contains 10551 members Entering Unmasked Estep Score: -3285158.750000 Penalty: 3394.765869 Iteration 28Q: 3 clusters Score -3285159 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24218 members Mstep: Class 2 contains 10169 members Entering Unmasked Estep Score: -3285255.250000 Penalty: 3394.765869 Iteration 29Q: 3 clusters Score -3285255 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24579 members Mstep: Class 2 contains 9808 members Entering Unmasked Estep Score: -3285342.500000 Penalty: 3394.765869 Iteration 30Q: 3 clusters Score -3285342 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24945 members Mstep: Class 2 contains 9442 members Entering Unmasked Estep Score: -3285408.250000 Penalty: 3394.765869 Iteration 31Q: 3 clusters Score -3285408 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25298 members Mstep: Class 2 contains 9089 members Entering Unmasked Estep Score: -3285500.750000 Penalty: 3394.765869 Iteration 32Q: 3 clusters Score -3285501 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25701 members Mstep: Class 2 contains 8686 members Entering Unmasked Estep Score: -3285613.750000 Penalty: 3394.765869 Iteration 33Q: 3 clusters Score -3285614 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26094 members Mstep: Class 2 contains 8293 members Entering Unmasked Estep Score: -3285722.000000 Penalty: 3394.765869 Iteration 34Q: 3 clusters Score -3285722 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26482 members Mstep: Class 2 contains 7905 members Entering Unmasked Estep Score: -3285827.000000 Penalty: 3394.765869 Iteration 35Q: 3 clusters Score -3285827 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26911 members Mstep: Class 2 contains 7476 members Entering Unmasked Estep Score: -3285938.750000 Penalty: 3394.765869 Iteration 36Q: 3 clusters Score -3285939 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27342 members Mstep: Class 2 contains 7045 members Entering Unmasked Estep Score: -3286072.000000 Penalty: 3394.765869 Iteration 37Q: 3 clusters Score -3286072 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27775 members Mstep: Class 2 contains 6612 members Entering Unmasked Estep Score: -3286198.000000 Penalty: 3394.765869 Iteration 38Q: 3 clusters Score -3286198 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28204 members Mstep: Class 2 contains 6183 members Entering Unmasked Estep Score: -3286338.750000 Penalty: 3394.765869 Iteration 39Q: 3 clusters Score -3286339 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28616 members Mstep: Class 2 contains 5771 members Entering Unmasked Estep Score: -3286465.250000 Penalty: 3394.765869 Iteration 40F: 3 clusters Score -3286465 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29001 members Mstep: Class 2 contains 5386 members Entering Unmasked Estep Score: -3286597.500000 Penalty: 3394.765869 Iteration 41Q: 3 clusters Score -3286598 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29385 members Mstep: Class 2 contains 5002 members Entering Unmasked Estep Score: -3286721.500000 Penalty: 3394.765869 Iteration 42Q: 3 clusters Score -3286722 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29759 members Mstep: Class 2 contains 4628 members Entering Unmasked Estep Score: -3286868.500000 Penalty: 3394.765869 Iteration 43Q: 3 clusters Score -3286868 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30111 members Mstep: Class 2 contains 4276 members Entering Unmasked Estep Score: -3286973.500000 Penalty: 3394.765869 Iteration 44Q: 3 clusters Score -3286974 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30465 members Mstep: Class 2 contains 3922 members Entering Unmasked Estep Score: -3287117.250000 Penalty: 3394.765869 Iteration 45Q: 3 clusters Score -3287117 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30817 members Mstep: Class 2 contains 3570 members Entering Unmasked Estep Score: -3287243.000000 Penalty: 3394.765869 Iteration 46Q: 3 clusters Score -3287243 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31145 members Mstep: Class 2 contains 3242 members Entering Unmasked Estep Score: -3287376.000000 Penalty: 3394.765869 Iteration 47Q: 3 clusters Score -3287376 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31433 members Mstep: Class 2 contains 2954 members Entering Unmasked Estep Score: -3287480.000000 Penalty: 3394.765869 Iteration 48Q: 3 clusters Score -3287480 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31673 members Mstep: Class 2 contains 2714 members Entering Unmasked Estep Score: -3287585.500000 Penalty: 3394.765869 Iteration 49Q: 3 clusters Score -3287586 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31918 members Mstep: Class 2 contains 2469 members Entering Unmasked Estep Score: -3287669.500000 Penalty: 3394.765869 Iteration 50Q: 3 clusters Score -3287670 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32142 members Mstep: Class 2 contains 2245 members Entering Unmasked Estep Score: -3287764.250000 Penalty: 3394.765869 Iteration 51Q: 3 clusters Score -3287764 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32348 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -3287866.500000 Penalty: 3394.765869 Iteration 52Q: 3 clusters Score -3287866 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32551 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -3287942.250000 Penalty: 3394.765869 Iteration 53Q: 3 clusters Score -3287942 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32701 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -3287990.750000 Penalty: 3394.765869 Iteration 54Q: 3 clusters Score -3287991 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32815 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -3288029.750000 Penalty: 3394.765869 Iteration 55Q: 3 clusters Score -3288030 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32909 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -3288051.750000 Penalty: 3394.765869 Iteration 56Q: 3 clusters Score -3288052 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32987 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -3288084.250000 Penalty: 3394.765869 Iteration 57Q: 3 clusters Score -3288084 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33062 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -3288119.000000 Penalty: 3394.765869 Iteration 58Q: 3 clusters Score -3288119 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33126 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -3288154.000000 Penalty: 3394.765869 Iteration 59Q: 3 clusters Score -3288154 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33184 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -3288170.250000 Penalty: 3394.765869 Iteration 60F: 3 clusters Score -3288170 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33243 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -3288196.500000 Penalty: 3394.765869 Iteration 61Q: 3 clusters Score -3288196 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33296 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -3288211.750000 Penalty: 3394.765869 Iteration 62Q: 3 clusters Score -3288212 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33351 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -3288238.250000 Penalty: 3394.765869 Iteration 63Q: 3 clusters Score -3288238 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33396 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -3288256.750000 Penalty: 3394.765869 Iteration 64Q: 3 clusters Score -3288257 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33435 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -3288274.750000 Penalty: 3394.765869 Iteration 65Q: 3 clusters Score -3288275 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33457 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -3288279.500000 Penalty: 3394.765869 Iteration 66Q: 3 clusters Score -3288280 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33479 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -3288291.250000 Penalty: 3394.765869 Iteration 67Q: 3 clusters Score -3288291 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33497 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -3288296.250000 Penalty: 3394.765869 Iteration 68Q: 3 clusters Score -3288296 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33517 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -3288305.750000 Penalty: 3394.765869 Iteration 69Q: 3 clusters Score -3288306 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33530 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -3288307.750000 Penalty: 3394.765869 Iteration 70Q: 3 clusters Score -3288308 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33537 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -3288309.250000 Penalty: 3394.765869 Iteration 71Q: 3 clusters Score -3288309 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33542 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -3288308.500000 Penalty: 3394.765869 Iteration 72Q: 3 clusters Score -3288308 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33544 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -3288311.000000 Penalty: 3394.765869 Iteration 73Q: 3 clusters Score -3288311 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33549 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -3288316.250000 Penalty: 3394.765869 Iteration 74Q: 3 clusters Score -3288316 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33554 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -3288320.750000 Penalty: 3394.765869 Iteration 75Q: 3 clusters Score -3288321 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33556 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -3288321.250000 Penalty: 3394.765869 Iteration 76Q: 3 clusters Score -3288321 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33558 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -3288317.000000 Penalty: 3394.765869 Iteration 77Q: 3 clusters Score -3288317 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33560 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -3288318.750000 Penalty: 3394.765869 Iteration 78Q: 3 clusters Score -3288319 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33562 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -3288320.250000 Penalty: 3394.765869 Iteration 79Q: 3 clusters Score -3288320 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33564 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -3288321.000000 Penalty: 3394.765869 Iteration 80F: 3 clusters Score -3288321 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33570 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -3288327.750000 Penalty: 3394.765869 Iteration 81Q: 3 clusters Score -3288328 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33576 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -3288325.250000 Penalty: 3394.765869 Iteration 82Q: 3 clusters Score -3288325 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33579 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -3288326.000000 Penalty: 3394.765869 Iteration 83Q: 3 clusters Score -3288326 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33582 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -3288324.750000 Penalty: 3394.765869 Iteration 84Q: 3 clusters Score -3288325 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33584 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -3288328.250000 Penalty: 3394.765869 Iteration 85Q: 3 clusters Score -3288328 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33587 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -3288323.750000 Penalty: 3394.765869 Iteration 86Q: 3 clusters Score -3288324 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33589 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -3288325.000000 Penalty: 3394.765869 Iteration 87Q: 3 clusters Score -3288325 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33591 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -3288324.500000 Penalty: 3394.765869 Iteration 88Q: 3 clusters Score -3288324 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33591 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -3288324.500000 Penalty: 3394.765869 Iteration 89F: 3 clusters Score -3288324 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (327 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Entering Unmasked Estep Score: -27799.427734 Penalty: 940.868591 Iteration 0F: 2 clusters Score -27799.43 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 169 members Entering Unmasked Estep Score: -26921.277344 Penalty: 1881.737183 Iteration 0F: 3 clusters Score -26921.28 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -27007.322266 Penalty: 1881.737183 Iteration 1F: 3 clusters Score -27007.32 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -27042.996094 Penalty: 1881.737183 Iteration 2Q: 3 clusters Score -27043 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -27055.974609 Penalty: 1881.737183 Iteration 3Q: 3 clusters Score -27055.97 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -27059.402344 Penalty: 1881.737183 Iteration 4Q: 3 clusters Score -27059.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -27059.402344 Penalty: 1881.737183 Iteration 5F: 3 clusters Score -27059.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (137857 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137857 members Entering Unmasked Estep Score: -13739213.000000 Penalty: 1923.020386 Iteration 0F: 2 clusters Score -1.373921e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68964 members Mstep: Class 2 contains 68893 members Entering Unmasked Estep Score: -13646848.000000 Penalty: 3846.040771 Iteration 0F: 3 clusters Score -1.364685e+07 nChanged 66527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68013 members Mstep: Class 2 contains 69844 members Entering Unmasked Estep Score: -13686100.000000 Penalty: 3846.040771 Iteration 1F: 3 clusters Score -1.36861e+07 nChanged 4722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67157 members Mstep: Class 2 contains 70700 members Entering Unmasked Estep Score: -13687429.000000 Penalty: 3846.040771 Iteration 2Q: 3 clusters Score -1.368743e+07 nChanged 5407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65810 members Mstep: Class 2 contains 72047 members Entering Unmasked Estep Score: -13689174.000000 Penalty: 3846.040771 Iteration 3Q: 3 clusters Score -1.368917e+07 nChanged 6089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63801 members Mstep: Class 2 contains 74056 members Entering Unmasked Estep Score: -13691338.000000 Penalty: 3846.040771 Iteration 4Q: 3 clusters Score -1.369134e+07 nChanged 6629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61200 members Mstep: Class 2 contains 76657 members Entering Unmasked Estep Score: -13693854.000000 Penalty: 3846.040771 Iteration 5Q: 3 clusters Score -1.369385e+07 nChanged 6926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58030 members Mstep: Class 2 contains 79827 members Entering Unmasked Estep Score: -13696289.000000 Penalty: 3846.040771 Iteration 6F: 3 clusters Score -1.369629e+07 nChanged 6810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54240 members Mstep: Class 2 contains 83617 members Entering Unmasked Estep Score: -13698918.000000 Penalty: 3846.040771 Iteration 7Q: 3 clusters Score -1.369892e+07 nChanged 6665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49609 members Mstep: Class 2 contains 88248 members Entering Unmasked Estep Score: -13701597.000000 Penalty: 3846.040771 Iteration 8Q: 3 clusters Score -1.37016e+07 nChanged 6534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44139 members Mstep: Class 2 contains 93718 members Entering Unmasked Estep Score: -13704527.000000 Penalty: 3846.040771 Iteration 9Q: 3 clusters Score -1.370453e+07 nChanged 6569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37910 members Mstep: Class 2 contains 99947 members Entering Unmasked Estep Score: -13707788.000000 Penalty: 3846.040771 Iteration 10Q: 3 clusters Score -1.370779e+07 nChanged 7097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30861 members Mstep: Class 2 contains 106996 members Entering Unmasked Estep Score: -13712086.000000 Penalty: 3846.040771 Iteration 11F: 3 clusters Score -1.371209e+07 nChanged 7747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23116 members Mstep: Class 2 contains 114741 members Entering Unmasked Estep Score: -13717596.000000 Penalty: 3846.040771 Iteration 12F: 3 clusters Score -1.37176e+07 nChanged 7734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15382 members Mstep: Class 2 contains 122475 members Entering Unmasked Estep Score: -13723935.000000 Penalty: 3846.040771 Iteration 13F: 3 clusters Score -1.372394e+07 nChanged 6697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8685 members Mstep: Class 2 contains 129172 members Entering Unmasked Estep Score: -13729744.000000 Penalty: 3846.040771 Iteration 14Q: 3 clusters Score -1.372974e+07 nChanged 4622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4063 members Mstep: Class 2 contains 133794 members Entering Unmasked Estep Score: -13733858.000000 Penalty: 3846.040771 Iteration 15Q: 3 clusters Score -1.373386e+07 nChanged 2428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 136222 members Entering Unmasked Estep Score: -13736014.000000 Penalty: 3846.040771 Iteration 16Q: 3 clusters Score -1.373601e+07 nChanged 949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 137171 members Entering Unmasked Estep Score: -13736913.000000 Penalty: 3846.040771 Iteration 17Q: 3 clusters Score -1.373691e+07 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 137488 members Entering Unmasked Estep Score: -13737256.000000 Penalty: 3846.040771 Iteration 18Q: 3 clusters Score -1.373726e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 137584 members Entering Unmasked Estep Score: -13737389.000000 Penalty: 3846.040771 Iteration 19Q: 3 clusters Score -1.373739e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 137619 members Entering Unmasked Estep Score: -13737421.000000 Penalty: 3846.040771 Iteration 20F: 3 clusters Score -1.373742e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 137637 members Entering Unmasked Estep Score: -13737463.000000 Penalty: 3846.040771 Iteration 21Q: 3 clusters Score -1.373746e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 137655 members Entering Unmasked Estep Score: -13737489.000000 Penalty: 3846.040771 Iteration 22Q: 3 clusters Score -1.373749e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 137662 members Entering Unmasked Estep Score: -13737505.000000 Penalty: 3846.040771 Iteration 23Q: 3 clusters Score -1.37375e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 137670 members Entering Unmasked Estep Score: -13737539.000000 Penalty: 3846.040771 Iteration 24Q: 3 clusters Score -1.373754e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 137673 members Entering Unmasked Estep Score: -13737556.000000 Penalty: 3846.040771 Iteration 25Q: 3 clusters Score -1.373756e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 137672 members Entering Unmasked Estep Score: -13737560.000000 Penalty: 3846.040771 Iteration 26Q: 3 clusters Score -1.373756e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 137672 members Entering Unmasked Estep Score: -13737573.000000 Penalty: 3846.040771 Iteration 27Q: 3 clusters Score -1.373757e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 137674 members Entering Unmasked Estep Score: -13737563.000000 Penalty: 3846.040771 Iteration 28Q: 3 clusters Score -1.373756e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 137675 members Entering Unmasked Estep Score: -13737564.000000 Penalty: 3846.040771 Iteration 29Q: 3 clusters Score -1.373756e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 137675 members Entering Unmasked Estep Score: -13737564.000000 Penalty: 3846.040771 Iteration 30F: 3 clusters Score -1.373756e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (835 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Entering Unmasked Estep Score: -75052.007812 Penalty: 1093.207642 Iteration 0F: 2 clusters Score -75052.01 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -73777.773438 Penalty: 2186.415283 Iteration 0F: 3 clusters Score -73777.77 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -74199.093750 Penalty: 2186.415283 Iteration 1F: 3 clusters Score -74199.09 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -74336.664062 Penalty: 2186.415283 Iteration 2F: 3 clusters Score -74336.66 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -74415.531250 Penalty: 2186.415283 Iteration 3Q: 3 clusters Score -74415.53 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -74477.367188 Penalty: 2186.415283 Iteration 4Q: 3 clusters Score -74477.37 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -74545.226562 Penalty: 2186.415283 Iteration 5Q: 3 clusters Score -74545.23 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -74605.796875 Penalty: 2186.415283 Iteration 6Q: 3 clusters Score -74605.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -74667.914062 Penalty: 2186.415283 Iteration 7Q: 3 clusters Score -74667.91 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -74710.648438 Penalty: 2186.415283 Iteration 8Q: 3 clusters Score -74710.65 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -74733.648438 Penalty: 2186.415283 Iteration 9Q: 3 clusters Score -74733.65 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -74766.742188 Penalty: 2186.415283 Iteration 10Q: 3 clusters Score -74766.74 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -74792.851562 Penalty: 2186.415283 Iteration 11Q: 3 clusters Score -74792.85 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -74805.820312 Penalty: 2186.415283 Iteration 12Q: 3 clusters Score -74805.82 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -74817.296875 Penalty: 2186.415283 Iteration 13Q: 3 clusters Score -74817.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -74833.414062 Penalty: 2186.415283 Iteration 14Q: 3 clusters Score -74833.41 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -74849.421875 Penalty: 2186.415283 Iteration 15Q: 3 clusters Score -74849.42 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -74880.101562 Penalty: 2186.415283 Iteration 16Q: 3 clusters Score -74880.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -74912.859375 Penalty: 2186.415283 Iteration 17Q: 3 clusters Score -74912.86 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -74922.773438 Penalty: 2186.415283 Iteration 18Q: 3 clusters Score -74922.77 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -74928.601562 Penalty: 2186.415283 Iteration 19Q: 3 clusters Score -74928.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -74934.406250 Penalty: 2186.415283 Iteration 20F: 3 clusters Score -74934.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -74936.460938 Penalty: 2186.415283 Iteration 21Q: 3 clusters Score -74936.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -74936.460938 Penalty: 2186.415283 Iteration 22F: 3 clusters Score -74936.46 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (2409 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2409 members Entering Unmasked Estep Score: -230666.875000 Penalty: 1265.382080 Iteration 0F: 2 clusters Score -230666.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -228339.484375 Penalty: 2530.764160 Iteration 0F: 3 clusters Score -228339.5 nChanged 883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -228890.812500 Penalty: 2530.764160 Iteration 1F: 3 clusters Score -228890.8 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -229005.437500 Penalty: 2530.764160 Iteration 2F: 3 clusters Score -229005.4 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -229067.671875 Penalty: 2530.764160 Iteration 3Q: 3 clusters Score -229067.7 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -229119.640625 Penalty: 2530.764160 Iteration 4Q: 3 clusters Score -229119.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -229167.281250 Penalty: 2530.764160 Iteration 5Q: 3 clusters Score -229167.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -229204.781250 Penalty: 2530.764160 Iteration 6Q: 3 clusters Score -229204.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -229246.062500 Penalty: 2530.764160 Iteration 7Q: 3 clusters Score -229246.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -229276.765625 Penalty: 2530.764160 Iteration 8Q: 3 clusters Score -229276.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -229304.343750 Penalty: 2530.764160 Iteration 9Q: 3 clusters Score -229304.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -229330.078125 Penalty: 2530.764160 Iteration 10Q: 3 clusters Score -229330.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -229360.250000 Penalty: 2530.764160 Iteration 11Q: 3 clusters Score -229360.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -229388.000000 Penalty: 2530.764160 Iteration 12Q: 3 clusters Score -229388 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -229416.281250 Penalty: 2530.764160 Iteration 13Q: 3 clusters Score -229416.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -229436.812500 Penalty: 2530.764160 Iteration 14Q: 3 clusters Score -229436.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -229461.796875 Penalty: 2530.764160 Iteration 15Q: 3 clusters Score -229461.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -229487.328125 Penalty: 2530.764160 Iteration 16Q: 3 clusters Score -229487.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -229509.453125 Penalty: 2530.764160 Iteration 17Q: 3 clusters Score -229509.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -229535.109375 Penalty: 2530.764160 Iteration 18Q: 3 clusters Score -229535.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -229554.359375 Penalty: 2530.764160 Iteration 19Q: 3 clusters Score -229554.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -229567.015625 Penalty: 2530.764160 Iteration 20F: 3 clusters Score -229567 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -229569.609375 Penalty: 2530.764160 Iteration 21Q: 3 clusters Score -229569.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -229570.953125 Penalty: 2530.764160 Iteration 22Q: 3 clusters Score -229571 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -229571.421875 Penalty: 2530.764160 Iteration 23Q: 3 clusters Score -229571.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -229571.421875 Penalty: 2530.764160 Iteration 24F: 3 clusters Score -229571.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 2325 members Mstep: Class 3 contains 1423 members Mstep: Class 4 contains 7878 members Mstep: Class 5 contains 1724 members Mstep: Class 6 contains 6931 members Mstep: Class 7 contains 886 members Mstep: Class 9 contains 1336 members Mstep: Class 10 contains 406 members Mstep: Class 11 contains 945 members Mstep: Class 12 contains 12652 members Mstep: Class 13 contains 803 members Mstep: Class 14 contains 91921 members Mstep: Class 15 contains 6971 members Mstep: Class 16 contains 3142 members Mstep: Class 17 contains 320 members Mstep: Class 18 contains 2391 members Mstep: Class 19 contains 3416 members Mstep: Class 20 contains 2048 members Mstep: Class 21 contains 15562 members Mstep: Class 22 contains 34387 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 137857 members Mstep: Class 25 contains 835 members Mstep: Class 26 contains 2409 members Entering Unmasked Estep ConsiderDeletion Score: -33082386.000000 Penalty: 53869.488281 Iteration 79Q: 27 clusters Score -3.308239e+07 nChanged 1054 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 2340 members Mstep: Class 3 contains 1427 members Mstep: Class 4 contains 7906 members Mstep: Class 5 contains 1724 members Mstep: Class 6 contains 6553 members Mstep: Class 7 contains 886 members Mstep: Class 8 contains 5135 members Mstep: Class 9 contains 1336 members Mstep: Class 10 contains 406 members Mstep: Class 11 contains 1161 members Mstep: Class 12 contains 12658 members Mstep: Class 13 contains 812 members Mstep: Class 14 contains 91922 members Mstep: Class 15 contains 6917 members Mstep: Class 16 contains 3136 members Mstep: Class 17 contains 320 members Mstep: Class 18 contains 2392 members Mstep: Class 19 contains 3416 members Mstep: Class 20 contains 2049 members Mstep: Class 21 contains 15361 members Mstep: Class 22 contains 34494 members Mstep: Class 23 contains 329 members Mstep: Class 24 contains 138152 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2411 members Entering Unmasked Estep ConsiderDeletion Score: -33083338.000000 Penalty: 53869.488281 Iteration 80F: 27 clusters Score -3.308334e+07 nChanged 873 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2350 members Mstep: Class 3 contains 1430 members Mstep: Class 4 contains 7940 members Mstep: Class 5 contains 1724 members Mstep: Class 6 contains 6191 members Mstep: Class 7 contains 885 members Mstep: Class 8 contains 5114 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 407 members Mstep: Class 11 contains 1360 members Mstep: Class 12 contains 12653 members Mstep: Class 13 contains 817 members Mstep: Class 14 contains 91921 members Mstep: Class 15 contains 6876 members Mstep: Class 16 contains 3133 members Mstep: Class 17 contains 320 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3417 members Mstep: Class 20 contains 2049 members Mstep: Class 21 contains 15189 members Mstep: Class 22 contains 34565 members Mstep: Class 23 contains 328 members Mstep: Class 24 contains 138436 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2414 members Entering Unmasked Estep ConsiderDeletion Score: -33083716.000000 Penalty: 53869.488281 Iteration 81Q: 27 clusters Score -3.308372e+07 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2360 members Mstep: Class 3 contains 1431 members Mstep: Class 4 contains 7962 members Mstep: Class 5 contains 1727 members Mstep: Class 6 contains 5799 members Mstep: Class 7 contains 885 members Mstep: Class 8 contains 5089 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 406 members Mstep: Class 11 contains 1516 members Mstep: Class 12 contains 12654 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91919 members Mstep: Class 15 contains 6857 members Mstep: Class 16 contains 3126 members Mstep: Class 17 contains 322 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3417 members Mstep: Class 20 contains 2049 members Mstep: Class 21 contains 15060 members Mstep: Class 22 contains 34662 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 138716 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2415 members Entering Unmasked Estep ConsiderDeletion Score: -33083884.000000 Penalty: 53869.488281 Iteration 82Q: 27 clusters Score -3.308388e+07 nChanged 730 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2368 members Mstep: Class 3 contains 1434 members Mstep: Class 4 contains 7988 members Mstep: Class 5 contains 1728 members Mstep: Class 6 contains 5407 members Mstep: Class 7 contains 884 members Mstep: Class 8 contains 5075 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 404 members Mstep: Class 11 contains 1639 members Mstep: Class 12 contains 12655 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91916 members Mstep: Class 15 contains 6830 members Mstep: Class 16 contains 3120 members Mstep: Class 17 contains 324 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3418 members Mstep: Class 20 contains 2049 members Mstep: Class 21 contains 14948 members Mstep: Class 22 contains 34751 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 139018 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2416 members Entering Unmasked Estep ConsiderDeletion Score: -33084034.000000 Penalty: 53869.488281 Iteration 83Q: 27 clusters Score -3.308403e+07 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2374 members Mstep: Class 3 contains 1434 members Mstep: Class 4 contains 8026 members Mstep: Class 5 contains 1729 members Mstep: Class 6 contains 5055 members Mstep: Class 7 contains 885 members Mstep: Class 8 contains 5064 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 402 members Mstep: Class 11 contains 1730 members Mstep: Class 12 contains 12654 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91915 members Mstep: Class 15 contains 6790 members Mstep: Class 16 contains 3121 members Mstep: Class 17 contains 325 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3419 members Mstep: Class 20 contains 2049 members Mstep: Class 21 contains 14866 members Mstep: Class 22 contains 34835 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 139283 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2416 members Entering Unmasked Estep ConsiderDeletion Score: -33084246.000000 Penalty: 53869.488281 Iteration 84Q: 27 clusters Score -3.308425e+07 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2379 members Mstep: Class 3 contains 1434 members Mstep: Class 4 contains 8054 members Mstep: Class 5 contains 1731 members Mstep: Class 6 contains 4711 members Mstep: Class 7 contains 886 members Mstep: Class 8 contains 5059 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 400 members Mstep: Class 11 contains 1802 members Mstep: Class 12 contains 12656 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91912 members Mstep: Class 15 contains 6777 members Mstep: Class 16 contains 3114 members Mstep: Class 17 contains 325 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3418 members Mstep: Class 20 contains 2049 members Mstep: Class 21 contains 14799 members Mstep: Class 22 contains 34916 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 139534 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2416 members Entering Unmasked Estep ConsiderDeletion Score: -33084342.000000 Penalty: 53869.488281 Iteration 85Q: 27 clusters Score -3.308434e+07 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2385 members Mstep: Class 3 contains 1434 members Mstep: Class 4 contains 8087 members Mstep: Class 5 contains 1731 members Mstep: Class 6 contains 4378 members Mstep: Class 7 contains 885 members Mstep: Class 8 contains 5050 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 401 members Mstep: Class 11 contains 1860 members Mstep: Class 12 contains 12654 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91913 members Mstep: Class 15 contains 6759 members Mstep: Class 16 contains 3116 members Mstep: Class 17 contains 324 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3416 members Mstep: Class 20 contains 2049 members Mstep: Class 21 contains 14748 members Mstep: Class 22 contains 34969 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 139795 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2418 members Entering Unmasked Estep ConsiderDeletion Score: -33084520.000000 Penalty: 53869.488281 Iteration 86Q: 27 clusters Score -3.308452e+07 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2391 members Mstep: Class 3 contains 1434 members Mstep: Class 4 contains 8123 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 4072 members Mstep: Class 7 contains 885 members Mstep: Class 8 contains 5043 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 402 members Mstep: Class 11 contains 1899 members Mstep: Class 12 contains 12655 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91911 members Mstep: Class 15 contains 6742 members Mstep: Class 16 contains 3115 members Mstep: Class 17 contains 321 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3416 members Mstep: Class 20 contains 2049 members Mstep: Class 21 contains 14716 members Mstep: Class 22 contains 35018 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 140030 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2420 members Entering Unmasked Estep ConsiderDeletion Score: -33084620.000000 Penalty: 53869.488281 Iteration 87Q: 27 clusters Score -3.308462e+07 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2398 members Mstep: Class 3 contains 1434 members Mstep: Class 4 contains 8169 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 3799 members Mstep: Class 7 contains 885 members Mstep: Class 8 contains 5041 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 1926 members Mstep: Class 12 contains 12656 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91910 members Mstep: Class 15 contains 6741 members Mstep: Class 16 contains 3107 members Mstep: Class 17 contains 320 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3416 members Mstep: Class 20 contains 2048 members Mstep: Class 21 contains 14689 members Mstep: Class 22 contains 35040 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 140237 members Mstep: Class 25 contains 837 members Mstep: Class 26 contains 2422 members Entering Unmasked Estep ConsiderDeletion Score: -33084750.000000 Penalty: 53869.488281 Iteration 88Q: 27 clusters Score -3.308475e+07 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2406 members Mstep: Class 3 contains 1434 members Mstep: Class 4 contains 8206 members Mstep: Class 5 contains 1729 members Mstep: Class 6 contains 3560 members Mstep: Class 7 contains 885 members Mstep: Class 8 contains 5040 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 404 members Mstep: Class 11 contains 1948 members Mstep: Class 12 contains 12656 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91910 members Mstep: Class 15 contains 6750 members Mstep: Class 16 contains 3098 members Mstep: Class 17 contains 319 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2050 members Mstep: Class 21 contains 14667 members Mstep: Class 22 contains 35058 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 140415 members Mstep: Class 25 contains 838 members Mstep: Class 26 contains 2421 members Entering Unmasked Estep ConsiderDeletion Score: -33084836.000000 Penalty: 53869.488281 Iteration 89Q: 27 clusters Score -3.308484e+07 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2419 members Mstep: Class 3 contains 1433 members Mstep: Class 4 contains 8244 members Mstep: Class 5 contains 1729 members Mstep: Class 6 contains 3325 members Mstep: Class 7 contains 885 members Mstep: Class 8 contains 5040 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 404 members Mstep: Class 11 contains 1959 members Mstep: Class 12 contains 12656 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91910 members Mstep: Class 15 contains 6756 members Mstep: Class 16 contains 3095 members Mstep: Class 17 contains 319 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2050 members Mstep: Class 21 contains 14655 members Mstep: Class 22 contains 35071 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 140584 members Mstep: Class 25 contains 837 members Mstep: Class 26 contains 2423 members Entering Unmasked Estep ConsiderDeletion Score: -33084898.000000 Penalty: 53869.488281 Iteration 90Q: 27 clusters Score -3.30849e+07 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2430 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8284 members Mstep: Class 5 contains 1729 members Mstep: Class 6 contains 3135 members Mstep: Class 7 contains 885 members Mstep: Class 8 contains 5038 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 404 members Mstep: Class 11 contains 1976 members Mstep: Class 12 contains 12656 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91910 members Mstep: Class 15 contains 6763 members Mstep: Class 16 contains 3090 members Mstep: Class 17 contains 319 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3413 members Mstep: Class 20 contains 2050 members Mstep: Class 21 contains 14640 members Mstep: Class 22 contains 35069 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 140725 members Mstep: Class 25 contains 837 members Mstep: Class 26 contains 2423 members Entering Unmasked Estep ConsiderDeletion Score: -33085016.000000 Penalty: 53869.488281 Iteration 91Q: 27 clusters Score -3.308502e+07 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2438 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8332 members Mstep: Class 5 contains 1729 members Mstep: Class 6 contains 2966 members Mstep: Class 7 contains 885 members Mstep: Class 8 contains 5035 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 404 members Mstep: Class 11 contains 1991 members Mstep: Class 12 contains 12656 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91910 members Mstep: Class 15 contains 6760 members Mstep: Class 16 contains 3091 members Mstep: Class 17 contains 319 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2050 members Mstep: Class 21 contains 14627 members Mstep: Class 22 contains 35059 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 140851 members Mstep: Class 25 contains 837 members Mstep: Class 26 contains 2422 members Entering Unmasked Estep ConsiderDeletion Score: -33085084.000000 Penalty: 53869.488281 Iteration 92Q: 27 clusters Score -3.308508e+07 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2447 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8359 members Mstep: Class 5 contains 1729 members Mstep: Class 6 contains 2828 members Mstep: Class 7 contains 884 members Mstep: Class 8 contains 5033 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 404 members Mstep: Class 11 contains 2002 members Mstep: Class 12 contains 12656 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91910 members Mstep: Class 15 contains 6762 members Mstep: Class 16 contains 3091 members Mstep: Class 17 contains 319 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2051 members Mstep: Class 21 contains 14618 members Mstep: Class 22 contains 35055 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 140957 members Mstep: Class 25 contains 837 members Mstep: Class 26 contains 2420 members Entering Unmasked Estep ConsiderDeletion Score: -33085188.000000 Penalty: 53869.488281 Iteration 93Q: 27 clusters Score -3.308519e+07 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2455 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8389 members Mstep: Class 5 contains 1728 members Mstep: Class 6 contains 2711 members Mstep: Class 7 contains 883 members Mstep: Class 8 contains 5031 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 404 members Mstep: Class 11 contains 2009 members Mstep: Class 12 contains 12656 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91910 members Mstep: Class 15 contains 6759 members Mstep: Class 16 contains 3091 members Mstep: Class 17 contains 319 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2051 members Mstep: Class 21 contains 14613 members Mstep: Class 22 contains 35043 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 141053 members Mstep: Class 25 contains 837 members Mstep: Class 26 contains 2420 members Entering Unmasked Estep ConsiderDeletion Score: -33085188.000000 Penalty: 53869.488281 Iteration 94Q: 27 clusters Score -3.308519e+07 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2465 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8412 members Mstep: Class 5 contains 1729 members Mstep: Class 6 contains 2612 members Mstep: Class 7 contains 882 members Mstep: Class 8 contains 5031 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 404 members Mstep: Class 11 contains 2009 members Mstep: Class 12 contains 12655 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91910 members Mstep: Class 15 contains 6758 members Mstep: Class 16 contains 3090 members Mstep: Class 17 contains 319 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3415 members Mstep: Class 20 contains 2051 members Mstep: Class 21 contains 14613 members Mstep: Class 22 contains 35022 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 141142 members Mstep: Class 25 contains 837 members Mstep: Class 26 contains 2420 members Entering Unmasked Estep ConsiderDeletion Score: -33085218.000000 Penalty: 53869.488281 Iteration 95Q: 27 clusters Score -3.308522e+07 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2476 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8424 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 2538 members Mstep: Class 7 contains 882 members Mstep: Class 8 contains 5031 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 404 members Mstep: Class 11 contains 2009 members Mstep: Class 12 contains 12654 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91910 members Mstep: Class 15 contains 6741 members Mstep: Class 16 contains 3090 members Mstep: Class 17 contains 319 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3415 members Mstep: Class 20 contains 2051 members Mstep: Class 21 contains 14614 members Mstep: Class 22 contains 35003 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 141228 members Mstep: Class 25 contains 837 members Mstep: Class 26 contains 2420 members Entering Unmasked Estep ConsiderDeletion Score: -33085272.000000 Penalty: 53869.488281 Iteration 96Q: 27 clusters Score -3.308527e+07 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2486 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8444 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 2469 members Mstep: Class 7 contains 882 members Mstep: Class 8 contains 5031 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 404 members Mstep: Class 11 contains 2010 members Mstep: Class 12 contains 12653 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91910 members Mstep: Class 15 contains 6733 members Mstep: Class 16 contains 3087 members Mstep: Class 17 contains 319 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3415 members Mstep: Class 20 contains 2050 members Mstep: Class 21 contains 14614 members Mstep: Class 22 contains 34980 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 141302 members Mstep: Class 25 contains 837 members Mstep: Class 26 contains 2420 members Entering Unmasked Estep ConsiderDeletion Score: -33085266.000000 Penalty: 53869.488281 Iteration 97Q: 27 clusters Score -3.308527e+07 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2500 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8464 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 2397 members Mstep: Class 7 contains 881 members Mstep: Class 8 contains 5031 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 404 members Mstep: Class 11 contains 2010 members Mstep: Class 12 contains 12652 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91910 members Mstep: Class 15 contains 6725 members Mstep: Class 16 contains 3086 members Mstep: Class 17 contains 319 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3415 members Mstep: Class 20 contains 2050 members Mstep: Class 21 contains 14614 members Mstep: Class 22 contains 34955 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 141376 members Mstep: Class 25 contains 837 members Mstep: Class 26 contains 2420 members Entering Unmasked Estep ConsiderDeletion Score: -33085334.000000 Penalty: 53869.488281 Iteration 98Q: 27 clusters Score -3.308533e+07 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2512 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8482 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 2341 members Mstep: Class 7 contains 881 members Mstep: Class 8 contains 5031 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 404 members Mstep: Class 11 contains 2011 members Mstep: Class 12 contains 12652 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91910 members Mstep: Class 15 contains 6709 members Mstep: Class 16 contains 3083 members Mstep: Class 17 contains 319 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3415 members Mstep: Class 20 contains 2050 members Mstep: Class 21 contains 14614 members Mstep: Class 22 contains 34937 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 141438 members Mstep: Class 25 contains 837 members Mstep: Class 26 contains 2420 members Entering Unmasked Estep ConsiderDeletion Score: -33085298.000000 Penalty: 53869.488281 Iteration 99Q: 27 clusters Score -3.30853e+07 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2522 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8508 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 2285 members Mstep: Class 7 contains 880 members Mstep: Class 8 contains 5031 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 404 members Mstep: Class 11 contains 2012 members Mstep: Class 12 contains 12652 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91910 members Mstep: Class 15 contains 6684 members Mstep: Class 16 contains 3081 members Mstep: Class 17 contains 319 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3415 members Mstep: Class 20 contains 2050 members Mstep: Class 21 contains 14614 members Mstep: Class 22 contains 34902 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 141520 members Mstep: Class 25 contains 837 members Mstep: Class 26 contains 2420 members Entering Unmasked Estep ConsiderDeletion Score: -33085358.000000 Penalty: 53869.488281 Iteration 100F: 27 clusters Score -3.308536e+07 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2533 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8529 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 2240 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 5031 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 405 members Mstep: Class 11 contains 2011 members Mstep: Class 12 contains 12652 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91910 members Mstep: Class 15 contains 6666 members Mstep: Class 16 contains 3079 members Mstep: Class 17 contains 319 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3415 members Mstep: Class 20 contains 2051 members Mstep: Class 21 contains 14613 members Mstep: Class 22 contains 34875 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 141583 members Mstep: Class 25 contains 837 members Mstep: Class 26 contains 2418 members Entering Unmasked Estep ConsiderDeletion Score: -33085398.000000 Penalty: 53869.488281 Iteration 101Q: 27 clusters Score -3.30854e+07 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2540 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8555 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 2192 members Mstep: Class 7 contains 878 members Mstep: Class 8 contains 5031 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 405 members Mstep: Class 11 contains 2010 members Mstep: Class 12 contains 12651 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91911 members Mstep: Class 15 contains 6660 members Mstep: Class 16 contains 3078 members Mstep: Class 17 contains 319 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3415 members Mstep: Class 20 contains 2052 members Mstep: Class 21 contains 14612 members Mstep: Class 22 contains 34856 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 141626 members Mstep: Class 25 contains 837 members Mstep: Class 26 contains 2418 members Entering Unmasked Estep ConsiderDeletion Score: -33085450.000000 Penalty: 53869.488281 Iteration 102Q: 27 clusters Score -3.308545e+07 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2548 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8573 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 2148 members Mstep: Class 7 contains 878 members Mstep: Class 8 contains 5031 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 405 members Mstep: Class 11 contains 2010 members Mstep: Class 12 contains 12651 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91911 members Mstep: Class 15 contains 6651 members Mstep: Class 16 contains 3077 members Mstep: Class 17 contains 319 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3415 members Mstep: Class 20 contains 2052 members Mstep: Class 21 contains 14612 members Mstep: Class 22 contains 34844 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 141666 members Mstep: Class 25 contains 837 members Mstep: Class 26 contains 2418 members Entering Unmasked Estep ConsiderDeletion Score: -33085472.000000 Penalty: 53869.488281 Iteration 103Q: 27 clusters Score -3.308547e+07 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2555 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8593 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 2109 members Mstep: Class 7 contains 878 members Mstep: Class 8 contains 5031 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 405 members Mstep: Class 11 contains 2010 members Mstep: Class 12 contains 12651 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91911 members Mstep: Class 15 contains 6647 members Mstep: Class 16 contains 3073 members Mstep: Class 17 contains 319 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3415 members Mstep: Class 20 contains 2052 members Mstep: Class 21 contains 14612 members Mstep: Class 22 contains 34833 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 141696 members Mstep: Class 25 contains 837 members Mstep: Class 26 contains 2419 members Entering Unmasked Estep ConsiderDeletion Score: -33085472.000000 Penalty: 53869.488281 Iteration 104Q: 27 clusters Score -3.308547e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2560 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8605 members Mstep: Class 5 contains 1729 members Mstep: Class 6 contains 2063 members Mstep: Class 7 contains 878 members Mstep: Class 8 contains 5031 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 405 members Mstep: Class 11 contains 2010 members Mstep: Class 12 contains 12652 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91911 members Mstep: Class 15 contains 6651 members Mstep: Class 16 contains 3070 members Mstep: Class 17 contains 319 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3415 members Mstep: Class 20 contains 2052 members Mstep: Class 21 contains 14612 members Mstep: Class 22 contains 34832 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 141724 members Mstep: Class 25 contains 837 members Mstep: Class 26 contains 2420 members Entering Unmasked Estep ConsiderDeletion Score: -33085500.000000 Penalty: 53869.488281 Iteration 105Q: 27 clusters Score -3.30855e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2564 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8615 members Mstep: Class 5 contains 1727 members Mstep: Class 6 contains 2038 members Mstep: Class 7 contains 878 members Mstep: Class 8 contains 5031 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 405 members Mstep: Class 11 contains 2010 members Mstep: Class 12 contains 12652 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91911 members Mstep: Class 15 contains 6644 members Mstep: Class 16 contains 3068 members Mstep: Class 17 contains 319 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3415 members Mstep: Class 20 contains 2052 members Mstep: Class 21 contains 14612 members Mstep: Class 22 contains 34827 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 141749 members Mstep: Class 25 contains 837 members Mstep: Class 26 contains 2422 members Entering Unmasked Estep ConsiderDeletion Score: -33085528.000000 Penalty: 53869.488281 Iteration 106Q: 27 clusters Score -3.308553e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2572 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8625 members Mstep: Class 5 contains 1728 members Mstep: Class 6 contains 2016 members Mstep: Class 7 contains 878 members Mstep: Class 8 contains 5031 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 404 members Mstep: Class 11 contains 2011 members Mstep: Class 12 contains 12651 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91910 members Mstep: Class 15 contains 6638 members Mstep: Class 16 contains 3066 members Mstep: Class 17 contains 319 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3415 members Mstep: Class 20 contains 2052 members Mstep: Class 21 contains 14612 members Mstep: Class 22 contains 34815 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 141774 members Mstep: Class 25 contains 837 members Mstep: Class 26 contains 2422 members Entering Unmasked Estep ConsiderDeletion Score: -33085592.000000 Penalty: 53869.488281 Iteration 107Q: 27 clusters Score -3.308559e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2575 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8649 members Mstep: Class 5 contains 1729 members Mstep: Class 6 contains 1983 members Mstep: Class 7 contains 878 members Mstep: Class 8 contains 5031 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 404 members Mstep: Class 11 contains 2011 members Mstep: Class 12 contains 12651 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91910 members Mstep: Class 15 contains 6639 members Mstep: Class 16 contains 3065 members Mstep: Class 17 contains 318 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3415 members Mstep: Class 20 contains 2052 members Mstep: Class 21 contains 14613 members Mstep: Class 22 contains 34801 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 141794 members Mstep: Class 25 contains 837 members Mstep: Class 26 contains 2421 members Entering Unmasked Estep ConsiderDeletion Score: -33085624.000000 Penalty: 53869.488281 Iteration 108Q: 27 clusters Score -3.308562e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2579 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8672 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1957 members Mstep: Class 7 contains 878 members Mstep: Class 8 contains 5031 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 404 members Mstep: Class 11 contains 2011 members Mstep: Class 12 contains 12651 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91910 members Mstep: Class 15 contains 6639 members Mstep: Class 16 contains 3063 members Mstep: Class 17 contains 317 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3415 members Mstep: Class 20 contains 2052 members Mstep: Class 21 contains 14611 members Mstep: Class 22 contains 34789 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 141809 members Mstep: Class 25 contains 837 members Mstep: Class 26 contains 2421 members Entering Unmasked Estep ConsiderDeletion Score: -33085618.000000 Penalty: 53869.488281 Iteration 109Q: 27 clusters Score -3.308562e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2583 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8688 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1934 members Mstep: Class 7 contains 878 members Mstep: Class 8 contains 5031 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 404 members Mstep: Class 11 contains 2012 members Mstep: Class 12 contains 12651 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91910 members Mstep: Class 15 contains 6636 members Mstep: Class 16 contains 3059 members Mstep: Class 17 contains 317 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3415 members Mstep: Class 20 contains 2052 members Mstep: Class 21 contains 14610 members Mstep: Class 22 contains 34786 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 141822 members Mstep: Class 25 contains 837 members Mstep: Class 26 contains 2421 members Entering Unmasked Estep ConsiderDeletion Score: -33085664.000000 Penalty: 53869.488281 Iteration 110Q: 27 clusters Score -3.308566e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2584 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8698 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1919 members Mstep: Class 7 contains 878 members Mstep: Class 8 contains 5031 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 404 members Mstep: Class 11 contains 2012 members Mstep: Class 12 contains 12651 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91910 members Mstep: Class 15 contains 6639 members Mstep: Class 16 contains 3059 members Mstep: Class 17 contains 317 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3415 members Mstep: Class 20 contains 2052 members Mstep: Class 21 contains 14610 members Mstep: Class 22 contains 34783 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 141826 members Mstep: Class 25 contains 837 members Mstep: Class 26 contains 2421 members Entering Unmasked Estep ConsiderDeletion Score: -33085708.000000 Penalty: 53869.488281 Iteration 111Q: 27 clusters Score -3.308571e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2587 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8709 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1899 members Mstep: Class 7 contains 878 members Mstep: Class 8 contains 5031 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 404 members Mstep: Class 11 contains 2012 members Mstep: Class 12 contains 12651 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91910 members Mstep: Class 15 contains 6639 members Mstep: Class 16 contains 3058 members Mstep: Class 17 contains 317 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3415 members Mstep: Class 20 contains 2052 members Mstep: Class 21 contains 14610 members Mstep: Class 22 contains 34771 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 141845 members Mstep: Class 25 contains 837 members Mstep: Class 26 contains 2421 members Entering Unmasked Estep ConsiderDeletion Score: -33085740.000000 Penalty: 53869.488281 Iteration 112Q: 27 clusters Score -3.308574e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2593 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8713 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1887 members Mstep: Class 7 contains 878 members Mstep: Class 8 contains 5031 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 404 members Mstep: Class 11 contains 2012 members Mstep: Class 12 contains 12650 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91910 members Mstep: Class 15 contains 6633 members Mstep: Class 16 contains 3058 members Mstep: Class 17 contains 317 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3415 members Mstep: Class 20 contains 2052 members Mstep: Class 21 contains 14610 members Mstep: Class 22 contains 34765 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 141858 members Mstep: Class 25 contains 837 members Mstep: Class 26 contains 2423 members Entering Unmasked Estep ConsiderDeletion Score: -33085688.000000 Penalty: 53869.488281 Iteration 113Q: 27 clusters Score -3.308569e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2599 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8717 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1873 members Mstep: Class 7 contains 878 members Mstep: Class 8 contains 5031 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 404 members Mstep: Class 11 contains 2012 members Mstep: Class 12 contains 12650 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91910 members Mstep: Class 15 contains 6624 members Mstep: Class 16 contains 3057 members Mstep: Class 17 contains 317 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3415 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14610 members Mstep: Class 22 contains 34762 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 141874 members Mstep: Class 25 contains 837 members Mstep: Class 26 contains 2423 members Entering Unmasked Estep ConsiderDeletion Score: -33085742.000000 Penalty: 53869.488281 Iteration 114Q: 27 clusters Score -3.308574e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2610 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8717 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1866 members Mstep: Class 7 contains 878 members Mstep: Class 8 contains 5031 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 404 members Mstep: Class 11 contains 2012 members Mstep: Class 12 contains 12650 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91910 members Mstep: Class 15 contains 6622 members Mstep: Class 16 contains 3054 members Mstep: Class 17 contains 317 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3415 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14610 members Mstep: Class 22 contains 34746 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 141891 members Mstep: Class 25 contains 837 members Mstep: Class 26 contains 2423 members Entering Unmasked Estep ConsiderDeletion Score: -33085724.000000 Penalty: 53869.488281 Iteration 115Q: 27 clusters Score -3.308572e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2617 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8723 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1848 members Mstep: Class 7 contains 878 members Mstep: Class 8 contains 5031 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 404 members Mstep: Class 11 contains 2013 members Mstep: Class 12 contains 12650 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91910 members Mstep: Class 15 contains 6618 members Mstep: Class 16 contains 3055 members Mstep: Class 17 contains 317 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3415 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14610 members Mstep: Class 22 contains 34735 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 141907 members Mstep: Class 25 contains 837 members Mstep: Class 26 contains 2425 members Entering Unmasked Estep ConsiderDeletion Score: -33085718.000000 Penalty: 53869.488281 Iteration 116Q: 27 clusters Score -3.308572e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2625 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8729 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1835 members Mstep: Class 7 contains 878 members Mstep: Class 8 contains 5030 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 404 members Mstep: Class 11 contains 2014 members Mstep: Class 12 contains 12650 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91910 members Mstep: Class 15 contains 6615 members Mstep: Class 16 contains 3055 members Mstep: Class 17 contains 317 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3415 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14609 members Mstep: Class 22 contains 34729 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 141918 members Mstep: Class 25 contains 837 members Mstep: Class 26 contains 2423 members Entering Unmasked Estep ConsiderDeletion Score: -33085730.000000 Penalty: 53869.488281 Iteration 117Q: 27 clusters Score -3.308573e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2633 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8733 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1811 members Mstep: Class 7 contains 878 members Mstep: Class 8 contains 5030 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 404 members Mstep: Class 11 contains 2014 members Mstep: Class 12 contains 12650 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91910 members Mstep: Class 15 contains 6613 members Mstep: Class 16 contains 3055 members Mstep: Class 17 contains 317 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3415 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14609 members Mstep: Class 22 contains 34736 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 141925 members Mstep: Class 25 contains 837 members Mstep: Class 26 contains 2423 members Entering Unmasked Estep ConsiderDeletion Score: -33085684.000000 Penalty: 53869.488281 Iteration 118Q: 27 clusters Score -3.308568e+07 nChanged 70 Entering ConstructFrom: Score: -33085684.000000 Penalty: 53869.488281 Entering ConstructFrom: Trying to split cluster 1 (510 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Entering Unmasked Estep Score: -43834.781250 Penalty: 1013.091736 Iteration 0F: 2 clusters Score -43834.78 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -42793.687500 Penalty: 2026.183472 Iteration 0F: 3 clusters Score -42793.69 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -42985.539062 Penalty: 2026.183472 Iteration 1F: 3 clusters Score -42985.54 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -43040.839844 Penalty: 2026.183472 Iteration 2F: 3 clusters Score -43040.84 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -43067.730469 Penalty: 2026.183472 Iteration 3Q: 3 clusters Score -43067.73 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -43093.371094 Penalty: 2026.183472 Iteration 4Q: 3 clusters Score -43093.37 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -43112.671875 Penalty: 2026.183472 Iteration 5Q: 3 clusters Score -43112.67 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -43132.726562 Penalty: 2026.183472 Iteration 6Q: 3 clusters Score -43132.73 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -43155.136719 Penalty: 2026.183472 Iteration 7Q: 3 clusters Score -43155.14 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -43194.523438 Penalty: 2026.183472 Iteration 8Q: 3 clusters Score -43194.52 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -43280.058594 Penalty: 2026.183472 Iteration 9F: 3 clusters Score -43280.06 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -43409.355469 Penalty: 2026.183472 Iteration 10Q: 3 clusters Score -43409.36 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -43472.210938 Penalty: 2026.183472 Iteration 11F: 3 clusters Score -43472.21 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -43515.886719 Penalty: 2026.183472 Iteration 12Q: 3 clusters Score -43515.89 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -43542.054688 Penalty: 2026.183472 Iteration 13Q: 3 clusters Score -43542.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -43543.117188 Penalty: 2026.183472 Iteration 14Q: 3 clusters Score -43543.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -43543.117188 Penalty: 2026.183472 Iteration 15F: 3 clusters Score -43543.12 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (2637 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Entering Unmasked Estep Score: -228709.484375 Penalty: 1280.077026 Iteration 0F: 2 clusters Score -228709.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -226229.765625 Penalty: 2560.154053 Iteration 0F: 3 clusters Score -226229.8 nChanged 976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -226864.843750 Penalty: 2560.154053 Iteration 1F: 3 clusters Score -226864.8 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -227031.703125 Penalty: 2560.154053 Iteration 2F: 3 clusters Score -227031.7 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -227146.390625 Penalty: 2560.154053 Iteration 3F: 3 clusters Score -227146.4 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -227247.250000 Penalty: 2560.154053 Iteration 4Q: 3 clusters Score -227247.2 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -227359.765625 Penalty: 2560.154053 Iteration 5Q: 3 clusters Score -227359.8 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -227462.328125 Penalty: 2560.154053 Iteration 6Q: 3 clusters Score -227462.3 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -227552.890625 Penalty: 2560.154053 Iteration 7Q: 3 clusters Score -227552.9 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -227652.375000 Penalty: 2560.154053 Iteration 8Q: 3 clusters Score -227652.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -227741.593750 Penalty: 2560.154053 Iteration 9Q: 3 clusters Score -227741.6 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -227828.000000 Penalty: 2560.154053 Iteration 10Q: 3 clusters Score -227828 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -227879.312500 Penalty: 2560.154053 Iteration 11Q: 3 clusters Score -227879.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -227922.046875 Penalty: 2560.154053 Iteration 12Q: 3 clusters Score -227922 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -227959.546875 Penalty: 2560.154053 Iteration 13Q: 3 clusters Score -227959.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -227984.390625 Penalty: 2560.154053 Iteration 14Q: 3 clusters Score -227984.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2383 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -228004.296875 Penalty: 2560.154053 Iteration 15Q: 3 clusters Score -228004.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -228026.109375 Penalty: 2560.154053 Iteration 16Q: 3 clusters Score -228026.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2423 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -228050.500000 Penalty: 2560.154053 Iteration 17Q: 3 clusters Score -228050.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -228084.687500 Penalty: 2560.154053 Iteration 18Q: 3 clusters Score -228084.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2457 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -228113.953125 Penalty: 2560.154053 Iteration 19Q: 3 clusters Score -228114 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -228125.328125 Penalty: 2560.154053 Iteration 20F: 3 clusters Score -228125.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -228129.734375 Penalty: 2560.154053 Iteration 21Q: 3 clusters Score -228129.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -228136.703125 Penalty: 2560.154053 Iteration 22Q: 3 clusters Score -228136.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -228136.703125 Penalty: 2560.154053 Iteration 23F: 3 clusters Score -228136.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (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: -133497.140625 Penalty: 1180.859497 Iteration 0F: 2 clusters Score -133497.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -131763.765625 Penalty: 2361.718994 Iteration 0F: 3 clusters Score -131763.8 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -132204.062500 Penalty: 2361.718994 Iteration 1F: 3 clusters Score -132204.1 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -132520.156250 Penalty: 2361.718994 Iteration 2F: 3 clusters Score -132520.2 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -132822.140625 Penalty: 2361.718994 Iteration 3F: 3 clusters Score -132822.1 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -133010.968750 Penalty: 2361.718994 Iteration 4F: 3 clusters Score -133011 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -133136.703125 Penalty: 2361.718994 Iteration 5F: 3 clusters Score -133136.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -133211.968750 Penalty: 2361.718994 Iteration 6Q: 3 clusters Score -133212 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -133266.562500 Penalty: 2361.718994 Iteration 7Q: 3 clusters Score -133266.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -133311.406250 Penalty: 2361.718994 Iteration 8Q: 3 clusters Score -133311.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -133329.453125 Penalty: 2361.718994 Iteration 9Q: 3 clusters Score -133329.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -133336.062500 Penalty: 2361.718994 Iteration 10Q: 3 clusters Score -133336.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -133348.375000 Penalty: 2361.718994 Iteration 11Q: 3 clusters Score -133348.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -133366.562500 Penalty: 2361.718994 Iteration 12Q: 3 clusters Score -133366.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -133383.031250 Penalty: 2361.718994 Iteration 13Q: 3 clusters Score -133383 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -133395.296875 Penalty: 2361.718994 Iteration 14Q: 3 clusters Score -133395.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -133401.406250 Penalty: 2361.718994 Iteration 15Q: 3 clusters Score -133401.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -133403.828125 Penalty: 2361.718994 Iteration 16Q: 3 clusters Score -133403.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -133408.015625 Penalty: 2361.718994 Iteration 17Q: 3 clusters Score -133408 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -133411.187500 Penalty: 2361.718994 Iteration 18Q: 3 clusters Score -133411.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -133411.187500 Penalty: 2361.718994 Iteration 19F: 3 clusters Score -133411.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (8743 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8743 members Entering Unmasked Estep Score: -808331.000000 Penalty: 1474.851440 Iteration 0F: 2 clusters Score -808331 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4411 members Mstep: Class 2 contains 4332 members Entering Unmasked Estep Score: -802002.000000 Penalty: 2949.702881 Iteration 0F: 3 clusters Score -802002 nChanged 3749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4650 members Mstep: Class 2 contains 4093 members Entering Unmasked Estep Score: -803990.562500 Penalty: 2949.702881 Iteration 1F: 3 clusters Score -803990.6 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4773 members Mstep: Class 2 contains 3970 members Entering Unmasked Estep Score: -804241.437500 Penalty: 2949.702881 Iteration 2F: 3 clusters Score -804241.4 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4890 members Mstep: Class 2 contains 3853 members Entering Unmasked Estep Score: -804445.062500 Penalty: 2949.702881 Iteration 3F: 3 clusters Score -804445.1 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5038 members Mstep: Class 2 contains 3705 members Entering Unmasked Estep Score: -804636.000000 Penalty: 2949.702881 Iteration 4Q: 3 clusters Score -804636 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5248 members Mstep: Class 2 contains 3495 members Entering Unmasked Estep Score: -804849.250000 Penalty: 2949.702881 Iteration 5Q: 3 clusters Score -804849.2 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5503 members Mstep: Class 2 contains 3240 members Entering Unmasked Estep Score: -805137.750000 Penalty: 2949.702881 Iteration 6F: 3 clusters Score -805137.8 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5757 members Mstep: Class 2 contains 2986 members Entering Unmasked Estep Score: -805492.000000 Penalty: 2949.702881 Iteration 7F: 3 clusters Score -805492 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5998 members Mstep: Class 2 contains 2745 members Entering Unmasked Estep Score: -805876.500000 Penalty: 2949.702881 Iteration 8F: 3 clusters Score -805876.5 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6218 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -806307.750000 Penalty: 2949.702881 Iteration 9F: 3 clusters Score -806307.8 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6393 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -806784.187500 Penalty: 2949.702881 Iteration 10F: 3 clusters Score -806784.2 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6531 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -807164.625000 Penalty: 2949.702881 Iteration 11Q: 3 clusters Score -807164.6 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6604 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -807363.000000 Penalty: 2949.702881 Iteration 12Q: 3 clusters Score -807363 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6640 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -807438.250000 Penalty: 2949.702881 Iteration 13Q: 3 clusters Score -807438.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6658 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -807461.562500 Penalty: 2949.702881 Iteration 14Q: 3 clusters Score -807461.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6671 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -807477.875000 Penalty: 2949.702881 Iteration 15Q: 3 clusters Score -807477.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6675 members Mstep: Class 2 contains 2068 members Entering Unmasked Estep Score: -807490.000000 Penalty: 2949.702881 Iteration 16Q: 3 clusters Score -807490 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6680 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -807493.937500 Penalty: 2949.702881 Iteration 17Q: 3 clusters Score -807493.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6682 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -807495.687500 Penalty: 2949.702881 Iteration 18Q: 3 clusters Score -807495.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6683 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -807499.125000 Penalty: 2949.702881 Iteration 19Q: 3 clusters Score -807499.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6683 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -807498.437500 Penalty: 2949.702881 Iteration 20F: 3 clusters Score -807498.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6682 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -807498.000000 Penalty: 2949.702881 Iteration 21Q: 3 clusters Score -807498 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6681 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -807499.437500 Penalty: 2949.702881 Iteration 22Q: 3 clusters Score -807499.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6682 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -807500.250000 Penalty: 2949.702881 Iteration 23Q: 3 clusters Score -807500.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6682 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -807501.375000 Penalty: 2949.702881 Iteration 24Q: 3 clusters Score -807501.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6684 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -807502.562500 Penalty: 2949.702881 Iteration 25Q: 3 clusters Score -807502.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6686 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -807503.687500 Penalty: 2949.702881 Iteration 26Q: 3 clusters Score -807503.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6687 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -807502.750000 Penalty: 2949.702881 Iteration 27Q: 3 clusters Score -807502.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6687 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -807502.750000 Penalty: 2949.702881 Iteration 28F: 3 clusters Score -807502.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (1730 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Entering Unmasked Estep Score: -154231.187500 Penalty: 1211.579956 Iteration 0F: 2 clusters Score -154231.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -152298.578125 Penalty: 2423.159912 Iteration 0F: 3 clusters Score -152298.6 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -152755.796875 Penalty: 2423.159912 Iteration 1F: 3 clusters Score -152755.8 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -152964.875000 Penalty: 2423.159912 Iteration 2F: 3 clusters Score -152964.9 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -153083.984375 Penalty: 2423.159912 Iteration 3F: 3 clusters Score -153084 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -153183.437500 Penalty: 2423.159912 Iteration 4Q: 3 clusters Score -153183.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -153282.312500 Penalty: 2423.159912 Iteration 5Q: 3 clusters Score -153282.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -153354.812500 Penalty: 2423.159912 Iteration 6Q: 3 clusters Score -153354.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -153411.421875 Penalty: 2423.159912 Iteration 7Q: 3 clusters Score -153411.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -153461.656250 Penalty: 2423.159912 Iteration 8Q: 3 clusters Score -153461.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -153489.390625 Penalty: 2423.159912 Iteration 9Q: 3 clusters Score -153489.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -153510.703125 Penalty: 2423.159912 Iteration 10Q: 3 clusters Score -153510.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -153524.609375 Penalty: 2423.159912 Iteration 11Q: 3 clusters Score -153524.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -153544.390625 Penalty: 2423.159912 Iteration 12Q: 3 clusters Score -153544.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -153570.234375 Penalty: 2423.159912 Iteration 13Q: 3 clusters Score -153570.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -153599.921875 Penalty: 2423.159912 Iteration 14Q: 3 clusters Score -153599.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -153615.515625 Penalty: 2423.159912 Iteration 15Q: 3 clusters Score -153615.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -153628.890625 Penalty: 2423.159912 Iteration 16Q: 3 clusters Score -153628.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -153651.953125 Penalty: 2423.159912 Iteration 17Q: 3 clusters Score -153652 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -153672.640625 Penalty: 2423.159912 Iteration 18Q: 3 clusters Score -153672.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -153692.687500 Penalty: 2423.159912 Iteration 19Q: 3 clusters Score -153692.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -153710.968750 Penalty: 2423.159912 Iteration 20F: 3 clusters Score -153711 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -153724.296875 Penalty: 2423.159912 Iteration 21Q: 3 clusters Score -153724.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -153729.218750 Penalty: 2423.159912 Iteration 22Q: 3 clusters Score -153729.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -153733.109375 Penalty: 2423.159912 Iteration 23Q: 3 clusters Score -153733.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -153737.015625 Penalty: 2423.159912 Iteration 24Q: 3 clusters Score -153737 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -153740.093750 Penalty: 2423.159912 Iteration 25Q: 3 clusters Score -153740.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -153744.046875 Penalty: 2423.159912 Iteration 26Q: 3 clusters Score -153744 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -153750.109375 Penalty: 2423.159912 Iteration 27Q: 3 clusters Score -153750.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -153753.546875 Penalty: 2423.159912 Iteration 28Q: 3 clusters Score -153753.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -153755.531250 Penalty: 2423.159912 Iteration 29Q: 3 clusters Score -153755.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -153756.687500 Penalty: 2423.159912 Iteration 30Q: 3 clusters Score -153756.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -153756.687500 Penalty: 2423.159912 Iteration 31F: 3 clusters Score -153756.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1782 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Entering Unmasked Estep Score: -181071.062500 Penalty: 1216.392456 Iteration 0F: 2 clusters Score -181071.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -179094.234375 Penalty: 2432.784912 Iteration 0F: 3 clusters Score -179094.2 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -179508.187500 Penalty: 2432.784912 Iteration 1F: 3 clusters Score -179508.2 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -179606.328125 Penalty: 2432.784912 Iteration 2F: 3 clusters Score -179606.3 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -179653.375000 Penalty: 2432.784912 Iteration 3Q: 3 clusters Score -179653.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -179674.562500 Penalty: 2432.784912 Iteration 4Q: 3 clusters Score -179674.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -179693.781250 Penalty: 2432.784912 Iteration 5Q: 3 clusters Score -179693.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -179713.875000 Penalty: 2432.784912 Iteration 6Q: 3 clusters Score -179713.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -179725.531250 Penalty: 2432.784912 Iteration 7Q: 3 clusters Score -179725.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -179733.484375 Penalty: 2432.784912 Iteration 8Q: 3 clusters Score -179733.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -179737.890625 Penalty: 2432.784912 Iteration 9Q: 3 clusters Score -179737.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -179744.171875 Penalty: 2432.784912 Iteration 10Q: 3 clusters Score -179744.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -179751.000000 Penalty: 2432.784912 Iteration 11Q: 3 clusters Score -179751 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -179757.312500 Penalty: 2432.784912 Iteration 12Q: 3 clusters Score -179757.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -179761.718750 Penalty: 2432.784912 Iteration 13Q: 3 clusters Score -179761.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -179762.562500 Penalty: 2432.784912 Iteration 14Q: 3 clusters Score -179762.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -179763.171875 Penalty: 2432.784912 Iteration 15Q: 3 clusters Score -179763.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -179764.265625 Penalty: 2432.784912 Iteration 16Q: 3 clusters Score -179764.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -179764.234375 Penalty: 2432.784912 Iteration 17Q: 3 clusters Score -179764.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -179764.234375 Penalty: 2432.784912 Iteration 18F: 3 clusters Score -179764.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (878 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Entering Unmasked Estep Score: -79007.093750 Penalty: 1101.367554 Iteration 0F: 2 clusters Score -79007.09 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 442 members Entering Unmasked Estep Score: -77733.539062 Penalty: 2202.735107 Iteration 0F: 3 clusters Score -77733.54 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -78082.031250 Penalty: 2202.735107 Iteration 1F: 3 clusters Score -78082.03 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -78246.031250 Penalty: 2202.735107 Iteration 2F: 3 clusters Score -78246.03 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -78366.351562 Penalty: 2202.735107 Iteration 3F: 3 clusters Score -78366.35 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -78425.968750 Penalty: 2202.735107 Iteration 4Q: 3 clusters Score -78425.97 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -78463.781250 Penalty: 2202.735107 Iteration 5Q: 3 clusters Score -78463.78 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -78485.179688 Penalty: 2202.735107 Iteration 6Q: 3 clusters Score -78485.18 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -78506.390625 Penalty: 2202.735107 Iteration 7Q: 3 clusters Score -78506.39 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -78528.875000 Penalty: 2202.735107 Iteration 8Q: 3 clusters Score -78528.88 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -78536.976562 Penalty: 2202.735107 Iteration 9Q: 3 clusters Score -78536.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -78562.343750 Penalty: 2202.735107 Iteration 10Q: 3 clusters Score -78562.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -78569.703125 Penalty: 2202.735107 Iteration 11Q: 3 clusters Score -78569.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -78577.500000 Penalty: 2202.735107 Iteration 12Q: 3 clusters Score -78577.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -78583.843750 Penalty: 2202.735107 Iteration 13Q: 3 clusters Score -78583.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -78585.078125 Penalty: 2202.735107 Iteration 14Q: 3 clusters Score -78585.08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -78585.078125 Penalty: 2202.735107 Iteration 15F: 3 clusters Score -78585.08 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (5030 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5030 members Entering Unmasked Estep Score: -470069.156250 Penalty: 1385.015991 Iteration 0F: 2 clusters Score -470069.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -466126.468750 Penalty: 2770.031982 Iteration 0F: 3 clusters Score -466126.5 nChanged 2018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 2520 members Entering Unmasked Estep Score: -467248.468750 Penalty: 2770.031982 Iteration 1F: 3 clusters Score -467248.5 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -467544.531250 Penalty: 2770.031982 Iteration 2F: 3 clusters Score -467544.5 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2543 members Mstep: Class 2 contains 2487 members Entering Unmasked Estep Score: -467751.468750 Penalty: 2770.031982 Iteration 3F: 3 clusters Score -467751.5 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2563 members Mstep: Class 2 contains 2467 members Entering Unmasked Estep Score: -467933.281250 Penalty: 2770.031982 Iteration 4Q: 3 clusters Score -467933.3 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2601 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -468104.812500 Penalty: 2770.031982 Iteration 5F: 3 clusters Score -468104.8 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -468239.531250 Penalty: 2770.031982 Iteration 6Q: 3 clusters Score -468239.5 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2675 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -468362.593750 Penalty: 2770.031982 Iteration 7Q: 3 clusters Score -468362.6 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2697 members Mstep: Class 2 contains 2333 members Entering Unmasked Estep Score: -468472.781250 Penalty: 2770.031982 Iteration 8Q: 3 clusters Score -468472.8 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2698 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -468551.875000 Penalty: 2770.031982 Iteration 9Q: 3 clusters Score -468551.9 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2701 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -468607.843750 Penalty: 2770.031982 Iteration 10Q: 3 clusters Score -468607.8 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2690 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -468643.375000 Penalty: 2770.031982 Iteration 11Q: 3 clusters Score -468643.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2678 members Mstep: Class 2 contains 2352 members Entering Unmasked Estep Score: -468670.187500 Penalty: 2770.031982 Iteration 12Q: 3 clusters Score -468670.2 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2668 members Mstep: Class 2 contains 2362 members Entering Unmasked Estep Score: -468692.562500 Penalty: 2770.031982 Iteration 13Q: 3 clusters Score -468692.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2649 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -468709.656250 Penalty: 2770.031982 Iteration 14Q: 3 clusters Score -468709.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2628 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -468722.718750 Penalty: 2770.031982 Iteration 15Q: 3 clusters Score -468722.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2609 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -468734.093750 Penalty: 2770.031982 Iteration 16Q: 3 clusters Score -468734.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 2435 members Entering Unmasked Estep Score: -468743.843750 Penalty: 2770.031982 Iteration 17Q: 3 clusters Score -468743.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2586 members Mstep: Class 2 contains 2444 members Entering Unmasked Estep Score: -468750.531250 Penalty: 2770.031982 Iteration 18Q: 3 clusters Score -468750.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2574 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -468756.625000 Penalty: 2770.031982 Iteration 19Q: 3 clusters Score -468756.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Mstep: Class 2 contains 2471 members Entering Unmasked Estep Score: -468762.156250 Penalty: 2770.031982 Iteration 20F: 3 clusters Score -468762.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 2488 members Entering Unmasked Estep Score: -468766.968750 Penalty: 2770.031982 Iteration 21Q: 3 clusters Score -468767 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 2498 members Entering Unmasked Estep Score: -468772.718750 Penalty: 2770.031982 Iteration 22Q: 3 clusters Score -468772.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -468779.281250 Penalty: 2770.031982 Iteration 23Q: 3 clusters Score -468779.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -468785.218750 Penalty: 2770.031982 Iteration 24Q: 3 clusters Score -468785.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2502 members Mstep: Class 2 contains 2528 members Entering Unmasked Estep Score: -468791.750000 Penalty: 2770.031982 Iteration 25Q: 3 clusters Score -468791.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2492 members Mstep: Class 2 contains 2538 members Entering Unmasked Estep Score: -468798.687500 Penalty: 2770.031982 Iteration 26Q: 3 clusters Score -468798.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -468804.468750 Penalty: 2770.031982 Iteration 27Q: 3 clusters Score -468804.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -468810.062500 Penalty: 2770.031982 Iteration 28Q: 3 clusters Score -468810.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 2582 members Entering Unmasked Estep Score: -468815.937500 Penalty: 2770.031982 Iteration 29Q: 3 clusters Score -468815.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2426 members Mstep: Class 2 contains 2604 members Entering Unmasked Estep Score: -468824.000000 Penalty: 2770.031982 Iteration 30Q: 3 clusters Score -468824 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2399 members Mstep: Class 2 contains 2631 members Entering Unmasked Estep Score: -468831.125000 Penalty: 2770.031982 Iteration 31Q: 3 clusters Score -468831.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -468841.812500 Penalty: 2770.031982 Iteration 32Q: 3 clusters Score -468841.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 2678 members Entering Unmasked Estep Score: -468849.687500 Penalty: 2770.031982 Iteration 33Q: 3 clusters Score -468849.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 2700 members Entering Unmasked Estep Score: -468854.812500 Penalty: 2770.031982 Iteration 34Q: 3 clusters Score -468854.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2311 members Mstep: Class 2 contains 2719 members Entering Unmasked Estep Score: -468860.062500 Penalty: 2770.031982 Iteration 35Q: 3 clusters Score -468860.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2297 members Mstep: Class 2 contains 2733 members Entering Unmasked Estep Score: -468863.906250 Penalty: 2770.031982 Iteration 36Q: 3 clusters Score -468863.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 2741 members Entering Unmasked Estep Score: -468867.343750 Penalty: 2770.031982 Iteration 37Q: 3 clusters Score -468867.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 2750 members Entering Unmasked Estep Score: -468869.000000 Penalty: 2770.031982 Iteration 38Q: 3 clusters Score -468869 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 2760 members Entering Unmasked Estep Score: -468870.781250 Penalty: 2770.031982 Iteration 39Q: 3 clusters Score -468870.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 2766 members Entering Unmasked Estep Score: -468872.125000 Penalty: 2770.031982 Iteration 40F: 3 clusters Score -468872.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 2767 members Entering Unmasked Estep Score: -468873.187500 Penalty: 2770.031982 Iteration 41Q: 3 clusters Score -468873.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 2769 members Entering Unmasked Estep Score: -468874.093750 Penalty: 2770.031982 Iteration 42Q: 3 clusters Score -468874.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 2773 members Entering Unmasked Estep Score: -468874.843750 Penalty: 2770.031982 Iteration 43Q: 3 clusters Score -468874.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 2777 members Entering Unmasked Estep Score: -468875.718750 Penalty: 2770.031982 Iteration 44Q: 3 clusters Score -468875.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 2780 members Entering Unmasked Estep Score: -468876.875000 Penalty: 2770.031982 Iteration 45Q: 3 clusters Score -468876.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 2787 members Entering Unmasked Estep Score: -468877.937500 Penalty: 2770.031982 Iteration 46Q: 3 clusters Score -468877.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 2792 members Entering Unmasked Estep Score: -468878.375000 Penalty: 2770.031982 Iteration 47Q: 3 clusters Score -468878.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 2794 members Entering Unmasked Estep Score: -468878.375000 Penalty: 2770.031982 Iteration 48Q: 3 clusters Score -468878.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 2797 members Entering Unmasked Estep Score: -468878.468750 Penalty: 2770.031982 Iteration 49Q: 3 clusters Score -468878.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 2800 members Entering Unmasked Estep Score: -468879.843750 Penalty: 2770.031982 Iteration 50Q: 3 clusters Score -468879.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2227 members Mstep: Class 2 contains 2803 members Entering Unmasked Estep Score: -468879.687500 Penalty: 2770.031982 Iteration 51Q: 3 clusters Score -468879.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 2805 members Entering Unmasked Estep Score: -468881.156250 Penalty: 2770.031982 Iteration 52Q: 3 clusters Score -468881.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 2806 members Entering Unmasked Estep Score: -468881.562500 Penalty: 2770.031982 Iteration 53Q: 3 clusters Score -468881.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 2807 members Entering Unmasked Estep Score: -468881.750000 Penalty: 2770.031982 Iteration 54Q: 3 clusters Score -468881.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 2809 members Entering Unmasked Estep Score: -468881.093750 Penalty: 2770.031982 Iteration 55Q: 3 clusters Score -468881.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 2809 members Entering Unmasked Estep Score: -468881.093750 Penalty: 2770.031982 Iteration 56F: 3 clusters Score -468881.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (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: -126719.015625 Penalty: 1169.704834 Iteration 0F: 2 clusters Score -126719 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -125064.039062 Penalty: 2339.409668 Iteration 0F: 3 clusters Score -125064 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -125423.843750 Penalty: 2339.409668 Iteration 1F: 3 clusters Score -125423.8 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -125533.164062 Penalty: 2339.409668 Iteration 2F: 3 clusters Score -125533.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -125610.820312 Penalty: 2339.409668 Iteration 3F: 3 clusters Score -125610.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -125687.289062 Penalty: 2339.409668 Iteration 4Q: 3 clusters Score -125687.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -125795.398438 Penalty: 2339.409668 Iteration 5Q: 3 clusters Score -125795.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -125924.468750 Penalty: 2339.409668 Iteration 6F: 3 clusters Score -125924.5 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -126025.039062 Penalty: 2339.409668 Iteration 7F: 3 clusters Score -126025 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -126109.468750 Penalty: 2339.409668 Iteration 8F: 3 clusters Score -126109.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -126162.500000 Penalty: 2339.409668 Iteration 9Q: 3 clusters Score -126162.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -126191.406250 Penalty: 2339.409668 Iteration 10Q: 3 clusters Score -126191.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -126212.562500 Penalty: 2339.409668 Iteration 11Q: 3 clusters Score -126212.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -126228.820312 Penalty: 2339.409668 Iteration 12Q: 3 clusters Score -126228.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -126234.656250 Penalty: 2339.409668 Iteration 13Q: 3 clusters Score -126234.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -126239.156250 Penalty: 2339.409668 Iteration 14Q: 3 clusters Score -126239.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -126240.179688 Penalty: 2339.409668 Iteration 15Q: 3 clusters Score -126240.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -126240.179688 Penalty: 2339.409668 Iteration 16F: 3 clusters Score -126240.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (404 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Entering Unmasked Estep Score: -33666.457031 Penalty: 975.229919 Iteration 0F: 2 clusters Score -33666.46 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -32724.396484 Penalty: 1950.459839 Iteration 0F: 3 clusters Score -32724.4 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -32904.093750 Penalty: 1950.459839 Iteration 1F: 3 clusters Score -32904.09 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -32969.449219 Penalty: 1950.459839 Iteration 2F: 3 clusters Score -32969.45 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -32996.496094 Penalty: 1950.459839 Iteration 3Q: 3 clusters Score -32996.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -33011.175781 Penalty: 1950.459839 Iteration 4Q: 3 clusters Score -33011.18 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -33014.945312 Penalty: 1950.459839 Iteration 5Q: 3 clusters Score -33014.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -33014.945312 Penalty: 1950.459839 Iteration 6F: 3 clusters Score -33014.95 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (2013 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2013 members Entering Unmasked Estep Score: -173098.234375 Penalty: 1236.199463 Iteration 0F: 2 clusters Score -173098.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -171056.031250 Penalty: 2472.398926 Iteration 0F: 3 clusters Score -171056 nChanged 740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -171556.796875 Penalty: 2472.398926 Iteration 1F: 3 clusters Score -171556.8 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -171710.703125 Penalty: 2472.398926 Iteration 2F: 3 clusters Score -171710.7 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -171803.406250 Penalty: 2472.398926 Iteration 3F: 3 clusters Score -171803.4 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -171898.687500 Penalty: 2472.398926 Iteration 4Q: 3 clusters Score -171898.7 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -172035.921875 Penalty: 2472.398926 Iteration 5F: 3 clusters Score -172035.9 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -172199.437500 Penalty: 2472.398926 Iteration 6F: 3 clusters Score -172199.4 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -172404.234375 Penalty: 2472.398926 Iteration 7F: 3 clusters Score -172404.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -172610.562500 Penalty: 2472.398926 Iteration 8Q: 3 clusters Score -172610.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -172700.875000 Penalty: 2472.398926 Iteration 9Q: 3 clusters Score -172700.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -172728.406250 Penalty: 2472.398926 Iteration 10Q: 3 clusters Score -172728.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -172735.859375 Penalty: 2472.398926 Iteration 11Q: 3 clusters Score -172735.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -172739.750000 Penalty: 2472.398926 Iteration 12Q: 3 clusters Score -172739.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -172742.828125 Penalty: 2472.398926 Iteration 13Q: 3 clusters Score -172742.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -172744.906250 Penalty: 2472.398926 Iteration 14Q: 3 clusters Score -172744.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -172748.312500 Penalty: 2472.398926 Iteration 15Q: 3 clusters Score -172748.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -172755.234375 Penalty: 2472.398926 Iteration 16Q: 3 clusters Score -172755.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -172757.031250 Penalty: 2472.398926 Iteration 17Q: 3 clusters Score -172757 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -172757.531250 Penalty: 2472.398926 Iteration 18Q: 3 clusters Score -172757.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -172758.718750 Penalty: 2472.398926 Iteration 19Q: 3 clusters Score -172758.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -172758.718750 Penalty: 2472.398926 Iteration 20F: 3 clusters Score -172758.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (12650 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12650 members Entering Unmasked Estep Score: -1207930.625000 Penalty: 1534.879517 Iteration 0F: 2 clusters Score -1207931 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6405 members Mstep: Class 2 contains 6245 members Entering Unmasked Estep Score: -1199029.875000 Penalty: 3069.759033 Iteration 0F: 3 clusters Score -1199030 nChanged 5547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6950 members Mstep: Class 2 contains 5700 members Entering Unmasked Estep Score: -1202274.875000 Penalty: 3069.759033 Iteration 1F: 3 clusters Score -1202275 nChanged 971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7357 members Mstep: Class 2 contains 5293 members Entering Unmasked Estep Score: -1203031.375000 Penalty: 3069.759033 Iteration 2F: 3 clusters Score -1203031 nChanged 1070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7921 members Mstep: Class 2 contains 4729 members Entering Unmasked Estep Score: -1204045.625000 Penalty: 3069.759033 Iteration 3F: 3 clusters Score -1204046 nChanged 1125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8502 members Mstep: Class 2 contains 4148 members Entering Unmasked Estep Score: -1205103.750000 Penalty: 3069.759033 Iteration 4F: 3 clusters Score -1205104 nChanged 1019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9081 members Mstep: Class 2 contains 3569 members Entering Unmasked Estep Score: -1206001.875000 Penalty: 3069.759033 Iteration 5F: 3 clusters Score -1206002 nChanged 749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9520 members Mstep: Class 2 contains 3130 members Entering Unmasked Estep Score: -1206530.125000 Penalty: 3069.759033 Iteration 6F: 3 clusters Score -1206530 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9756 members Mstep: Class 2 contains 2894 members Entering Unmasked Estep Score: -1206766.500000 Penalty: 3069.759033 Iteration 7Q: 3 clusters Score -1206766 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9904 members Mstep: Class 2 contains 2746 members Entering Unmasked Estep Score: -1206886.375000 Penalty: 3069.759033 Iteration 8Q: 3 clusters Score -1206886 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10014 members Mstep: Class 2 contains 2636 members Entering Unmasked Estep Score: -1206975.625000 Penalty: 3069.759033 Iteration 9Q: 3 clusters Score -1206976 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10114 members Mstep: Class 2 contains 2536 members Entering Unmasked Estep Score: -1207065.875000 Penalty: 3069.759033 Iteration 10Q: 3 clusters Score -1207066 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10216 members Mstep: Class 2 contains 2434 members Entering Unmasked Estep Score: -1207166.375000 Penalty: 3069.759033 Iteration 11Q: 3 clusters Score -1207166 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10327 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -1207315.750000 Penalty: 3069.759033 Iteration 12Q: 3 clusters Score -1207316 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10434 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -1207443.750000 Penalty: 3069.759033 Iteration 13Q: 3 clusters Score -1207444 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10525 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -1207507.000000 Penalty: 3069.759033 Iteration 14Q: 3 clusters Score -1207507 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10597 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -1207534.250000 Penalty: 3069.759033 Iteration 15Q: 3 clusters Score -1207534 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10658 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -1207551.375000 Penalty: 3069.759033 Iteration 16Q: 3 clusters Score -1207551 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10697 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -1207563.875000 Penalty: 3069.759033 Iteration 17Q: 3 clusters Score -1207564 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10725 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -1207569.625000 Penalty: 3069.759033 Iteration 18Q: 3 clusters Score -1207570 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10748 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -1207573.625000 Penalty: 3069.759033 Iteration 19Q: 3 clusters Score -1207574 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10768 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -1207578.250000 Penalty: 3069.759033 Iteration 20F: 3 clusters Score -1207578 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10777 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -1207579.000000 Penalty: 3069.759033 Iteration 21Q: 3 clusters Score -1207579 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10784 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -1207579.875000 Penalty: 3069.759033 Iteration 22Q: 3 clusters Score -1207580 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10790 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -1207582.250000 Penalty: 3069.759033 Iteration 23Q: 3 clusters Score -1207582 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10796 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -1207586.000000 Penalty: 3069.759033 Iteration 24Q: 3 clusters Score -1207586 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10802 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -1207584.500000 Penalty: 3069.759033 Iteration 25Q: 3 clusters Score -1207584 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10805 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -1207583.000000 Penalty: 3069.759033 Iteration 26Q: 3 clusters Score -1207583 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10807 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -1207585.250000 Penalty: 3069.759033 Iteration 27Q: 3 clusters Score -1207585 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10810 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -1207584.875000 Penalty: 3069.759033 Iteration 28Q: 3 clusters Score -1207585 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10811 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -1207584.375000 Penalty: 3069.759033 Iteration 29Q: 3 clusters Score -1207584 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10812 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -1207584.750000 Penalty: 3069.759033 Iteration 30Q: 3 clusters Score -1207585 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10812 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -1207584.750000 Penalty: 3069.759033 Iteration 31F: 3 clusters Score -1207585 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (820 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Entering Unmasked Estep Score: -77464.625000 Penalty: 1090.261963 Iteration 0F: 2 clusters Score -77464.62 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 407 members Entering Unmasked Estep Score: -76131.484375 Penalty: 2180.523926 Iteration 0F: 3 clusters Score -76131.48 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -76330.218750 Penalty: 2180.523926 Iteration 1F: 3 clusters Score -76330.22 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -76371.367188 Penalty: 2180.523926 Iteration 2Q: 3 clusters Score -76371.37 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -76401.679688 Penalty: 2180.523926 Iteration 3Q: 3 clusters Score -76401.68 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -76430.171875 Penalty: 2180.523926 Iteration 4Q: 3 clusters Score -76430.17 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -76445.234375 Penalty: 2180.523926 Iteration 5Q: 3 clusters Score -76445.23 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -76459.656250 Penalty: 2180.523926 Iteration 6Q: 3 clusters Score -76459.66 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -76474.359375 Penalty: 2180.523926 Iteration 7Q: 3 clusters Score -76474.36 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -76480.867188 Penalty: 2180.523926 Iteration 8Q: 3 clusters Score -76480.87 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -76485.468750 Penalty: 2180.523926 Iteration 9Q: 3 clusters Score -76485.47 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -76486.765625 Penalty: 2180.523926 Iteration 10Q: 3 clusters Score -76486.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -76487.531250 Penalty: 2180.523926 Iteration 11Q: 3 clusters Score -76487.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -76488.289062 Penalty: 2180.523926 Iteration 12Q: 3 clusters Score -76488.29 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -76490.257812 Penalty: 2180.523926 Iteration 13Q: 3 clusters Score -76490.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -76492.687500 Penalty: 2180.523926 Iteration 14Q: 3 clusters Score -76492.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -76493.000000 Penalty: 2180.523926 Iteration 15Q: 3 clusters Score -76493 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -76493.000000 Penalty: 2180.523926 Iteration 16F: 3 clusters Score -76493 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (91910 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91910 members Entering Unmasked Estep Score: -9174884.000000 Penalty: 1857.141846 Iteration 0F: 2 clusters Score -9174884 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45855 members Mstep: Class 2 contains 46055 members Entering Unmasked Estep Score: -9113620.000000 Penalty: 3714.283691 Iteration 0F: 3 clusters Score -9113620 nChanged 43744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45471 members Mstep: Class 2 contains 46439 members Entering Unmasked Estep Score: -9138563.000000 Penalty: 3714.283691 Iteration 1F: 3 clusters Score -9138563 nChanged 3187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45344 members Mstep: Class 2 contains 46566 members Entering Unmasked Estep Score: -9139396.000000 Penalty: 3714.283691 Iteration 2Q: 3 clusters Score -9139396 nChanged 3391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45163 members Mstep: Class 2 contains 46747 members Entering Unmasked Estep Score: -9140432.000000 Penalty: 3714.283691 Iteration 3Q: 3 clusters Score -9140432 nChanged 3484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44963 members Mstep: Class 2 contains 46947 members Entering Unmasked Estep Score: -9141477.000000 Penalty: 3714.283691 Iteration 4Q: 3 clusters Score -9141477 nChanged 3773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44740 members Mstep: Class 2 contains 47170 members Entering Unmasked Estep Score: -9142806.000000 Penalty: 3714.283691 Iteration 5Q: 3 clusters Score -9142806 nChanged 4011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44429 members Mstep: Class 2 contains 47481 members Entering Unmasked Estep Score: -9144335.000000 Penalty: 3714.283691 Iteration 6Q: 3 clusters Score -9144335 nChanged 4070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43937 members Mstep: Class 2 contains 47973 members Entering Unmasked Estep Score: -9145915.000000 Penalty: 3714.283691 Iteration 7Q: 3 clusters Score -9145915 nChanged 3885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43050 members Mstep: Class 2 contains 48860 members Entering Unmasked Estep Score: -9147471.000000 Penalty: 3714.283691 Iteration 8Q: 3 clusters Score -9147471 nChanged 3862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41696 members Mstep: Class 2 contains 50214 members Entering Unmasked Estep Score: -9148960.000000 Penalty: 3714.283691 Iteration 9Q: 3 clusters Score -9148960 nChanged 3598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39782 members Mstep: Class 2 contains 52128 members Entering Unmasked Estep Score: -9150467.000000 Penalty: 3714.283691 Iteration 10Q: 3 clusters Score -9150467 nChanged 3457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37357 members Mstep: Class 2 contains 54553 members Entering Unmasked Estep Score: -9151858.000000 Penalty: 3714.283691 Iteration 11Q: 3 clusters Score -9151858 nChanged 3472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34387 members Mstep: Class 2 contains 57523 members Entering Unmasked Estep Score: -9153452.000000 Penalty: 3714.283691 Iteration 12Q: 3 clusters Score -9153452 nChanged 3805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30796 members Mstep: Class 2 contains 61114 members Entering Unmasked Estep Score: -9155342.000000 Penalty: 3714.283691 Iteration 13Q: 3 clusters Score -9155342 nChanged 4201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26653 members Mstep: Class 2 contains 65257 members Entering Unmasked Estep Score: -9157488.000000 Penalty: 3714.283691 Iteration 14Q: 3 clusters Score -9157488 nChanged 4660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22001 members Mstep: Class 2 contains 69909 members Entering Unmasked Estep Score: -9159996.000000 Penalty: 3714.283691 Iteration 15F: 3 clusters Score -9159996 nChanged 4772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17229 members Mstep: Class 2 contains 74681 members Entering Unmasked Estep Score: -9162882.000000 Penalty: 3714.283691 Iteration 16F: 3 clusters Score -9162882 nChanged 4590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12639 members Mstep: Class 2 contains 79271 members Entering Unmasked Estep Score: -9165839.000000 Penalty: 3714.283691 Iteration 17Q: 3 clusters Score -9165839 nChanged 3946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8693 members Mstep: Class 2 contains 83217 members Entering Unmasked Estep Score: -9168372.000000 Penalty: 3714.283691 Iteration 18Q: 3 clusters Score -9168372 nChanged 2997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5696 members Mstep: Class 2 contains 86214 members Entering Unmasked Estep Score: -9170345.000000 Penalty: 3714.283691 Iteration 19Q: 3 clusters Score -9170345 nChanged 1999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3697 members Mstep: Class 2 contains 88213 members Entering Unmasked Estep Score: -9171534.000000 Penalty: 3714.283691 Iteration 20F: 3 clusters Score -9171534 nChanged 1185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 89396 members Entering Unmasked Estep Score: -9172231.000000 Penalty: 3714.283691 Iteration 21Q: 3 clusters Score -9172231 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 90101 members Entering Unmasked Estep Score: -9172606.000000 Penalty: 3714.283691 Iteration 22Q: 3 clusters Score -9172606 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 90543 members Entering Unmasked Estep Score: -9172893.000000 Penalty: 3714.283691 Iteration 23Q: 3 clusters Score -9172893 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 90799 members Entering Unmasked Estep Score: -9173053.000000 Penalty: 3714.283691 Iteration 24Q: 3 clusters Score -9173053 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 90957 members Entering Unmasked Estep Score: -9173169.000000 Penalty: 3714.283691 Iteration 25Q: 3 clusters Score -9173169 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 91059 members Entering Unmasked Estep Score: -9173237.000000 Penalty: 3714.283691 Iteration 26Q: 3 clusters Score -9173237 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 91123 members Entering Unmasked Estep Score: -9173268.000000 Penalty: 3714.283691 Iteration 27Q: 3 clusters Score -9173268 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 91168 members Entering Unmasked Estep Score: -9173317.000000 Penalty: 3714.283691 Iteration 28Q: 3 clusters Score -9173317 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 91203 members Entering Unmasked Estep Score: -9173337.000000 Penalty: 3714.283691 Iteration 29Q: 3 clusters Score -9173337 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 91232 members Entering Unmasked Estep Score: -9173369.000000 Penalty: 3714.283691 Iteration 30Q: 3 clusters Score -9173369 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 91252 members Entering Unmasked Estep Score: -9173382.000000 Penalty: 3714.283691 Iteration 31Q: 3 clusters Score -9173382 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 91274 members Entering Unmasked Estep Score: -9173410.000000 Penalty: 3714.283691 Iteration 32Q: 3 clusters Score -9173410 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 91279 members Entering Unmasked Estep Score: -9173412.000000 Penalty: 3714.283691 Iteration 33Q: 3 clusters Score -9173412 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 91287 members Entering Unmasked Estep Score: -9173417.000000 Penalty: 3714.283691 Iteration 34Q: 3 clusters Score -9173417 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 91291 members Entering Unmasked Estep Score: -9173418.000000 Penalty: 3714.283691 Iteration 35Q: 3 clusters Score -9173418 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 91299 members Entering Unmasked Estep Score: -9173422.000000 Penalty: 3714.283691 Iteration 36Q: 3 clusters Score -9173422 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 91306 members Entering Unmasked Estep Score: -9173427.000000 Penalty: 3714.283691 Iteration 37Q: 3 clusters Score -9173427 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 91312 members Entering Unmasked Estep Score: -9173438.000000 Penalty: 3714.283691 Iteration 38Q: 3 clusters Score -9173438 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 91317 members Entering Unmasked Estep Score: -9173441.000000 Penalty: 3714.283691 Iteration 39Q: 3 clusters Score -9173441 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 91323 members Entering Unmasked Estep Score: -9173445.000000 Penalty: 3714.283691 Iteration 40F: 3 clusters Score -9173445 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 91332 members Entering Unmasked Estep Score: -9173463.000000 Penalty: 3714.283691 Iteration 41Q: 3 clusters Score -9173463 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 91339 members Entering Unmasked Estep Score: -9173464.000000 Penalty: 3714.283691 Iteration 42Q: 3 clusters Score -9173464 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 91343 members Entering Unmasked Estep Score: -9173464.000000 Penalty: 3714.283691 Iteration 43Q: 3 clusters Score -9173464 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 91350 members Entering Unmasked Estep Score: -9173470.000000 Penalty: 3714.283691 Iteration 44Q: 3 clusters Score -9173470 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 91358 members Entering Unmasked Estep Score: -9173485.000000 Penalty: 3714.283691 Iteration 45Q: 3 clusters Score -9173485 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 91367 members Entering Unmasked Estep Score: -9173498.000000 Penalty: 3714.283691 Iteration 46Q: 3 clusters Score -9173498 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 91375 members Entering Unmasked Estep Score: -9173503.000000 Penalty: 3714.283691 Iteration 47Q: 3 clusters Score -9173503 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 91383 members Entering Unmasked Estep Score: -9173503.000000 Penalty: 3714.283691 Iteration 48Q: 3 clusters Score -9173503 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 91387 members Entering Unmasked Estep Score: -9173517.000000 Penalty: 3714.283691 Iteration 49Q: 3 clusters Score -9173517 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 91392 members Entering Unmasked Estep Score: -9173512.000000 Penalty: 3714.283691 Iteration 50Q: 3 clusters Score -9173512 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 91397 members Entering Unmasked Estep Score: -9173513.000000 Penalty: 3714.283691 Iteration 51Q: 3 clusters Score -9173513 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 91401 members Entering Unmasked Estep Score: -9173524.000000 Penalty: 3714.283691 Iteration 52Q: 3 clusters Score -9173524 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 91404 members Entering Unmasked Estep Score: -9173524.000000 Penalty: 3714.283691 Iteration 53Q: 3 clusters Score -9173524 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 91405 members Entering Unmasked Estep Score: -9173524.000000 Penalty: 3714.283691 Iteration 54Q: 3 clusters Score -9173524 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 91407 members Entering Unmasked Estep Score: -9173522.000000 Penalty: 3714.283691 Iteration 55Q: 3 clusters Score -9173522 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 91408 members Entering Unmasked Estep Score: -9173526.000000 Penalty: 3714.283691 Iteration 56Q: 3 clusters Score -9173526 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 91408 members Entering Unmasked Estep Score: -9173526.000000 Penalty: 3714.283691 Iteration 57F: 3 clusters Score -9173526 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (6613 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6613 members Entering Unmasked Estep Score: -644621.312500 Penalty: 1429.478882 Iteration 0F: 2 clusters Score -644621.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3250 members Mstep: Class 2 contains 3363 members Entering Unmasked Estep Score: -639668.500000 Penalty: 2858.957764 Iteration 0F: 3 clusters Score -639668.5 nChanged 2726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3110 members Mstep: Class 2 contains 3503 members Entering Unmasked Estep Score: -641119.500000 Penalty: 2858.957764 Iteration 1F: 3 clusters Score -641119.5 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3051 members Mstep: Class 2 contains 3562 members Entering Unmasked Estep Score: -641312.375000 Penalty: 2858.957764 Iteration 2F: 3 clusters Score -641312.4 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2982 members Mstep: Class 2 contains 3631 members Entering Unmasked Estep Score: -641470.875000 Penalty: 2858.957764 Iteration 3Q: 3 clusters Score -641470.9 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2896 members Mstep: Class 2 contains 3717 members Entering Unmasked Estep Score: -641603.062500 Penalty: 2858.957764 Iteration 4Q: 3 clusters Score -641603.1 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2795 members Mstep: Class 2 contains 3818 members Entering Unmasked Estep Score: -641731.750000 Penalty: 2858.957764 Iteration 5Q: 3 clusters Score -641731.8 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2688 members Mstep: Class 2 contains 3925 members Entering Unmasked Estep Score: -641846.062500 Penalty: 2858.957764 Iteration 6Q: 3 clusters Score -641846.1 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2591 members Mstep: Class 2 contains 4022 members Entering Unmasked Estep Score: -641953.937500 Penalty: 2858.957764 Iteration 7Q: 3 clusters Score -641953.9 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2491 members Mstep: Class 2 contains 4122 members Entering Unmasked Estep Score: -642077.250000 Penalty: 2858.957764 Iteration 8Q: 3 clusters Score -642077.2 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 4242 members Entering Unmasked Estep Score: -642229.250000 Penalty: 2858.957764 Iteration 9Q: 3 clusters Score -642229.2 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 4367 members Entering Unmasked Estep Score: -642362.937500 Penalty: 2858.957764 Iteration 10Q: 3 clusters Score -642362.9 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 4493 members Entering Unmasked Estep Score: -642489.687500 Penalty: 2858.957764 Iteration 11Q: 3 clusters Score -642489.7 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 4621 members Entering Unmasked Estep Score: -642637.750000 Penalty: 2858.957764 Iteration 12Q: 3 clusters Score -642637.8 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 4758 members Entering Unmasked Estep Score: -642801.687500 Penalty: 2858.957764 Iteration 13Q: 3 clusters Score -642801.7 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 4868 members Entering Unmasked Estep Score: -642922.312500 Penalty: 2858.957764 Iteration 14Q: 3 clusters Score -642922.3 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 4963 members Entering Unmasked Estep Score: -643005.937500 Penalty: 2858.957764 Iteration 15Q: 3 clusters Score -643005.9 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 5040 members Entering Unmasked Estep Score: -643065.250000 Penalty: 2858.957764 Iteration 16Q: 3 clusters Score -643065.2 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 5095 members Entering Unmasked Estep Score: -643111.000000 Penalty: 2858.957764 Iteration 17Q: 3 clusters Score -643111 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 5132 members Entering Unmasked Estep Score: -643143.937500 Penalty: 2858.957764 Iteration 18Q: 3 clusters Score -643143.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 5162 members Entering Unmasked Estep Score: -643164.812500 Penalty: 2858.957764 Iteration 19Q: 3 clusters Score -643164.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 5188 members Entering Unmasked Estep Score: -643183.687500 Penalty: 2858.957764 Iteration 20F: 3 clusters Score -643183.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 5216 members Entering Unmasked Estep Score: -643201.437500 Penalty: 2858.957764 Iteration 21Q: 3 clusters Score -643201.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 5250 members Entering Unmasked Estep Score: -643219.750000 Penalty: 2858.957764 Iteration 22Q: 3 clusters Score -643219.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 5272 members Entering Unmasked Estep Score: -643229.937500 Penalty: 2858.957764 Iteration 23Q: 3 clusters Score -643229.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 5295 members Entering Unmasked Estep Score: -643246.000000 Penalty: 2858.957764 Iteration 24Q: 3 clusters Score -643246 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 5324 members Entering Unmasked Estep Score: -643257.062500 Penalty: 2858.957764 Iteration 25Q: 3 clusters Score -643257.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 5345 members Entering Unmasked Estep Score: -643267.500000 Penalty: 2858.957764 Iteration 26Q: 3 clusters Score -643267.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 5360 members Entering Unmasked Estep Score: -643276.937500 Penalty: 2858.957764 Iteration 27Q: 3 clusters Score -643276.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 5379 members Entering Unmasked Estep Score: -643285.375000 Penalty: 2858.957764 Iteration 28Q: 3 clusters Score -643285.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 5397 members Entering Unmasked Estep Score: -643293.312500 Penalty: 2858.957764 Iteration 29Q: 3 clusters Score -643293.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 5405 members Entering Unmasked Estep Score: -643296.625000 Penalty: 2858.957764 Iteration 30Q: 3 clusters Score -643296.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 5415 members Entering Unmasked Estep Score: -643300.437500 Penalty: 2858.957764 Iteration 31Q: 3 clusters Score -643300.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 5425 members Entering Unmasked Estep Score: -643301.000000 Penalty: 2858.957764 Iteration 32Q: 3 clusters Score -643301 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 5432 members Entering Unmasked Estep Score: -643305.625000 Penalty: 2858.957764 Iteration 33Q: 3 clusters Score -643305.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 5435 members Entering Unmasked Estep Score: -643306.375000 Penalty: 2858.957764 Iteration 34Q: 3 clusters Score -643306.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 5442 members Entering Unmasked Estep Score: -643307.125000 Penalty: 2858.957764 Iteration 35Q: 3 clusters Score -643307.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 5444 members Entering Unmasked Estep Score: -643306.937500 Penalty: 2858.957764 Iteration 36Q: 3 clusters Score -643306.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 5445 members Entering Unmasked Estep Score: -643307.312500 Penalty: 2858.957764 Iteration 37Q: 3 clusters Score -643307.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 5445 members Entering Unmasked Estep Score: -643307.187500 Penalty: 2858.957764 Iteration 38Q: 3 clusters Score -643307.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 5445 members Entering Unmasked Estep Score: -643307.187500 Penalty: 2858.957764 Iteration 39F: 3 clusters Score -643307.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (3053 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3053 members Entering Unmasked Estep Score: -260807.578125 Penalty: 1303.880493 Iteration 0F: 2 clusters Score -260807.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -258075.015625 Penalty: 2607.760986 Iteration 0F: 3 clusters Score -258075 nChanged 1160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -258757.625000 Penalty: 2607.760986 Iteration 1F: 3 clusters Score -258757.6 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -258949.015625 Penalty: 2607.760986 Iteration 2F: 3 clusters Score -258949 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -259112.859375 Penalty: 2607.760986 Iteration 3F: 3 clusters Score -259112.9 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -259229.750000 Penalty: 2607.760986 Iteration 4Q: 3 clusters Score -259229.8 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -259337.078125 Penalty: 2607.760986 Iteration 5Q: 3 clusters Score -259337.1 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -259446.906250 Penalty: 2607.760986 Iteration 6Q: 3 clusters Score -259446.9 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -259581.125000 Penalty: 2607.760986 Iteration 7Q: 3 clusters Score -259581.1 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -259693.734375 Penalty: 2607.760986 Iteration 8Q: 3 clusters Score -259693.7 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -259787.937500 Penalty: 2607.760986 Iteration 9Q: 3 clusters Score -259787.9 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -259874.093750 Penalty: 2607.760986 Iteration 10Q: 3 clusters Score -259874.1 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1911 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -259960.593750 Penalty: 2607.760986 Iteration 11Q: 3 clusters Score -259960.6 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -260051.859375 Penalty: 2607.760986 Iteration 12Q: 3 clusters Score -260051.9 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -260155.984375 Penalty: 2607.760986 Iteration 13Q: 3 clusters Score -260156 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -260248.937500 Penalty: 2607.760986 Iteration 14Q: 3 clusters Score -260248.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -260315.484375 Penalty: 2607.760986 Iteration 15Q: 3 clusters Score -260315.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -260360.500000 Penalty: 2607.760986 Iteration 16Q: 3 clusters Score -260360.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -260393.171875 Penalty: 2607.760986 Iteration 17Q: 3 clusters Score -260393.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2387 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -260430.046875 Penalty: 2607.760986 Iteration 18Q: 3 clusters Score -260430 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2421 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -260469.125000 Penalty: 2607.760986 Iteration 19Q: 3 clusters Score -260469.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2449 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -260499.406250 Penalty: 2607.760986 Iteration 20F: 3 clusters Score -260499.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -260523.218750 Penalty: 2607.760986 Iteration 21Q: 3 clusters Score -260523.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2500 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -260551.593750 Penalty: 2607.760986 Iteration 22Q: 3 clusters Score -260551.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -260579.906250 Penalty: 2607.760986 Iteration 23Q: 3 clusters Score -260579.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2545 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -260607.515625 Penalty: 2607.760986 Iteration 24Q: 3 clusters Score -260607.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2562 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -260631.968750 Penalty: 2607.760986 Iteration 25Q: 3 clusters Score -260632 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2576 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -260649.062500 Penalty: 2607.760986 Iteration 26Q: 3 clusters Score -260649.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2585 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -260655.656250 Penalty: 2607.760986 Iteration 27Q: 3 clusters Score -260655.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2597 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -260665.062500 Penalty: 2607.760986 Iteration 28Q: 3 clusters Score -260665.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -260669.484375 Penalty: 2607.760986 Iteration 29Q: 3 clusters Score -260669.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2606 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -260670.703125 Penalty: 2607.760986 Iteration 30Q: 3 clusters Score -260670.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2606 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -260670.703125 Penalty: 2607.760986 Iteration 31F: 3 clusters Score -260670.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (317 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Entering Unmasked Estep Score: -24030.613281 Penalty: 935.821533 Iteration 0F: 2 clusters Score -24030.61 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -23179.123047 Penalty: 1871.643066 Iteration 0F: 3 clusters Score -23179.12 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -23299.089844 Penalty: 1871.643066 Iteration 1F: 3 clusters Score -23299.09 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -23366.699219 Penalty: 1871.643066 Iteration 2F: 3 clusters Score -23366.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -23389.667969 Penalty: 1871.643066 Iteration 3Q: 3 clusters Score -23389.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -23391.376953 Penalty: 1871.643066 Iteration 4Q: 3 clusters Score -23391.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -23397.650391 Penalty: 1871.643066 Iteration 5Q: 3 clusters Score -23397.65 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -23402.080078 Penalty: 1871.643066 Iteration 6Q: 3 clusters Score -23402.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -23403.458984 Penalty: 1871.643066 Iteration 7Q: 3 clusters Score -23403.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -23403.458984 Penalty: 1871.643066 Iteration 8F: 3 clusters Score -23403.46 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (2386 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Entering Unmasked Estep Score: -236904.031250 Penalty: 1263.823242 Iteration 0F: 2 clusters Score -236904 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -234594.453125 Penalty: 2527.646484 Iteration 0F: 3 clusters Score -234594.5 nChanged 857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -235065.750000 Penalty: 2527.646484 Iteration 1F: 3 clusters Score -235065.8 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -235152.109375 Penalty: 2527.646484 Iteration 2F: 3 clusters Score -235152.1 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -235218.031250 Penalty: 2527.646484 Iteration 3Q: 3 clusters Score -235218 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -235255.812500 Penalty: 2527.646484 Iteration 4Q: 3 clusters Score -235255.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -235293.031250 Penalty: 2527.646484 Iteration 5Q: 3 clusters Score -235293 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -235323.234375 Penalty: 2527.646484 Iteration 6Q: 3 clusters Score -235323.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -235349.156250 Penalty: 2527.646484 Iteration 7Q: 3 clusters Score -235349.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -235380.609375 Penalty: 2527.646484 Iteration 8Q: 3 clusters Score -235380.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -235409.875000 Penalty: 2527.646484 Iteration 9Q: 3 clusters Score -235409.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -235437.609375 Penalty: 2527.646484 Iteration 10Q: 3 clusters Score -235437.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -235459.671875 Penalty: 2527.646484 Iteration 11Q: 3 clusters Score -235459.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -235485.906250 Penalty: 2527.646484 Iteration 12Q: 3 clusters Score -235485.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -235518.734375 Penalty: 2527.646484 Iteration 13Q: 3 clusters Score -235518.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -235557.546875 Penalty: 2527.646484 Iteration 14Q: 3 clusters Score -235557.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -235595.312500 Penalty: 2527.646484 Iteration 15Q: 3 clusters Score -235595.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -235630.953125 Penalty: 2527.646484 Iteration 16Q: 3 clusters Score -235631 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -235661.937500 Penalty: 2527.646484 Iteration 17Q: 3 clusters Score -235661.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -235693.234375 Penalty: 2527.646484 Iteration 18Q: 3 clusters Score -235693.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -235722.109375 Penalty: 2527.646484 Iteration 19Q: 3 clusters Score -235722.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -235742.906250 Penalty: 2527.646484 Iteration 20F: 3 clusters Score -235742.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -235755.421875 Penalty: 2527.646484 Iteration 21Q: 3 clusters Score -235755.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -235767.656250 Penalty: 2527.646484 Iteration 22Q: 3 clusters Score -235767.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -235779.156250 Penalty: 2527.646484 Iteration 23Q: 3 clusters Score -235779.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -235785.781250 Penalty: 2527.646484 Iteration 24Q: 3 clusters Score -235785.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -235797.046875 Penalty: 2527.646484 Iteration 25Q: 3 clusters Score -235797 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -235807.109375 Penalty: 2527.646484 Iteration 26Q: 3 clusters Score -235807.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -235817.093750 Penalty: 2527.646484 Iteration 27Q: 3 clusters Score -235817.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -235823.421875 Penalty: 2527.646484 Iteration 28Q: 3 clusters Score -235823.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -235827.140625 Penalty: 2527.646484 Iteration 29Q: 3 clusters Score -235827.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -235831.671875 Penalty: 2527.646484 Iteration 30Q: 3 clusters Score -235831.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -235833.921875 Penalty: 2527.646484 Iteration 31Q: 3 clusters Score -235833.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -235836.781250 Penalty: 2527.646484 Iteration 32Q: 3 clusters Score -235836.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -235840.328125 Penalty: 2527.646484 Iteration 33Q: 3 clusters Score -235840.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -235841.718750 Penalty: 2527.646484 Iteration 34Q: 3 clusters Score -235841.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -235842.609375 Penalty: 2527.646484 Iteration 35Q: 3 clusters Score -235842.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -235843.750000 Penalty: 2527.646484 Iteration 36Q: 3 clusters Score -235843.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -235846.328125 Penalty: 2527.646484 Iteration 37Q: 3 clusters Score -235846.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -235848.765625 Penalty: 2527.646484 Iteration 38Q: 3 clusters Score -235848.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -235849.890625 Penalty: 2527.646484 Iteration 39Q: 3 clusters Score -235849.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -235849.890625 Penalty: 2527.646484 Iteration 40F: 3 clusters Score -235849.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (3415 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3415 members Entering Unmasked Estep Score: -336036.125000 Penalty: 1322.089111 Iteration 0F: 2 clusters Score -336036.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -333101.468750 Penalty: 2644.178223 Iteration 0F: 3 clusters Score -333101.5 nChanged 1342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -333864.843750 Penalty: 2644.178223 Iteration 1F: 3 clusters Score -333864.8 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -334000.281250 Penalty: 2644.178223 Iteration 2F: 3 clusters Score -334000.3 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -334071.968750 Penalty: 2644.178223 Iteration 3Q: 3 clusters Score -334072 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -334122.312500 Penalty: 2644.178223 Iteration 4Q: 3 clusters Score -334122.3 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -334163.843750 Penalty: 2644.178223 Iteration 5Q: 3 clusters Score -334163.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -334198.781250 Penalty: 2644.178223 Iteration 6Q: 3 clusters Score -334198.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -334229.343750 Penalty: 2644.178223 Iteration 7Q: 3 clusters Score -334229.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -334260.125000 Penalty: 2644.178223 Iteration 8Q: 3 clusters Score -334260.1 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -334286.687500 Penalty: 2644.178223 Iteration 9Q: 3 clusters Score -334286.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -334314.187500 Penalty: 2644.178223 Iteration 10Q: 3 clusters Score -334314.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 2124 members Entering Unmasked Estep Score: -334333.218750 Penalty: 2644.178223 Iteration 11Q: 3 clusters Score -334333.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -334348.093750 Penalty: 2644.178223 Iteration 12Q: 3 clusters Score -334348.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 2171 members Entering Unmasked Estep Score: -334364.187500 Penalty: 2644.178223 Iteration 13Q: 3 clusters Score -334364.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 2200 members Entering Unmasked Estep Score: -334388.312500 Penalty: 2644.178223 Iteration 14Q: 3 clusters Score -334388.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -334412.093750 Penalty: 2644.178223 Iteration 15Q: 3 clusters Score -334412.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -334435.031250 Penalty: 2644.178223 Iteration 16Q: 3 clusters Score -334435 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -334457.656250 Penalty: 2644.178223 Iteration 17Q: 3 clusters Score -334457.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -334480.218750 Penalty: 2644.178223 Iteration 18Q: 3 clusters Score -334480.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -334501.875000 Penalty: 2644.178223 Iteration 19Q: 3 clusters Score -334501.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -334519.312500 Penalty: 2644.178223 Iteration 20F: 3 clusters Score -334519.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 2460 members Entering Unmasked Estep Score: -334536.625000 Penalty: 2644.178223 Iteration 21Q: 3 clusters Score -334536.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 2491 members Entering Unmasked Estep Score: -334555.562500 Penalty: 2644.178223 Iteration 22Q: 3 clusters Score -334555.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -334575.343750 Penalty: 2644.178223 Iteration 23Q: 3 clusters Score -334575.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 2565 members Entering Unmasked Estep Score: -334597.343750 Penalty: 2644.178223 Iteration 24Q: 3 clusters Score -334597.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 2602 members Entering Unmasked Estep Score: -334618.468750 Penalty: 2644.178223 Iteration 25Q: 3 clusters Score -334618.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 2633 members Entering Unmasked Estep Score: -334637.156250 Penalty: 2644.178223 Iteration 26Q: 3 clusters Score -334637.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 2666 members Entering Unmasked Estep Score: -334658.156250 Penalty: 2644.178223 Iteration 27Q: 3 clusters Score -334658.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -334678.281250 Penalty: 2644.178223 Iteration 28Q: 3 clusters Score -334678.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 2724 members Entering Unmasked Estep Score: -334699.656250 Penalty: 2644.178223 Iteration 29Q: 3 clusters Score -334699.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 2757 members Entering Unmasked Estep Score: -334720.031250 Penalty: 2644.178223 Iteration 30Q: 3 clusters Score -334720 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 2786 members Entering Unmasked Estep Score: -334736.125000 Penalty: 2644.178223 Iteration 31Q: 3 clusters Score -334736.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 2806 members Entering Unmasked Estep Score: -334751.718750 Penalty: 2644.178223 Iteration 32Q: 3 clusters Score -334751.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 2827 members Entering Unmasked Estep Score: -334769.812500 Penalty: 2644.178223 Iteration 33Q: 3 clusters Score -334769.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 2843 members Entering Unmasked Estep Score: -334784.031250 Penalty: 2644.178223 Iteration 34Q: 3 clusters Score -334784 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 2856 members Entering Unmasked Estep Score: -334793.531250 Penalty: 2644.178223 Iteration 35Q: 3 clusters Score -334793.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 2861 members Entering Unmasked Estep Score: -334798.031250 Penalty: 2644.178223 Iteration 36Q: 3 clusters Score -334798 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 2870 members Entering Unmasked Estep Score: -334800.843750 Penalty: 2644.178223 Iteration 37Q: 3 clusters Score -334800.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 2879 members Entering Unmasked Estep Score: -334803.750000 Penalty: 2644.178223 Iteration 38Q: 3 clusters Score -334803.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 2887 members Entering Unmasked Estep Score: -334807.687500 Penalty: 2644.178223 Iteration 39Q: 3 clusters Score -334807.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 2895 members Entering Unmasked Estep Score: -334812.125000 Penalty: 2644.178223 Iteration 40F: 3 clusters Score -334812.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 2906 members Entering Unmasked Estep Score: -334819.125000 Penalty: 2644.178223 Iteration 41Q: 3 clusters Score -334819.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 2917 members Entering Unmasked Estep Score: -334826.531250 Penalty: 2644.178223 Iteration 42Q: 3 clusters Score -334826.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 2935 members Entering Unmasked Estep Score: -334837.968750 Penalty: 2644.178223 Iteration 43Q: 3 clusters Score -334838 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 2948 members Entering Unmasked Estep Score: -334845.968750 Penalty: 2644.178223 Iteration 44Q: 3 clusters Score -334846 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 2958 members Entering Unmasked Estep Score: -334853.250000 Penalty: 2644.178223 Iteration 45Q: 3 clusters Score -334853.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 2961 members Entering Unmasked Estep Score: -334855.718750 Penalty: 2644.178223 Iteration 46Q: 3 clusters Score -334855.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 2963 members Entering Unmasked Estep Score: -334856.468750 Penalty: 2644.178223 Iteration 47Q: 3 clusters Score -334856.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 2964 members Entering Unmasked Estep Score: -334856.250000 Penalty: 2644.178223 Iteration 48Q: 3 clusters Score -334856.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 2965 members Entering Unmasked Estep Score: -334856.750000 Penalty: 2644.178223 Iteration 49Q: 3 clusters Score -334856.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 2966 members Entering Unmasked Estep Score: -334858.281250 Penalty: 2644.178223 Iteration 50Q: 3 clusters Score -334858.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 2968 members Entering Unmasked Estep Score: -334859.625000 Penalty: 2644.178223 Iteration 51Q: 3 clusters Score -334859.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 2968 members Entering Unmasked Estep Score: -334862.531250 Penalty: 2644.178223 Iteration 52Q: 3 clusters Score -334862.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 2970 members Entering Unmasked Estep Score: -334865.343750 Penalty: 2644.178223 Iteration 53Q: 3 clusters Score -334865.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 2970 members Entering Unmasked Estep Score: -334866.187500 Penalty: 2644.178223 Iteration 54Q: 3 clusters Score -334866.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 2971 members Entering Unmasked Estep Score: -334866.468750 Penalty: 2644.178223 Iteration 55Q: 3 clusters Score -334866.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 2971 members Entering Unmasked Estep Score: -334866.468750 Penalty: 2644.178223 Iteration 56F: 3 clusters Score -334866.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (2053 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Entering Unmasked Estep Score: -190469.546875 Penalty: 1239.396851 Iteration 0F: 2 clusters Score -190469.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -188303.859375 Penalty: 2478.793701 Iteration 0F: 3 clusters Score -188303.9 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -188815.609375 Penalty: 2478.793701 Iteration 1F: 3 clusters Score -188815.6 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -188963.953125 Penalty: 2478.793701 Iteration 2F: 3 clusters Score -188964 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -189073.328125 Penalty: 2478.793701 Iteration 3F: 3 clusters Score -189073.3 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -189158.859375 Penalty: 2478.793701 Iteration 4Q: 3 clusters Score -189158.9 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -189240.500000 Penalty: 2478.793701 Iteration 5Q: 3 clusters Score -189240.5 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -189297.078125 Penalty: 2478.793701 Iteration 6Q: 3 clusters Score -189297.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -189335.078125 Penalty: 2478.793701 Iteration 7Q: 3 clusters Score -189335.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -189359.843750 Penalty: 2478.793701 Iteration 8Q: 3 clusters Score -189359.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -189372.453125 Penalty: 2478.793701 Iteration 9Q: 3 clusters Score -189372.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -189383.156250 Penalty: 2478.793701 Iteration 10Q: 3 clusters Score -189383.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -189387.546875 Penalty: 2478.793701 Iteration 11Q: 3 clusters Score -189387.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -189392.500000 Penalty: 2478.793701 Iteration 12Q: 3 clusters Score -189392.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -189397.906250 Penalty: 2478.793701 Iteration 13Q: 3 clusters Score -189397.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -189402.703125 Penalty: 2478.793701 Iteration 14Q: 3 clusters Score -189402.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -189410.015625 Penalty: 2478.793701 Iteration 15Q: 3 clusters Score -189410 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -189415.375000 Penalty: 2478.793701 Iteration 16Q: 3 clusters Score -189415.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -189421.484375 Penalty: 2478.793701 Iteration 17Q: 3 clusters Score -189421.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -189424.250000 Penalty: 2478.793701 Iteration 18Q: 3 clusters Score -189424.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -189429.343750 Penalty: 2478.793701 Iteration 19Q: 3 clusters Score -189429.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -189435.625000 Penalty: 2478.793701 Iteration 20F: 3 clusters Score -189435.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -189443.515625 Penalty: 2478.793701 Iteration 21Q: 3 clusters Score -189443.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -189450.515625 Penalty: 2478.793701 Iteration 22Q: 3 clusters Score -189450.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -189456.484375 Penalty: 2478.793701 Iteration 23Q: 3 clusters Score -189456.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -189464.500000 Penalty: 2478.793701 Iteration 24Q: 3 clusters Score -189464.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -189468.875000 Penalty: 2478.793701 Iteration 25Q: 3 clusters Score -189468.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -189474.281250 Penalty: 2478.793701 Iteration 26Q: 3 clusters Score -189474.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -189483.125000 Penalty: 2478.793701 Iteration 27Q: 3 clusters Score -189483.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -189486.765625 Penalty: 2478.793701 Iteration 28Q: 3 clusters Score -189486.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -189489.125000 Penalty: 2478.793701 Iteration 29Q: 3 clusters Score -189489.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -189489.750000 Penalty: 2478.793701 Iteration 30Q: 3 clusters Score -189489.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -189491.156250 Penalty: 2478.793701 Iteration 31Q: 3 clusters Score -189491.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -189492.937500 Penalty: 2478.793701 Iteration 32Q: 3 clusters Score -189492.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -189494.625000 Penalty: 2478.793701 Iteration 33Q: 3 clusters Score -189494.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -189497.390625 Penalty: 2478.793701 Iteration 34Q: 3 clusters Score -189497.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -189501.171875 Penalty: 2478.793701 Iteration 35Q: 3 clusters Score -189501.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -189505.171875 Penalty: 2478.793701 Iteration 36Q: 3 clusters Score -189505.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -189508.546875 Penalty: 2478.793701 Iteration 37Q: 3 clusters Score -189508.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -189515.593750 Penalty: 2478.793701 Iteration 38Q: 3 clusters Score -189515.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -189522.515625 Penalty: 2478.793701 Iteration 39Q: 3 clusters Score -189522.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -189525.031250 Penalty: 2478.793701 Iteration 40F: 3 clusters Score -189525 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -189525.625000 Penalty: 2478.793701 Iteration 41Q: 3 clusters Score -189525.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -189525.765625 Penalty: 2478.793701 Iteration 42Q: 3 clusters Score -189525.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -189525.765625 Penalty: 2478.793701 Iteration 43F: 3 clusters Score -189525.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (14609 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14609 members Entering Unmasked Estep Score: -1362930.750000 Penalty: 1558.276367 Iteration 0F: 2 clusters Score -1362931 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7309 members Mstep: Class 2 contains 7300 members Entering Unmasked Estep Score: -1352787.625000 Penalty: 3116.552734 Iteration 0F: 3 clusters Score -1352788 nChanged 6477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7210 members Mstep: Class 2 contains 7399 members Entering Unmasked Estep Score: -1356508.500000 Penalty: 3116.552734 Iteration 1F: 3 clusters Score -1356508 nChanged 872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7148 members Mstep: Class 2 contains 7461 members Entering Unmasked Estep Score: -1357006.750000 Penalty: 3116.552734 Iteration 2F: 3 clusters Score -1357007 nChanged 877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6991 members Mstep: Class 2 contains 7618 members Entering Unmasked Estep Score: -1357557.750000 Penalty: 3116.552734 Iteration 3F: 3 clusters Score -1357558 nChanged 938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6725 members Mstep: Class 2 contains 7884 members Entering Unmasked Estep Score: -1358259.375000 Penalty: 3116.552734 Iteration 4F: 3 clusters Score -1358259 nChanged 1022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6349 members Mstep: Class 2 contains 8260 members Entering Unmasked Estep Score: -1359131.375000 Penalty: 3116.552734 Iteration 5F: 3 clusters Score -1359131 nChanged 1053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5982 members Mstep: Class 2 contains 8627 members Entering Unmasked Estep Score: -1360012.125000 Penalty: 3116.552734 Iteration 6F: 3 clusters Score -1360012 nChanged 918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5642 members Mstep: Class 2 contains 8967 members Entering Unmasked Estep Score: -1360729.375000 Penalty: 3116.552734 Iteration 7F: 3 clusters Score -1360729 nChanged 688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5372 members Mstep: Class 2 contains 9237 members Entering Unmasked Estep Score: -1361190.500000 Penalty: 3116.552734 Iteration 8Q: 3 clusters Score -1361190 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5141 members Mstep: Class 2 contains 9468 members Entering Unmasked Estep Score: -1361405.000000 Penalty: 3116.552734 Iteration 9Q: 3 clusters Score -1361405 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4981 members Mstep: Class 2 contains 9628 members Entering Unmasked Estep Score: -1361494.000000 Penalty: 3116.552734 Iteration 10Q: 3 clusters Score -1361494 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4832 members Mstep: Class 2 contains 9777 members Entering Unmasked Estep Score: -1361566.500000 Penalty: 3116.552734 Iteration 11Q: 3 clusters Score -1361566 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4688 members Mstep: Class 2 contains 9921 members Entering Unmasked Estep Score: -1361624.625000 Penalty: 3116.552734 Iteration 12Q: 3 clusters Score -1361625 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4555 members Mstep: Class 2 contains 10054 members Entering Unmasked Estep Score: -1361685.125000 Penalty: 3116.552734 Iteration 13Q: 3 clusters Score -1361685 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4407 members Mstep: Class 2 contains 10202 members Entering Unmasked Estep Score: -1361746.500000 Penalty: 3116.552734 Iteration 14Q: 3 clusters Score -1361746 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4266 members Mstep: Class 2 contains 10343 members Entering Unmasked Estep Score: -1361815.875000 Penalty: 3116.552734 Iteration 15Q: 3 clusters Score -1361816 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4109 members Mstep: Class 2 contains 10500 members Entering Unmasked Estep Score: -1361889.250000 Penalty: 3116.552734 Iteration 16Q: 3 clusters Score -1361889 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3948 members Mstep: Class 2 contains 10661 members Entering Unmasked Estep Score: -1361973.875000 Penalty: 3116.552734 Iteration 17Q: 3 clusters Score -1361974 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3787 members Mstep: Class 2 contains 10822 members Entering Unmasked Estep Score: -1362065.000000 Penalty: 3116.552734 Iteration 18Q: 3 clusters Score -1362065 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3642 members Mstep: Class 2 contains 10967 members Entering Unmasked Estep Score: -1362148.000000 Penalty: 3116.552734 Iteration 19Q: 3 clusters Score -1362148 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3511 members Mstep: Class 2 contains 11098 members Entering Unmasked Estep Score: -1362219.500000 Penalty: 3116.552734 Iteration 20F: 3 clusters Score -1362220 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3396 members Mstep: Class 2 contains 11213 members Entering Unmasked Estep Score: -1362263.625000 Penalty: 3116.552734 Iteration 21Q: 3 clusters Score -1362264 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3306 members Mstep: Class 2 contains 11303 members Entering Unmasked Estep Score: -1362287.250000 Penalty: 3116.552734 Iteration 22Q: 3 clusters Score -1362287 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3229 members Mstep: Class 2 contains 11380 members Entering Unmasked Estep Score: -1362301.500000 Penalty: 3116.552734 Iteration 23Q: 3 clusters Score -1362302 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3167 members Mstep: Class 2 contains 11442 members Entering Unmasked Estep Score: -1362319.250000 Penalty: 3116.552734 Iteration 24Q: 3 clusters Score -1362319 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3129 members Mstep: Class 2 contains 11480 members Entering Unmasked Estep Score: -1362324.250000 Penalty: 3116.552734 Iteration 25Q: 3 clusters Score -1362324 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3097 members Mstep: Class 2 contains 11512 members Entering Unmasked Estep Score: -1362327.875000 Penalty: 3116.552734 Iteration 26Q: 3 clusters Score -1362328 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3069 members Mstep: Class 2 contains 11540 members Entering Unmasked Estep Score: -1362336.125000 Penalty: 3116.552734 Iteration 27Q: 3 clusters Score -1362336 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3043 members Mstep: Class 2 contains 11566 members Entering Unmasked Estep Score: -1362340.000000 Penalty: 3116.552734 Iteration 28Q: 3 clusters Score -1362340 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3028 members Mstep: Class 2 contains 11581 members Entering Unmasked Estep Score: -1362348.000000 Penalty: 3116.552734 Iteration 29Q: 3 clusters Score -1362348 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3013 members Mstep: Class 2 contains 11596 members Entering Unmasked Estep Score: -1362347.625000 Penalty: 3116.552734 Iteration 30Q: 3 clusters Score -1362348 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2995 members Mstep: Class 2 contains 11614 members Entering Unmasked Estep Score: -1362347.375000 Penalty: 3116.552734 Iteration 31Q: 3 clusters Score -1362347 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2979 members Mstep: Class 2 contains 11630 members Entering Unmasked Estep Score: -1362349.250000 Penalty: 3116.552734 Iteration 32Q: 3 clusters Score -1362349 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2969 members Mstep: Class 2 contains 11640 members Entering Unmasked Estep Score: -1362351.000000 Penalty: 3116.552734 Iteration 33Q: 3 clusters Score -1362351 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2965 members Mstep: Class 2 contains 11644 members Entering Unmasked Estep Score: -1362352.500000 Penalty: 3116.552734 Iteration 34Q: 3 clusters Score -1362352 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2958 members Mstep: Class 2 contains 11651 members Entering Unmasked Estep Score: -1362355.875000 Penalty: 3116.552734 Iteration 35Q: 3 clusters Score -1362356 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2956 members Mstep: Class 2 contains 11653 members Entering Unmasked Estep Score: -1362355.500000 Penalty: 3116.552734 Iteration 36Q: 3 clusters Score -1362356 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2952 members Mstep: Class 2 contains 11657 members Entering Unmasked Estep Score: -1362353.875000 Penalty: 3116.552734 Iteration 37Q: 3 clusters Score -1362354 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2950 members Mstep: Class 2 contains 11659 members Entering Unmasked Estep Score: -1362355.750000 Penalty: 3116.552734 Iteration 38Q: 3 clusters Score -1362356 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2948 members Mstep: Class 2 contains 11661 members Entering Unmasked Estep Score: -1362354.625000 Penalty: 3116.552734 Iteration 39Q: 3 clusters Score -1362355 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2945 members Mstep: Class 2 contains 11664 members Entering Unmasked Estep Score: -1362353.625000 Penalty: 3116.552734 Iteration 40F: 3 clusters Score -1362354 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (34746 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34746 members Entering Unmasked Estep Score: -3330283.250000 Penalty: 1699.070801 Iteration 0F: 2 clusters Score -3330283 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17391 members Mstep: Class 2 contains 17355 members Entering Unmasked Estep Score: -3306984.750000 Penalty: 3398.141602 Iteration 0F: 3 clusters Score -3306985 nChanged 16176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17419 members Mstep: Class 2 contains 17327 members Entering Unmasked Estep Score: -3316061.000000 Penalty: 3398.141602 Iteration 1F: 3 clusters Score -3316061 nChanged 1515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17480 members Mstep: Class 2 contains 17266 members Entering Unmasked Estep Score: -3316558.750000 Penalty: 3398.141602 Iteration 2Q: 3 clusters Score -3316559 nChanged 1490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17572 members Mstep: Class 2 contains 17174 members Entering Unmasked Estep Score: -3317081.750000 Penalty: 3398.141602 Iteration 3Q: 3 clusters Score -3317082 nChanged 1507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17663 members Mstep: Class 2 contains 17083 members Entering Unmasked Estep Score: -3317740.500000 Penalty: 3398.141602 Iteration 4Q: 3 clusters Score -3317740 nChanged 1586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17735 members Mstep: Class 2 contains 17011 members Entering Unmasked Estep Score: -3318482.750000 Penalty: 3398.141602 Iteration 5Q: 3 clusters Score -3318483 nChanged 1788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17727 members Mstep: Class 2 contains 17019 members Entering Unmasked Estep Score: -3319528.000000 Penalty: 3398.141602 Iteration 6F: 3 clusters Score -3319528 nChanged 1989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17688 members Mstep: Class 2 contains 17058 members Entering Unmasked Estep Score: -3320931.500000 Penalty: 3398.141602 Iteration 7F: 3 clusters Score -3320932 nChanged 2148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17582 members Mstep: Class 2 contains 17164 members Entering Unmasked Estep Score: -3322573.500000 Penalty: 3398.141602 Iteration 8F: 3 clusters Score -3322574 nChanged 1940 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17446 members Mstep: Class 2 contains 17300 members Entering Unmasked Estep Score: -3323709.250000 Penalty: 3398.141602 Iteration 9F: 3 clusters Score -3323709 nChanged 1436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17336 members Mstep: Class 2 contains 17410 members Entering Unmasked Estep Score: -3324304.500000 Penalty: 3398.141602 Iteration 10Q: 3 clusters Score -3324304 nChanged 921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17265 members Mstep: Class 2 contains 17481 members Entering Unmasked Estep Score: -3324513.000000 Penalty: 3398.141602 Iteration 11Q: 3 clusters Score -3324513 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17172 members Mstep: Class 2 contains 17574 members Entering Unmasked Estep Score: -3324594.750000 Penalty: 3398.141602 Iteration 12Q: 3 clusters Score -3324595 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17066 members Mstep: Class 2 contains 17680 members Entering Unmasked Estep Score: -3324662.750000 Penalty: 3398.141602 Iteration 13Q: 3 clusters Score -3324663 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16958 members Mstep: Class 2 contains 17788 members Entering Unmasked Estep Score: -3324713.750000 Penalty: 3398.141602 Iteration 14Q: 3 clusters Score -3324714 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16852 members Mstep: Class 2 contains 17894 members Entering Unmasked Estep Score: -3324758.500000 Penalty: 3398.141602 Iteration 15Q: 3 clusters Score -3324758 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16746 members Mstep: Class 2 contains 18000 members Entering Unmasked Estep Score: -3324808.500000 Penalty: 3398.141602 Iteration 16Q: 3 clusters Score -3324808 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16649 members Mstep: Class 2 contains 18097 members Entering Unmasked Estep Score: -3324819.750000 Penalty: 3398.141602 Iteration 17Q: 3 clusters Score -3324820 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16530 members Mstep: Class 2 contains 18216 members Entering Unmasked Estep Score: -3324861.000000 Penalty: 3398.141602 Iteration 18Q: 3 clusters Score -3324861 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16404 members Mstep: Class 2 contains 18342 members Entering Unmasked Estep Score: -3324909.250000 Penalty: 3398.141602 Iteration 19Q: 3 clusters Score -3324909 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16273 members Mstep: Class 2 contains 18473 members Entering Unmasked Estep Score: -3324950.250000 Penalty: 3398.141602 Iteration 20F: 3 clusters Score -3324950 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16138 members Mstep: Class 2 contains 18608 members Entering Unmasked Estep Score: -3324976.750000 Penalty: 3398.141602 Iteration 21Q: 3 clusters Score -3324977 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15991 members Mstep: Class 2 contains 18755 members Entering Unmasked Estep Score: -3325046.250000 Penalty: 3398.141602 Iteration 22Q: 3 clusters Score -3325046 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15821 members Mstep: Class 2 contains 18925 members Entering Unmasked Estep Score: -3325071.000000 Penalty: 3398.141602 Iteration 23Q: 3 clusters Score -3325071 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15653 members Mstep: Class 2 contains 19093 members Entering Unmasked Estep Score: -3325126.750000 Penalty: 3398.141602 Iteration 24Q: 3 clusters Score -3325127 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15493 members Mstep: Class 2 contains 19253 members Entering Unmasked Estep Score: -3325149.000000 Penalty: 3398.141602 Iteration 25Q: 3 clusters Score -3325149 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15370 members Mstep: Class 2 contains 19376 members Entering Unmasked Estep Score: -3325180.750000 Penalty: 3398.141602 Iteration 26Q: 3 clusters Score -3325181 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15265 members Mstep: Class 2 contains 19481 members Entering Unmasked Estep Score: -3325221.500000 Penalty: 3398.141602 Iteration 27Q: 3 clusters Score -3325222 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15155 members Mstep: Class 2 contains 19591 members Entering Unmasked Estep Score: -3325236.500000 Penalty: 3398.141602 Iteration 28Q: 3 clusters Score -3325236 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15048 members Mstep: Class 2 contains 19698 members Entering Unmasked Estep Score: -3325255.250000 Penalty: 3398.141602 Iteration 29Q: 3 clusters Score -3325255 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14949 members Mstep: Class 2 contains 19797 members Entering Unmasked Estep Score: -3325259.250000 Penalty: 3398.141602 Iteration 30Q: 3 clusters Score -3325259 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14835 members Mstep: Class 2 contains 19911 members Entering Unmasked Estep Score: -3325262.500000 Penalty: 3398.141602 Iteration 31Q: 3 clusters Score -3325262 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14715 members Mstep: Class 2 contains 20031 members Entering Unmasked Estep Score: -3325273.750000 Penalty: 3398.141602 Iteration 32Q: 3 clusters Score -3325274 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14612 members Mstep: Class 2 contains 20134 members Entering Unmasked Estep Score: -3325285.250000 Penalty: 3398.141602 Iteration 33Q: 3 clusters Score -3325285 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14501 members Mstep: Class 2 contains 20245 members Entering Unmasked Estep Score: -3325308.000000 Penalty: 3398.141602 Iteration 34Q: 3 clusters Score -3325308 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14388 members Mstep: Class 2 contains 20358 members Entering Unmasked Estep Score: -3325323.500000 Penalty: 3398.141602 Iteration 35Q: 3 clusters Score -3325324 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14281 members Mstep: Class 2 contains 20465 members Entering Unmasked Estep Score: -3325318.750000 Penalty: 3398.141602 Iteration 36Q: 3 clusters Score -3325319 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14174 members Mstep: Class 2 contains 20572 members Entering Unmasked Estep Score: -3325319.000000 Penalty: 3398.141602 Iteration 37Q: 3 clusters Score -3325319 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14086 members Mstep: Class 2 contains 20660 members Entering Unmasked Estep Score: -3325333.500000 Penalty: 3398.141602 Iteration 38Q: 3 clusters Score -3325334 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14005 members Mstep: Class 2 contains 20741 members Entering Unmasked Estep Score: -3325341.750000 Penalty: 3398.141602 Iteration 39Q: 3 clusters Score -3325342 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13920 members Mstep: Class 2 contains 20826 members Entering Unmasked Estep Score: -3325348.750000 Penalty: 3398.141602 Iteration 40F: 3 clusters Score -3325349 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13832 members Mstep: Class 2 contains 20914 members Entering Unmasked Estep Score: -3325355.750000 Penalty: 3398.141602 Iteration 41Q: 3 clusters Score -3325356 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13736 members Mstep: Class 2 contains 21010 members Entering Unmasked Estep Score: -3325378.000000 Penalty: 3398.141602 Iteration 42Q: 3 clusters Score -3325378 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13638 members Mstep: Class 2 contains 21108 members Entering Unmasked Estep Score: -3325367.250000 Penalty: 3398.141602 Iteration 43Q: 3 clusters Score -3325367 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13538 members Mstep: Class 2 contains 21208 members Entering Unmasked Estep Score: -3325398.750000 Penalty: 3398.141602 Iteration 44Q: 3 clusters Score -3325399 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13423 members Mstep: Class 2 contains 21323 members Entering Unmasked Estep Score: -3325400.250000 Penalty: 3398.141602 Iteration 45Q: 3 clusters Score -3325400 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13311 members Mstep: Class 2 contains 21435 members Entering Unmasked Estep Score: -3325416.500000 Penalty: 3398.141602 Iteration 46Q: 3 clusters Score -3325416 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13189 members Mstep: Class 2 contains 21557 members Entering Unmasked Estep Score: -3325423.000000 Penalty: 3398.141602 Iteration 47Q: 3 clusters Score -3325423 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13069 members Mstep: Class 2 contains 21677 members Entering Unmasked Estep Score: -3325443.000000 Penalty: 3398.141602 Iteration 48Q: 3 clusters Score -3325443 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12944 members Mstep: Class 2 contains 21802 members Entering Unmasked Estep Score: -3325448.250000 Penalty: 3398.141602 Iteration 49Q: 3 clusters Score -3325448 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12811 members Mstep: Class 2 contains 21935 members Entering Unmasked Estep Score: 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Entering Unmasked Estep Score: -3325544.500000 Penalty: 3398.141602 Iteration 54Q: 3 clusters Score -3325544 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11959 members Mstep: Class 2 contains 22787 members Entering Unmasked Estep Score: -3325579.500000 Penalty: 3398.141602 Iteration 55Q: 3 clusters Score -3325580 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11722 members Mstep: Class 2 contains 23024 members Entering Unmasked Estep Score: -3325609.250000 Penalty: 3398.141602 Iteration 56Q: 3 clusters Score -3325609 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11493 members Mstep: Class 2 contains 23253 members Entering Unmasked Estep Score: -3325650.000000 Penalty: 3398.141602 Iteration 57Q: 3 clusters Score -3325650 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11250 members Mstep: Class 2 contains 23496 members Entering Unmasked Estep Score: -3325702.250000 Penalty: 3398.141602 Iteration 58Q: 3 clusters Score -3325702 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10983 members Mstep: Class 2 contains 23763 members Entering Unmasked Estep Score: -3325757.000000 Penalty: 3398.141602 Iteration 59Q: 3 clusters Score -3325757 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10708 members Mstep: Class 2 contains 24038 members Entering Unmasked Estep Score: -3325820.250000 Penalty: 3398.141602 Iteration 60F: 3 clusters Score -3325820 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10427 members Mstep: Class 2 contains 24319 members Entering Unmasked Estep Score: -3325884.000000 Penalty: 3398.141602 Iteration 61Q: 3 clusters Score -3325884 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10124 members Mstep: Class 2 contains 24622 members Entering Unmasked Estep Score: -3325952.250000 Penalty: 3398.141602 Iteration 62Q: 3 clusters Score -3325952 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9810 members Mstep: Class 2 contains 24936 members Entering Unmasked Estep Score: -3326007.750000 Penalty: 3398.141602 Iteration 63Q: 3 clusters Score -3326008 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9489 members Mstep: Class 2 contains 25257 members Entering Unmasked Estep Score: -3326076.250000 Penalty: 3398.141602 Iteration 64Q: 3 clusters Score -3326076 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9188 members Mstep: Class 2 contains 25558 members Entering Unmasked Estep Score: -3326146.000000 Penalty: 3398.141602 Iteration 65Q: 3 clusters Score -3326146 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8866 members Mstep: Class 2 contains 25880 members Entering Unmasked Estep Score: -3326223.000000 Penalty: 3398.141602 Iteration 66Q: 3 clusters Score -3326223 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8532 members Mstep: Class 2 contains 26214 members Entering Unmasked Estep Score: -3326270.250000 Penalty: 3398.141602 Iteration 67Q: 3 clusters Score -3326270 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8199 members Mstep: Class 2 contains 26547 members Entering Unmasked Estep Score: -3326362.000000 Penalty: 3398.141602 Iteration 68Q: 3 clusters Score -3326362 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7851 members Mstep: Class 2 contains 26895 members Entering Unmasked Estep Score: -3326445.250000 Penalty: 3398.141602 Iteration 69Q: 3 clusters Score -3326445 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7508 members Mstep: Class 2 contains 27238 members Entering Unmasked Estep Score: -3326520.750000 Penalty: 3398.141602 Iteration 70Q: 3 clusters Score -3326521 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7133 members Mstep: Class 2 contains 27613 members Entering Unmasked Estep Score: -3326631.500000 Penalty: 3398.141602 Iteration 71Q: 3 clusters Score -3326632 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6745 members Mstep: Class 2 contains 28001 members Entering Unmasked Estep Score: -3326733.750000 Penalty: 3398.141602 Iteration 72Q: 3 clusters Score -3326734 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6360 members Mstep: Class 2 contains 28386 members Entering Unmasked Estep Score: -3326856.750000 Penalty: 3398.141602 Iteration 73Q: 3 clusters Score -3326857 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5953 members Mstep: Class 2 contains 28793 members Entering Unmasked Estep Score: -3326971.750000 Penalty: 3398.141602 Iteration 74Q: 3 clusters Score -3326972 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5579 members Mstep: Class 2 contains 29167 members Entering Unmasked Estep Score: -3327090.250000 Penalty: 3398.141602 Iteration 75Q: 3 clusters Score -3327090 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5223 members Mstep: Class 2 contains 29523 members Entering Unmasked Estep Score: -3327185.500000 Penalty: 3398.141602 Iteration 76Q: 3 clusters Score -3327186 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4876 members Mstep: Class 2 contains 29870 members Entering Unmasked Estep Score: -3327287.750000 Penalty: 3398.141602 Iteration 77Q: 3 clusters Score -3327288 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4517 members Mstep: Class 2 contains 30229 members Entering Unmasked Estep Score: -3327391.250000 Penalty: 3398.141602 Iteration 78Q: 3 clusters Score -3327391 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4176 members Mstep: Class 2 contains 30570 members Entering Unmasked Estep Score: -3327507.000000 Penalty: 3398.141602 Iteration 79Q: 3 clusters Score -3327507 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3848 members Mstep: Class 2 contains 30898 members Entering Unmasked Estep Score: -3327607.500000 Penalty: 3398.141602 Iteration 80F: 3 clusters Score -3327608 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3512 members Mstep: Class 2 contains 31234 members Entering Unmasked Estep Score: -3327735.750000 Penalty: 3398.141602 Iteration 81Q: 3 clusters Score -3327736 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3200 members Mstep: Class 2 contains 31546 members Entering Unmasked Estep Score: -3327851.000000 Penalty: 3398.141602 Iteration 82Q: 3 clusters Score -3327851 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2926 members Mstep: Class 2 contains 31820 members Entering Unmasked Estep Score: -3327939.500000 Penalty: 3398.141602 Iteration 83Q: 3 clusters Score -3327940 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2674 members Mstep: Class 2 contains 32072 members Entering Unmasked Estep Score: -3328023.750000 Penalty: 3398.141602 Iteration 84Q: 3 clusters Score -3328024 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2440 members Mstep: Class 2 contains 32306 members Entering Unmasked Estep Score: -3328103.750000 Penalty: 3398.141602 Iteration 85Q: 3 clusters Score -3328104 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 32521 members Entering Unmasked Estep Score: -3328180.250000 Penalty: 3398.141602 Iteration 86Q: 3 clusters Score -3328180 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 32737 members Entering Unmasked Estep Score: -3328271.000000 Penalty: 3398.141602 Iteration 87Q: 3 clusters Score -3328271 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 32961 members Entering Unmasked Estep Score: -3328369.750000 Penalty: 3398.141602 Iteration 88Q: 3 clusters Score -3328370 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 33179 members Entering Unmasked Estep Score: -3328477.250000 Penalty: 3398.141602 Iteration 89Q: 3 clusters Score -3328477 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 33344 members Entering Unmasked Estep Score: -3328551.250000 Penalty: 3398.141602 Iteration 90Q: 3 clusters Score -3328551 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 33488 members Entering Unmasked Estep Score: -3328617.250000 Penalty: 3398.141602 Iteration 91Q: 3 clusters Score -3328617 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 33597 members Entering Unmasked Estep Score: -3328662.000000 Penalty: 3398.141602 Iteration 92Q: 3 clusters Score -3328662 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 33681 members Entering Unmasked Estep Score: -3328716.500000 Penalty: 3398.141602 Iteration 93Q: 3 clusters Score -3328716 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 33751 members Entering Unmasked Estep Score: -3328751.500000 Penalty: 3398.141602 Iteration 94Q: 3 clusters Score -3328752 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 33804 members Entering Unmasked Estep Score: -3328766.250000 Penalty: 3398.141602 Iteration 95Q: 3 clusters Score -3328766 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 33851 members Entering Unmasked Estep Score: -3328796.500000 Penalty: 3398.141602 Iteration 96Q: 3 clusters Score -3328796 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 33893 members Entering Unmasked Estep Score: -3328811.500000 Penalty: 3398.141602 Iteration 97Q: 3 clusters Score -3328812 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 33929 members Entering Unmasked Estep Score: -3328830.250000 Penalty: 3398.141602 Iteration 98Q: 3 clusters Score -3328830 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 33962 members Entering Unmasked Estep Score: -3328839.500000 Penalty: 3398.141602 Iteration 99Q: 3 clusters Score -3328840 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 33983 members Entering Unmasked Estep Score: -3328845.250000 Penalty: 3398.141602 Iteration 100F: 3 clusters Score -3328845 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 34007 members Entering Unmasked Estep Score: -3328842.750000 Penalty: 3398.141602 Iteration 101Q: 3 clusters Score -3328843 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 34030 members Entering Unmasked Estep Score: -3328855.250000 Penalty: 3398.141602 Iteration 102Q: 3 clusters Score -3328855 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 34047 members Entering Unmasked Estep Score: -3328864.250000 Penalty: 3398.141602 Iteration 103Q: 3 clusters Score -3328864 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 34062 members Entering Unmasked Estep Score: -3328871.250000 Penalty: 3398.141602 Iteration 104Q: 3 clusters Score -3328871 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 34079 members Entering Unmasked Estep Score: -3328879.750000 Penalty: 3398.141602 Iteration 105Q: 3 clusters Score -3328880 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 34092 members Entering Unmasked Estep Score: -3328880.750000 Penalty: 3398.141602 Iteration 106Q: 3 clusters Score -3328881 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 34098 members Entering Unmasked Estep Score: -3328884.750000 Penalty: 3398.141602 Iteration 107Q: 3 clusters Score -3328885 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 34101 members Entering Unmasked Estep Score: -3328888.500000 Penalty: 3398.141602 Iteration 108Q: 3 clusters Score -3328888 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 34106 members Entering Unmasked Estep Score: -3328889.750000 Penalty: 3398.141602 Iteration 109Q: 3 clusters Score -3328890 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 34109 members Entering Unmasked Estep Score: -3328888.750000 Penalty: 3398.141602 Iteration 110Q: 3 clusters Score -3328889 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 34113 members Entering Unmasked Estep Score: -3328892.000000 Penalty: 3398.141602 Iteration 111Q: 3 clusters Score -3328892 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 34114 members Entering Unmasked Estep Score: -3328892.500000 Penalty: 3398.141602 Iteration 112Q: 3 clusters Score -3328892 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 34115 members Entering Unmasked Estep Score: -3328893.250000 Penalty: 3398.141602 Iteration 113Q: 3 clusters Score -3328893 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 34115 members Entering Unmasked Estep Score: -3328893.250000 Penalty: 3398.141602 Iteration 114F: 3 clusters Score -3328893 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (327 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Entering Unmasked Estep Score: -27809.710938 Penalty: 940.868591 Iteration 0F: 2 clusters Score -27809.71 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -26901.738281 Penalty: 1881.737183 Iteration 0F: 3 clusters Score -26901.74 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -26985.896484 Penalty: 1881.737183 Iteration 1F: 3 clusters Score -26985.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -27017.265625 Penalty: 1881.737183 Iteration 2Q: 3 clusters Score -27017.27 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -27037.761719 Penalty: 1881.737183 Iteration 3Q: 3 clusters Score -27037.76 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -27059.140625 Penalty: 1881.737183 Iteration 4Q: 3 clusters Score -27059.14 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -27074.763672 Penalty: 1881.737183 Iteration 5Q: 3 clusters Score -27074.76 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -27079.931641 Penalty: 1881.737183 Iteration 6Q: 3 clusters Score -27079.93 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -27082.316406 Penalty: 1881.737183 Iteration 7Q: 3 clusters Score -27082.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -27085.671875 Penalty: 1881.737183 Iteration 8Q: 3 clusters Score -27085.67 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -27096.029297 Penalty: 1881.737183 Iteration 9Q: 3 clusters Score -27096.03 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -27108.996094 Penalty: 1881.737183 Iteration 10Q: 3 clusters Score -27109 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -27116.550781 Penalty: 1881.737183 Iteration 11Q: 3 clusters Score -27116.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -27116.550781 Penalty: 1881.737183 Iteration 12F: 3 clusters Score -27116.55 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (141933 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141933 members Entering Unmasked Estep Score: -14134311.000000 Penalty: 1927.755493 Iteration 0F: 2 clusters Score -1.413431e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71079 members Mstep: Class 2 contains 70854 members Entering Unmasked Estep Score: -14039679.000000 Penalty: 3855.510986 Iteration 0F: 3 clusters Score -1.403968e+07 nChanged 68260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71275 members Mstep: Class 2 contains 70658 members Entering Unmasked Estep Score: -14079990.000000 Penalty: 3855.510986 Iteration 1F: 3 clusters Score -1.407999e+07 nChanged 4646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70809 members Mstep: Class 2 contains 71124 members Entering Unmasked Estep Score: -14081144.000000 Penalty: 3855.510986 Iteration 2Q: 3 clusters Score -1.408114e+07 nChanged 5295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70096 members Mstep: Class 2 contains 71837 members Entering Unmasked Estep Score: -14082665.000000 Penalty: 3855.510986 Iteration 3Q: 3 clusters Score -1.408266e+07 nChanged 6032 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69114 members Mstep: Class 2 contains 72819 members Entering Unmasked Estep Score: -14084825.000000 Penalty: 3855.510986 Iteration 4Q: 3 clusters Score -1.408482e+07 nChanged 6645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67905 members Mstep: Class 2 contains 74028 members Entering Unmasked Estep Score: -14087325.000000 Penalty: 3855.510986 Iteration 5Q: 3 clusters Score -1.408732e+07 nChanged 6924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66539 members Mstep: Class 2 contains 75394 members Entering Unmasked Estep Score: -14090018.000000 Penalty: 3855.510986 Iteration 6Q: 3 clusters Score -1.409002e+07 nChanged 6722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65235 members Mstep: Class 2 contains 76698 members Entering Unmasked Estep Score: -14092548.000000 Penalty: 3855.510986 Iteration 7Q: 3 clusters Score -1.409255e+07 nChanged 6287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64128 members Mstep: Class 2 contains 77805 members Entering Unmasked Estep Score: -14094805.000000 Penalty: 3855.510986 Iteration 8Q: 3 clusters Score -1.40948e+07 nChanged 5769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63247 members Mstep: Class 2 contains 78686 members Entering Unmasked Estep Score: -14096809.000000 Penalty: 3855.510986 Iteration 9Q: 3 clusters Score -1.409681e+07 nChanged 5340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62509 members Mstep: Class 2 contains 79424 members Entering Unmasked Estep Score: -14098624.000000 Penalty: 3855.510986 Iteration 10Q: 3 clusters Score -1.409862e+07 nChanged 4831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61724 members Mstep: Class 2 contains 80209 members Entering Unmasked Estep Score: -14100048.000000 Penalty: 3855.510986 Iteration 11Q: 3 clusters Score -1.410005e+07 nChanged 4399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60859 members Mstep: Class 2 contains 81074 members Entering Unmasked Estep Score: -14101495.000000 Penalty: 3855.510986 Iteration 12Q: 3 clusters Score -1.41015e+07 nChanged 4168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59775 members Mstep: Class 2 contains 82158 members Entering Unmasked Estep Score: -14103158.000000 Penalty: 3855.510986 Iteration 13Q: 3 clusters Score -1.410316e+07 nChanged 4304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58339 members Mstep: Class 2 contains 83594 members Entering Unmasked Estep Score: -14105528.000000 Penalty: 3855.510986 Iteration 14Q: 3 clusters Score -1.410553e+07 nChanged 4568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56549 members Mstep: Class 2 contains 85384 members Entering Unmasked Estep Score: -14108534.000000 Penalty: 3855.510986 Iteration 15Q: 3 clusters Score -1.410853e+07 nChanged 4597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54568 members Mstep: Class 2 contains 87365 members Entering Unmasked Estep Score: -14111624.000000 Penalty: 3855.510986 Iteration 16Q: 3 clusters Score -1.411162e+07 nChanged 4200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52412 members Mstep: Class 2 contains 89521 members Entering Unmasked Estep Score: -14114112.000000 Penalty: 3855.510986 Iteration 17Q: 3 clusters Score -1.411411e+07 nChanged 3367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50167 members Mstep: Class 2 contains 91766 members Entering Unmasked Estep Score: -14115560.000000 Penalty: 3855.510986 Iteration 18Q: 3 clusters Score -1.411556e+07 nChanged 2675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47864 members Mstep: Class 2 contains 94069 members Entering Unmasked Estep Score: -14116564.000000 Penalty: 3855.510986 Iteration 19Q: 3 clusters Score -1.411656e+07 nChanged 2394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45540 members Mstep: Class 2 contains 96393 members Entering Unmasked Estep Score: -14117384.000000 Penalty: 3855.510986 Iteration 20F: 3 clusters Score -1.411738e+07 nChanged 2310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43268 members Mstep: Class 2 contains 98665 members Entering Unmasked Estep Score: -14118105.000000 Penalty: 3855.510986 Iteration 21Q: 3 clusters Score -1.41181e+07 nChanged 2171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41117 members Mstep: Class 2 contains 100816 members Entering Unmasked Estep Score: -14118763.000000 Penalty: 3855.510986 Iteration 22Q: 3 clusters Score -1.411876e+07 nChanged 2204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38917 members Mstep: Class 2 contains 103016 members Entering Unmasked Estep Score: -14119504.000000 Penalty: 3855.510986 Iteration 23Q: 3 clusters Score -1.41195e+07 nChanged 2063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36860 members Mstep: Class 2 contains 105073 members Entering Unmasked Estep Score: -14120083.000000 Penalty: 3855.510986 Iteration 24Q: 3 clusters Score -1.412008e+07 nChanged 1930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34932 members Mstep: Class 2 contains 107001 members Entering Unmasked Estep Score: -14120648.000000 Penalty: 3855.510986 Iteration 25Q: 3 clusters Score -1.412065e+07 nChanged 1760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33172 members Mstep: Class 2 contains 108761 members Entering Unmasked Estep Score: -14121099.000000 Penalty: 3855.510986 Iteration 26Q: 3 clusters Score -1.41211e+07 nChanged 1720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31452 members Mstep: Class 2 contains 110481 members Entering Unmasked Estep Score: -14121562.000000 Penalty: 3855.510986 Iteration 27Q: 3 clusters Score -1.412156e+07 nChanged 1692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29760 members Mstep: Class 2 contains 112173 members Entering Unmasked Estep Score: -14122019.000000 Penalty: 3855.510986 Iteration 28Q: 3 clusters Score -1.412202e+07 nChanged 1621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28139 members Mstep: Class 2 contains 113794 members Entering Unmasked Estep Score: -14122542.000000 Penalty: 3855.510986 Iteration 29Q: 3 clusters Score -1.412254e+07 nChanged 1538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26601 members Mstep: Class 2 contains 115332 members Entering Unmasked Estep Score: -14122890.000000 Penalty: 3855.510986 Iteration 30Q: 3 clusters Score -1.412289e+07 nChanged 1468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25133 members Mstep: Class 2 contains 116800 members Entering Unmasked Estep Score: -14123237.000000 Penalty: 3855.510986 Iteration 31Q: 3 clusters Score -1.412324e+07 nChanged 1456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23677 members Mstep: Class 2 contains 118256 members Entering Unmasked Estep Score: -14123738.000000 Penalty: 3855.510986 Iteration 32Q: 3 clusters Score -1.412374e+07 nChanged 1391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22286 members Mstep: Class 2 contains 119647 members Entering Unmasked Estep Score: -14124213.000000 Penalty: 3855.510986 Iteration 33Q: 3 clusters Score -1.412421e+07 nChanged 1348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20938 members Mstep: Class 2 contains 120995 members Entering Unmasked Estep Score: -14124675.000000 Penalty: 3855.510986 Iteration 34Q: 3 clusters Score -1.412468e+07 nChanged 1330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19608 members Mstep: Class 2 contains 122325 members Entering Unmasked Estep Score: -14125098.000000 Penalty: 3855.510986 Iteration 35Q: 3 clusters Score -1.41251e+07 nChanged 1265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18343 members Mstep: Class 2 contains 123590 members Entering Unmasked Estep Score: -14125537.000000 Penalty: 3855.510986 Iteration 36Q: 3 clusters Score -1.412554e+07 nChanged 1200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17143 members Mstep: Class 2 contains 124790 members Entering Unmasked Estep Score: -14125968.000000 Penalty: 3855.510986 Iteration 37Q: 3 clusters Score -1.412597e+07 nChanged 1163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15980 members Mstep: Class 2 contains 125953 members Entering Unmasked Estep Score: -14126292.000000 Penalty: 3855.510986 Iteration 38Q: 3 clusters Score -1.412629e+07 nChanged 1116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14864 members Mstep: Class 2 contains 127069 members Entering Unmasked Estep Score: -14126680.000000 Penalty: 3855.510986 Iteration 39Q: 3 clusters Score -1.412668e+07 nChanged 1059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13805 members Mstep: Class 2 contains 128128 members Entering Unmasked Estep Score: -14127070.000000 Penalty: 3855.510986 Iteration 40F: 3 clusters Score -1.412707e+07 nChanged 1036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12769 members Mstep: Class 2 contains 129164 members Entering Unmasked Estep Score: -14127456.000000 Penalty: 3855.510986 Iteration 41Q: 3 clusters Score -1.412746e+07 nChanged 982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11787 members Mstep: Class 2 contains 130146 members Entering Unmasked Estep Score: -14127837.000000 Penalty: 3855.510986 Iteration 42Q: 3 clusters Score -1.412784e+07 nChanged 950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10837 members Mstep: Class 2 contains 131096 members Entering Unmasked Estep Score: -14128125.000000 Penalty: 3855.510986 Iteration 43Q: 3 clusters Score -1.412812e+07 nChanged 866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9971 members Mstep: Class 2 contains 131962 members Entering Unmasked Estep Score: -14128504.000000 Penalty: 3855.510986 Iteration 44Q: 3 clusters Score -1.41285e+07 nChanged 802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9169 members Mstep: Class 2 contains 132764 members Entering Unmasked Estep Score: -14128824.000000 Penalty: 3855.510986 Iteration 45Q: 3 clusters Score -1.412882e+07 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8412 members Mstep: Class 2 contains 133521 members Entering Unmasked Estep Score: -14129076.000000 Penalty: 3855.510986 Iteration 46Q: 3 clusters Score -1.412908e+07 nChanged 764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7648 members Mstep: Class 2 contains 134285 members Entering Unmasked Estep Score: -14129329.000000 Penalty: 3855.510986 Iteration 47Q: 3 clusters Score -1.412933e+07 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6913 members Mstep: Class 2 contains 135020 members Entering Unmasked Estep Score: -14129662.000000 Penalty: 3855.510986 Iteration 48Q: 3 clusters Score -1.412966e+07 nChanged 716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6197 members Mstep: Class 2 contains 135736 members Entering Unmasked Estep Score: -14130035.000000 Penalty: 3855.510986 Iteration 49Q: 3 clusters Score -1.413004e+07 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5533 members Mstep: Class 2 contains 136400 members Entering Unmasked Estep Score: -14130261.000000 Penalty: 3855.510986 Iteration 50Q: 3 clusters Score -1.413026e+07 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4893 members Mstep: Class 2 contains 137040 members Entering Unmasked Estep Score: -14130562.000000 Penalty: 3855.510986 Iteration 51Q: 3 clusters Score -1.413056e+07 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4287 members Mstep: Class 2 contains 137646 members Entering Unmasked Estep Score: -14130794.000000 Penalty: 3855.510986 Iteration 52Q: 3 clusters Score -1.413079e+07 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3767 members Mstep: Class 2 contains 138166 members Entering Unmasked Estep Score: -14131043.000000 Penalty: 3855.510986 Iteration 53Q: 3 clusters Score -1.413104e+07 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3268 members Mstep: Class 2 contains 138665 members Entering Unmasked Estep Score: -14131248.000000 Penalty: 3855.510986 Iteration 54Q: 3 clusters Score -1.413125e+07 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 139141 members Entering Unmasked Estep Score: -14131481.000000 Penalty: 3855.510986 Iteration 55Q: 3 clusters Score -1.413148e+07 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2317 members Mstep: Class 2 contains 139616 members Entering Unmasked Estep Score: -14131688.000000 Penalty: 3855.510986 Iteration 56Q: 3 clusters Score -1.413169e+07 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 140038 members Entering Unmasked Estep Score: -14131908.000000 Penalty: 3855.510986 Iteration 57Q: 3 clusters Score -1.413191e+07 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 140368 members Entering Unmasked Estep Score: -14132097.000000 Penalty: 3855.510986 Iteration 58Q: 3 clusters Score -1.41321e+07 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 140613 members Entering Unmasked Estep Score: -14132251.000000 Penalty: 3855.510986 Iteration 59Q: 3 clusters Score -1.413225e+07 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 140797 members Entering Unmasked Estep Score: -14132367.000000 Penalty: 3855.510986 Iteration 60F: 3 clusters Score -1.413237e+07 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 140925 members Entering Unmasked Estep Score: -14132413.000000 Penalty: 3855.510986 Iteration 61Q: 3 clusters Score -1.413241e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 141030 members Entering Unmasked Estep Score: -14132466.000000 Penalty: 3855.510986 Iteration 62Q: 3 clusters Score -1.413247e+07 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 141116 members Entering Unmasked Estep Score: -14132516.000000 Penalty: 3855.510986 Iteration 63Q: 3 clusters Score -1.413252e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 141194 members Entering Unmasked Estep Score: -14132564.000000 Penalty: 3855.510986 Iteration 64Q: 3 clusters Score -1.413256e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 141251 members Entering Unmasked Estep Score: -14132590.000000 Penalty: 3855.510986 Iteration 65Q: 3 clusters Score -1.413259e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 141286 members Entering Unmasked Estep Score: -14132630.000000 Penalty: 3855.510986 Iteration 66Q: 3 clusters Score -1.413263e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 141314 members Entering Unmasked Estep Score: -14132626.000000 Penalty: 3855.510986 Iteration 67Q: 3 clusters Score -1.413263e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 141336 members Entering Unmasked Estep Score: -14132660.000000 Penalty: 3855.510986 Iteration 68Q: 3 clusters Score -1.413266e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 141353 members Entering Unmasked Estep Score: -14132677.000000 Penalty: 3855.510986 Iteration 69Q: 3 clusters Score -1.413268e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 141362 members Entering Unmasked Estep Score: -14132685.000000 Penalty: 3855.510986 Iteration 70Q: 3 clusters Score -1.413268e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 141370 members Entering Unmasked Estep Score: -14132688.000000 Penalty: 3855.510986 Iteration 71Q: 3 clusters Score -1.413269e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 141381 members Entering Unmasked Estep Score: -14132689.000000 Penalty: 3855.510986 Iteration 72Q: 3 clusters Score -1.413269e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 141387 members Entering Unmasked Estep Score: -14132705.000000 Penalty: 3855.510986 Iteration 73Q: 3 clusters Score -1.41327e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 141391 members Entering Unmasked Estep Score: -14132715.000000 Penalty: 3855.510986 Iteration 74Q: 3 clusters Score -1.413272e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 141394 members Entering Unmasked Estep Score: -14132723.000000 Penalty: 3855.510986 Iteration 75Q: 3 clusters Score -1.413272e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 141398 members Entering Unmasked Estep Score: -14132716.000000 Penalty: 3855.510986 Iteration 76Q: 3 clusters Score -1.413272e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 141401 members Entering Unmasked Estep Score: -14132720.000000 Penalty: 3855.510986 Iteration 77Q: 3 clusters Score -1.413272e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 141404 members Entering Unmasked Estep Score: -14132729.000000 Penalty: 3855.510986 Iteration 78Q: 3 clusters Score -1.413273e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 141406 members Entering Unmasked Estep Score: -14132727.000000 Penalty: 3855.510986 Iteration 79Q: 3 clusters Score -1.413273e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 141411 members Entering Unmasked Estep Score: -14132723.000000 Penalty: 3855.510986 Iteration 80F: 3 clusters Score -1.413272e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 141415 members Entering Unmasked Estep Score: -14132724.000000 Penalty: 3855.510986 Iteration 81Q: 3 clusters Score -1.413272e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 141420 members Entering Unmasked Estep Score: -14132725.000000 Penalty: 3855.510986 Iteration 82Q: 3 clusters Score -1.413272e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 141422 members Entering Unmasked Estep Score: -14132720.000000 Penalty: 3855.510986 Iteration 83Q: 3 clusters Score -1.413272e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 141421 members Entering Unmasked Estep Score: -14132724.000000 Penalty: 3855.510986 Iteration 84Q: 3 clusters Score -1.413272e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 141421 members Entering Unmasked Estep Score: -14132724.000000 Penalty: 3855.510986 Iteration 85F: 3 clusters Score -1.413272e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (837 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Entering Unmasked Estep Score: -75238.632812 Penalty: 1093.596436 Iteration 0F: 2 clusters Score -75238.63 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -73915.039062 Penalty: 2187.192871 Iteration 0F: 3 clusters Score -73915.04 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -74270.406250 Penalty: 2187.192871 Iteration 1F: 3 clusters Score -74270.41 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -74486.320312 Penalty: 2187.192871 Iteration 2F: 3 clusters Score -74486.32 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -74690.484375 Penalty: 2187.192871 Iteration 3F: 3 clusters Score -74690.48 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -74865.601562 Penalty: 2187.192871 Iteration 4F: 3 clusters Score -74865.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -74958.789062 Penalty: 2187.192871 Iteration 5F: 3 clusters Score -74958.79 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -75055.937500 Penalty: 2187.192871 Iteration 6Q: 3 clusters Score -75055.94 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -75113.101562 Penalty: 2187.192871 Iteration 7Q: 3 clusters Score -75113.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -75133.015625 Penalty: 2187.192871 Iteration 8Q: 3 clusters Score -75133.02 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -75142.453125 Penalty: 2187.192871 Iteration 9Q: 3 clusters Score -75142.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -75150.968750 Penalty: 2187.192871 Iteration 10Q: 3 clusters Score -75150.97 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -75153.820312 Penalty: 2187.192871 Iteration 11Q: 3 clusters Score -75153.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -75158.429688 Penalty: 2187.192871 Iteration 12Q: 3 clusters Score -75158.43 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -75158.429688 Penalty: 2187.192871 Iteration 13F: 3 clusters Score -75158.43 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (2423 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2423 members Entering Unmasked Estep Score: -231998.671875 Penalty: 1266.323853 Iteration 0F: 2 clusters Score -231998.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -229647.343750 Penalty: 2532.647705 Iteration 0F: 3 clusters Score -229647.3 nChanged 840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -230193.859375 Penalty: 2532.647705 Iteration 1F: 3 clusters Score -230193.9 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -230324.187500 Penalty: 2532.647705 Iteration 2F: 3 clusters Score -230324.2 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -230395.546875 Penalty: 2532.647705 Iteration 3Q: 3 clusters Score -230395.5 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -230448.593750 Penalty: 2532.647705 Iteration 4Q: 3 clusters Score -230448.6 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -230504.109375 Penalty: 2532.647705 Iteration 5Q: 3 clusters Score -230504.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -230545.156250 Penalty: 2532.647705 Iteration 6Q: 3 clusters Score -230545.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -230579.593750 Penalty: 2532.647705 Iteration 7Q: 3 clusters Score -230579.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -230610.281250 Penalty: 2532.647705 Iteration 8Q: 3 clusters Score -230610.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -230636.625000 Penalty: 2532.647705 Iteration 9Q: 3 clusters Score -230636.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -230659.000000 Penalty: 2532.647705 Iteration 10Q: 3 clusters Score -230659 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -230677.250000 Penalty: 2532.647705 Iteration 11Q: 3 clusters Score -230677.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -230697.390625 Penalty: 2532.647705 Iteration 12Q: 3 clusters Score -230697.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -230715.281250 Penalty: 2532.647705 Iteration 13Q: 3 clusters Score -230715.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -230729.265625 Penalty: 2532.647705 Iteration 14Q: 3 clusters Score -230729.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -230741.953125 Penalty: 2532.647705 Iteration 15Q: 3 clusters Score -230742 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -230756.765625 Penalty: 2532.647705 Iteration 16Q: 3 clusters Score -230756.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -230765.015625 Penalty: 2532.647705 Iteration 17Q: 3 clusters Score -230765 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -230773.484375 Penalty: 2532.647705 Iteration 18Q: 3 clusters Score -230773.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -230784.109375 Penalty: 2532.647705 Iteration 19Q: 3 clusters Score -230784.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -230794.921875 Penalty: 2532.647705 Iteration 20F: 3 clusters Score -230794.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -230810.359375 Penalty: 2532.647705 Iteration 21Q: 3 clusters Score -230810.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -230828.750000 Penalty: 2532.647705 Iteration 22Q: 3 clusters Score -230828.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -230841.812500 Penalty: 2532.647705 Iteration 23Q: 3 clusters Score -230841.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -230856.796875 Penalty: 2532.647705 Iteration 24Q: 3 clusters Score -230856.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -230871.781250 Penalty: 2532.647705 Iteration 25Q: 3 clusters Score -230871.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -230882.250000 Penalty: 2532.647705 Iteration 26Q: 3 clusters Score -230882.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -230888.750000 Penalty: 2532.647705 Iteration 27Q: 3 clusters Score -230888.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -230896.656250 Penalty: 2532.647705 Iteration 28Q: 3 clusters Score -230896.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -230905.140625 Penalty: 2532.647705 Iteration 29Q: 3 clusters Score -230905.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -230916.781250 Penalty: 2532.647705 Iteration 30Q: 3 clusters Score -230916.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -230926.781250 Penalty: 2532.647705 Iteration 31Q: 3 clusters Score -230926.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -230938.109375 Penalty: 2532.647705 Iteration 32Q: 3 clusters Score -230938.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -230947.796875 Penalty: 2532.647705 Iteration 33Q: 3 clusters Score -230947.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -230957.031250 Penalty: 2532.647705 Iteration 34Q: 3 clusters Score -230957 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -230964.296875 Penalty: 2532.647705 Iteration 35Q: 3 clusters Score -230964.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -230969.265625 Penalty: 2532.647705 Iteration 36Q: 3 clusters Score -230969.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -230974.546875 Penalty: 2532.647705 Iteration 37Q: 3 clusters Score -230974.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -230978.593750 Penalty: 2532.647705 Iteration 38Q: 3 clusters Score -230978.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -230981.218750 Penalty: 2532.647705 Iteration 39Q: 3 clusters Score -230981.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -230982.640625 Penalty: 2532.647705 Iteration 40F: 3 clusters Score -230982.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2637 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8743 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1782 members Mstep: Class 7 contains 878 members Mstep: Class 8 contains 5030 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 404 members Mstep: Class 11 contains 2013 members Mstep: Class 12 contains 12650 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91910 members Mstep: Class 15 contains 6613 members Mstep: Class 16 contains 3053 members Mstep: Class 17 contains 317 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3415 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14609 members Mstep: Class 22 contains 34746 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 141933 members Mstep: Class 25 contains 837 members Mstep: Class 26 contains 2423 members Entering Unmasked Estep ConsiderDeletion Score: -33085666.000000 Penalty: 53869.488281 Iteration 119Q: 27 clusters Score -3.308567e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2640 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8749 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1752 members Mstep: Class 7 contains 878 members Mstep: Class 8 contains 5030 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 404 members Mstep: Class 11 contains 2013 members Mstep: Class 12 contains 12650 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91910 members Mstep: Class 15 contains 6613 members Mstep: Class 16 contains 3052 members Mstep: Class 17 contains 317 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3415 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14609 members Mstep: Class 22 contains 34753 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 141948 members Mstep: Class 25 contains 837 members Mstep: Class 26 contains 2423 members Entering Unmasked Estep ConsiderDeletion Score: -33085682.000000 Penalty: 53869.488281 Iteration 120F: 27 clusters Score -3.308568e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2645 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8750 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1724 members Mstep: Class 7 contains 878 members Mstep: Class 8 contains 5030 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 404 members Mstep: Class 11 contains 2014 members Mstep: Class 12 contains 12650 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91910 members Mstep: Class 15 contains 6611 members Mstep: Class 16 contains 3052 members Mstep: Class 17 contains 317 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3415 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14609 members Mstep: Class 22 contains 34761 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 141963 members Mstep: Class 25 contains 837 members Mstep: Class 26 contains 2423 members Entering Unmasked Estep ConsiderDeletion Score: -33085696.000000 Penalty: 53869.488281 Iteration 121Q: 27 clusters Score -3.30857e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2651 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8748 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1712 members Mstep: Class 7 contains 878 members Mstep: Class 8 contains 5030 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 404 members Mstep: Class 11 contains 2015 members Mstep: Class 12 contains 12650 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91910 members Mstep: Class 15 contains 6610 members Mstep: Class 16 contains 3051 members Mstep: Class 17 contains 317 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3415 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14607 members Mstep: Class 22 contains 34764 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 141970 members Mstep: Class 25 contains 837 members Mstep: Class 26 contains 2424 members Entering Unmasked Estep ConsiderDeletion Score: -33085740.000000 Penalty: 53869.488281 Iteration 122Q: 27 clusters Score -3.308574e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2658 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8750 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1698 members Mstep: Class 7 contains 878 members Mstep: Class 8 contains 5030 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 404 members Mstep: Class 11 contains 2015 members Mstep: Class 12 contains 12650 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91910 members Mstep: Class 15 contains 6603 members Mstep: Class 16 contains 3049 members Mstep: Class 17 contains 317 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3415 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14607 members Mstep: Class 22 contains 34762 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 141986 members Mstep: Class 25 contains 837 members Mstep: Class 26 contains 2424 members Entering Unmasked Estep ConsiderDeletion Score: -33085766.000000 Penalty: 53869.488281 Iteration 123Q: 27 clusters Score -3.308577e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2667 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8754 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1666 members Mstep: Class 7 contains 878 members Mstep: Class 8 contains 5030 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 404 members Mstep: Class 11 contains 2015 members Mstep: Class 12 contains 12650 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91910 members Mstep: Class 15 contains 6596 members Mstep: Class 16 contains 3049 members Mstep: Class 17 contains 317 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3415 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14607 members Mstep: Class 22 contains 34766 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142008 members Mstep: Class 25 contains 837 members Mstep: Class 26 contains 2424 members Entering Unmasked Estep ConsiderDeletion Score: -33085810.000000 Penalty: 53869.488281 Iteration 124Q: 27 clusters Score -3.308581e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2675 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8760 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1651 members Mstep: Class 7 contains 878 members Mstep: Class 8 contains 5030 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 404 members Mstep: Class 11 contains 2015 members Mstep: Class 12 contains 12649 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91910 members Mstep: Class 15 contains 6592 members Mstep: Class 16 contains 3047 members Mstep: Class 17 contains 317 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3415 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14607 members Mstep: Class 22 contains 34759 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142022 members Mstep: Class 25 contains 837 members Mstep: Class 26 contains 2425 members Entering Unmasked Estep ConsiderDeletion Score: -33085824.000000 Penalty: 53869.488281 Iteration 125Q: 27 clusters Score -3.308582e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2681 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8764 members Mstep: Class 5 contains 1729 members Mstep: Class 6 contains 1632 members Mstep: Class 7 contains 878 members Mstep: Class 8 contains 5030 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 404 members Mstep: Class 11 contains 2016 members Mstep: Class 12 contains 12648 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91910 members Mstep: Class 15 contains 6590 members Mstep: Class 16 contains 3046 members Mstep: Class 17 contains 317 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3415 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14607 members Mstep: Class 22 contains 34762 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142031 members Mstep: Class 25 contains 837 members Mstep: Class 26 contains 2426 members Entering Unmasked Estep ConsiderDeletion Score: -33085812.000000 Penalty: 53869.488281 Iteration 126Q: 27 clusters Score -3.308581e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2685 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8769 members Mstep: Class 5 contains 1729 members Mstep: Class 6 contains 1628 members Mstep: Class 7 contains 878 members Mstep: Class 8 contains 5030 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 404 members Mstep: Class 11 contains 2016 members Mstep: Class 12 contains 12648 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91910 members Mstep: Class 15 contains 6589 members Mstep: Class 16 contains 3047 members Mstep: Class 17 contains 317 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3415 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14607 members Mstep: Class 22 contains 34751 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142037 members Mstep: Class 25 contains 837 members Mstep: Class 26 contains 2426 members Entering Unmasked Estep ConsiderDeletion Score: -33085808.000000 Penalty: 53869.488281 Iteration 127Q: 27 clusters Score -3.308581e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2692 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8779 members Mstep: Class 5 contains 1729 members Mstep: Class 6 contains 1622 members Mstep: Class 7 contains 878 members Mstep: Class 8 contains 5030 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 404 members Mstep: Class 11 contains 2016 members Mstep: Class 12 contains 12647 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91910 members Mstep: Class 15 contains 6587 members Mstep: Class 16 contains 3048 members Mstep: Class 17 contains 317 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3415 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14607 members Mstep: Class 22 contains 34734 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142046 members Mstep: Class 25 contains 837 members Mstep: Class 26 contains 2425 members Entering Unmasked Estep ConsiderDeletion Score: -33085832.000000 Penalty: 53869.488281 Iteration 128Q: 27 clusters Score -3.308583e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2700 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8784 members Mstep: Class 5 contains 1729 members Mstep: Class 6 contains 1616 members Mstep: Class 7 contains 878 members Mstep: Class 8 contains 5030 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 404 members Mstep: Class 11 contains 2016 members Mstep: Class 12 contains 12647 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91910 members Mstep: Class 15 contains 6588 members Mstep: Class 16 contains 3047 members Mstep: Class 17 contains 317 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3415 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14607 members Mstep: Class 22 contains 34721 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142052 members Mstep: Class 25 contains 837 members Mstep: Class 26 contains 2425 members Entering Unmasked Estep ConsiderDeletion Score: -33085862.000000 Penalty: 53869.488281 Iteration 129Q: 27 clusters Score -3.308586e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2704 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8790 members Mstep: Class 5 contains 1729 members Mstep: Class 6 contains 1609 members Mstep: Class 7 contains 878 members Mstep: Class 8 contains 5030 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 404 members Mstep: Class 11 contains 2016 members Mstep: Class 12 contains 12647 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91910 members Mstep: Class 15 contains 6587 members Mstep: Class 16 contains 3047 members Mstep: Class 17 contains 317 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3415 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14607 members Mstep: Class 22 contains 34710 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142061 members Mstep: Class 25 contains 837 members Mstep: Class 26 contains 2425 members Entering Unmasked Estep ConsiderDeletion Score: -33085892.000000 Penalty: 53869.488281 Iteration 130Q: 27 clusters Score -3.308589e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2705 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8798 members Mstep: Class 5 contains 1729 members Mstep: Class 6 contains 1611 members Mstep: Class 7 contains 878 members Mstep: Class 8 contains 5030 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 404 members Mstep: Class 11 contains 2016 members Mstep: Class 12 contains 12647 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91910 members Mstep: Class 15 contains 6584 members Mstep: Class 16 contains 3046 members Mstep: Class 17 contains 317 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3415 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14607 members Mstep: Class 22 contains 34698 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142066 members Mstep: Class 25 contains 837 members Mstep: Class 26 contains 2425 members Entering Unmasked Estep ConsiderDeletion Score: -33085904.000000 Penalty: 53869.488281 Iteration 131Q: 27 clusters Score -3.30859e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2706 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8808 members Mstep: Class 5 contains 1729 members Mstep: Class 6 contains 1601 members Mstep: Class 7 contains 878 members Mstep: Class 8 contains 5030 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 404 members Mstep: Class 11 contains 2016 members Mstep: Class 12 contains 12647 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91910 members Mstep: Class 15 contains 6580 members Mstep: Class 16 contains 3045 members Mstep: Class 17 contains 317 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3416 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14607 members Mstep: Class 22 contains 34695 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142072 members Mstep: Class 25 contains 837 members Mstep: Class 26 contains 2425 members Entering Unmasked Estep ConsiderDeletion Score: -33085876.000000 Penalty: 53869.488281 Iteration 132Q: 27 clusters Score -3.308588e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2707 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8816 members Mstep: Class 5 contains 1729 members Mstep: Class 6 contains 1601 members Mstep: Class 7 contains 878 members Mstep: Class 8 contains 5030 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 404 members Mstep: Class 11 contains 2017 members Mstep: Class 12 contains 12647 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91910 members Mstep: Class 15 contains 6577 members Mstep: Class 16 contains 3043 members Mstep: Class 17 contains 317 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3416 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14607 members Mstep: Class 22 contains 34685 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142076 members Mstep: Class 25 contains 837 members Mstep: Class 26 contains 2426 members Entering Unmasked Estep ConsiderDeletion Score: -33085908.000000 Penalty: 53869.488281 Iteration 133Q: 27 clusters Score -3.308591e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2708 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8835 members Mstep: Class 5 contains 1729 members Mstep: Class 6 contains 1602 members Mstep: Class 7 contains 878 members Mstep: Class 8 contains 5030 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 404 members Mstep: Class 11 contains 2018 members Mstep: Class 12 contains 12647 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91910 members Mstep: Class 15 contains 6576 members Mstep: Class 16 contains 3042 members Mstep: Class 17 contains 317 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3416 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14606 members Mstep: Class 22 contains 34665 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142077 members Mstep: Class 25 contains 837 members Mstep: Class 26 contains 2426 members Entering Unmasked Estep ConsiderDeletion Score: -33085848.000000 Penalty: 53869.488281 Iteration 134Q: 27 clusters Score -3.308585e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2709 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8851 members Mstep: Class 5 contains 1729 members Mstep: Class 6 contains 1601 members Mstep: Class 7 contains 878 members Mstep: Class 8 contains 5030 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 404 members Mstep: Class 11 contains 2019 members Mstep: Class 12 contains 12647 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91910 members Mstep: Class 15 contains 6570 members Mstep: Class 16 contains 3040 members Mstep: Class 17 contains 317 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3416 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14606 members Mstep: Class 22 contains 34653 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142079 members Mstep: Class 25 contains 837 members Mstep: Class 26 contains 2427 members Entering Unmasked Estep ConsiderDeletion Score: -33085812.000000 Penalty: 53869.488281 Iteration 135Q: 27 clusters Score -3.308581e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2713 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8866 members Mstep: Class 5 contains 1729 members Mstep: Class 6 contains 1593 members Mstep: Class 7 contains 878 members Mstep: Class 8 contains 5030 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 404 members Mstep: Class 11 contains 2020 members Mstep: Class 12 contains 12647 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91910 members Mstep: Class 15 contains 6568 members Mstep: Class 16 contains 3038 members Mstep: Class 17 contains 317 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3416 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14605 members Mstep: Class 22 contains 34641 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142085 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2427 members Entering Unmasked Estep ConsiderDeletion Score: -33085838.000000 Penalty: 53869.488281 Iteration 136Q: 27 clusters Score -3.308584e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2719 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8880 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1585 members Mstep: Class 7 contains 878 members Mstep: Class 8 contains 5030 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 404 members Mstep: Class 11 contains 2021 members Mstep: Class 12 contains 12645 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91910 members Mstep: Class 15 contains 6570 members Mstep: Class 16 contains 3035 members Mstep: Class 17 contains 317 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3415 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14604 members Mstep: Class 22 contains 34631 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142087 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2426 members Entering Unmasked Estep ConsiderDeletion Score: -33085836.000000 Penalty: 53869.488281 Iteration 137Q: 27 clusters Score -3.308584e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2721 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8888 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1576 members Mstep: Class 7 contains 878 members Mstep: Class 8 contains 5030 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 404 members Mstep: Class 11 contains 2024 members Mstep: Class 12 contains 12645 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91910 members Mstep: Class 15 contains 6567 members Mstep: Class 16 contains 3033 members Mstep: Class 17 contains 317 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3415 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14602 members Mstep: Class 22 contains 34637 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142084 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2426 members Entering Unmasked Estep ConsiderDeletion Score: -33085826.000000 Penalty: 53869.488281 Iteration 138Q: 27 clusters Score -3.308583e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2724 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8889 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1580 members Mstep: Class 7 contains 878 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 404 members Mstep: Class 11 contains 2025 members Mstep: Class 12 contains 12645 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91910 members Mstep: Class 15 contains 6563 members Mstep: Class 16 contains 3034 members Mstep: Class 17 contains 317 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3415 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14603 members Mstep: Class 22 contains 34633 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142082 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2426 members Entering Unmasked Estep ConsiderDeletion Score: -33085834.000000 Penalty: 53869.488281 Iteration 139Q: 27 clusters Score -3.308583e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2727 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8889 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1583 members Mstep: Class 7 contains 878 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 404 members Mstep: Class 11 contains 2026 members Mstep: Class 12 contains 12645 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91910 members Mstep: Class 15 contains 6567 members Mstep: Class 16 contains 3030 members Mstep: Class 17 contains 317 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14602 members Mstep: Class 22 contains 34629 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142081 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2426 members Entering Unmasked Estep ConsiderDeletion Score: -33085812.000000 Penalty: 53869.488281 Iteration 140F: 27 clusters Score -3.308581e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2728 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8894 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1582 members Mstep: Class 7 contains 877 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2026 members Mstep: Class 12 contains 12645 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91910 members Mstep: Class 15 contains 6577 members Mstep: Class 16 contains 3029 members Mstep: Class 17 contains 317 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14602 members Mstep: Class 22 contains 34626 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142071 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2427 members Entering Unmasked Estep ConsiderDeletion Score: -33085828.000000 Penalty: 53869.488281 Iteration 141Q: 27 clusters Score -3.308583e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2727 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8898 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1577 members Mstep: Class 7 contains 877 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2026 members Mstep: Class 12 contains 12645 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91910 members Mstep: Class 15 contains 6578 members Mstep: Class 16 contains 3030 members Mstep: Class 17 contains 317 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14602 members Mstep: Class 22 contains 34624 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142073 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2427 members Entering Unmasked Estep ConsiderDeletion Score: -33085854.000000 Penalty: 53869.488281 Iteration 142Q: 27 clusters Score -3.308585e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2729 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8900 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1564 members Mstep: Class 7 contains 877 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2027 members Mstep: Class 12 contains 12643 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91910 members Mstep: Class 15 contains 6577 members Mstep: Class 16 contains 3031 members Mstep: Class 17 contains 317 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14602 members Mstep: Class 22 contains 34629 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142077 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2428 members Entering Unmasked Estep ConsiderDeletion Score: -33085842.000000 Penalty: 53869.488281 Iteration 143Q: 27 clusters Score -3.308584e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2735 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8900 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1550 members Mstep: Class 7 contains 877 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2027 members Mstep: Class 12 contains 12641 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91909 members Mstep: Class 15 contains 6572 members Mstep: Class 16 contains 3030 members Mstep: Class 17 contains 317 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14602 members Mstep: Class 22 contains 34636 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142086 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2429 members Entering Unmasked Estep ConsiderDeletion Score: -33085862.000000 Penalty: 53869.488281 Iteration 144Q: 27 clusters Score -3.308586e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2740 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8900 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1535 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2027 members Mstep: Class 12 contains 12639 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91911 members Mstep: Class 15 contains 6569 members Mstep: Class 16 contains 3030 members Mstep: Class 17 contains 317 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14602 members Mstep: Class 22 contains 34641 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142095 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2429 members Entering Unmasked Estep ConsiderDeletion Score: -33085838.000000 Penalty: 53869.488281 Iteration 145Q: 27 clusters Score -3.308584e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2744 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8906 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1531 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2027 members Mstep: Class 12 contains 12639 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91911 members Mstep: Class 15 contains 6566 members Mstep: Class 16 contains 3030 members Mstep: Class 17 contains 317 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14602 members Mstep: Class 22 contains 34637 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142096 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2429 members Entering Unmasked Estep ConsiderDeletion Score: -33085822.000000 Penalty: 53869.488281 Iteration 146Q: 27 clusters Score -3.308582e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2748 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8917 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1530 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2027 members Mstep: Class 12 contains 12638 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91911 members Mstep: Class 15 contains 6561 members Mstep: Class 16 contains 3030 members Mstep: Class 17 contains 317 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14602 members Mstep: Class 22 contains 34619 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142106 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2429 members Entering Unmasked Estep ConsiderDeletion Score: -33085834.000000 Penalty: 53869.488281 Iteration 147Q: 27 clusters Score -3.308583e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2755 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8927 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1518 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2027 members Mstep: Class 12 contains 12636 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91912 members Mstep: Class 15 contains 6556 members Mstep: Class 16 contains 3030 members Mstep: Class 17 contains 317 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14602 members Mstep: Class 22 contains 34607 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142119 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2429 members Entering Unmasked Estep ConsiderDeletion Score: -33085892.000000 Penalty: 53869.488281 Iteration 148Q: 27 clusters Score -3.308589e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2763 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8932 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1506 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2027 members Mstep: Class 12 contains 12638 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91910 members Mstep: Class 15 contains 6554 members Mstep: Class 16 contains 3032 members Mstep: Class 17 contains 317 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14602 members Mstep: Class 22 contains 34601 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142124 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2429 members Entering Unmasked Estep ConsiderDeletion Score: -33085886.000000 Penalty: 53869.488281 Iteration 149Q: 27 clusters Score -3.308589e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2768 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8942 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1501 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2027 members Mstep: Class 12 contains 12638 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91910 members Mstep: Class 15 contains 6549 members Mstep: Class 16 contains 3032 members Mstep: Class 17 contains 318 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14602 members Mstep: Class 22 contains 34592 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142127 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2429 members Entering Unmasked Estep ConsiderDeletion Score: -33085864.000000 Penalty: 53869.488281 Iteration 150Q: 27 clusters Score -3.308586e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2775 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8945 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1499 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2027 members Mstep: Class 12 contains 12637 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91910 members Mstep: Class 15 contains 6546 members Mstep: Class 16 contains 3033 members Mstep: Class 17 contains 318 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14602 members Mstep: Class 22 contains 34586 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142127 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2430 members Entering Unmasked Estep ConsiderDeletion Score: -33085892.000000 Penalty: 53869.488281 Iteration 151Q: 27 clusters Score -3.308589e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2787 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8947 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1499 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2027 members Mstep: Class 12 contains 12636 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91910 members Mstep: Class 15 contains 6545 members Mstep: Class 16 contains 3033 members Mstep: Class 17 contains 318 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14602 members Mstep: Class 22 contains 34573 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142128 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2430 members Entering Unmasked Estep ConsiderDeletion Score: -33085904.000000 Penalty: 53869.488281 Iteration 152Q: 27 clusters Score -3.30859e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2801 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8941 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1494 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2027 members Mstep: Class 12 contains 12634 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91910 members Mstep: Class 15 contains 6545 members Mstep: Class 16 contains 3033 members Mstep: Class 17 contains 318 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14602 members Mstep: Class 22 contains 34573 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142127 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2430 members Entering Unmasked Estep ConsiderDeletion Score: -33085922.000000 Penalty: 53869.488281 Iteration 153Q: 27 clusters Score -3.308592e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2808 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8943 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1495 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2027 members Mstep: Class 12 contains 12634 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91908 members Mstep: Class 15 contains 6545 members Mstep: Class 16 contains 3033 members Mstep: Class 17 contains 318 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14602 members Mstep: Class 22 contains 34566 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142126 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2430 members Entering Unmasked Estep ConsiderDeletion Score: -33085932.000000 Penalty: 53869.488281 Iteration 154Q: 27 clusters Score -3.308593e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2815 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8946 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1494 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2027 members Mstep: Class 12 contains 12633 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91906 members Mstep: Class 15 contains 6545 members Mstep: Class 16 contains 3033 members Mstep: Class 17 contains 318 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14602 members Mstep: Class 22 contains 34560 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142126 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2430 members Entering Unmasked Estep ConsiderDeletion Score: -33085920.000000 Penalty: 53869.488281 Iteration 155Q: 27 clusters Score -3.308592e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2819 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8948 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1493 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2027 members Mstep: Class 12 contains 12632 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91905 members Mstep: Class 15 contains 6545 members Mstep: Class 16 contains 3032 members Mstep: Class 17 contains 318 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14602 members Mstep: Class 22 contains 34554 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142130 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2430 members Entering Unmasked Estep ConsiderDeletion Score: -33085908.000000 Penalty: 53869.488281 Iteration 156Q: 27 clusters Score -3.308591e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2821 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8952 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1484 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2027 members Mstep: Class 12 contains 12633 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91903 members Mstep: Class 15 contains 6546 members Mstep: Class 16 contains 3031 members Mstep: Class 17 contains 318 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14602 members Mstep: Class 22 contains 34552 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142135 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2431 members Entering Unmasked Estep ConsiderDeletion Score: -33085934.000000 Penalty: 53869.488281 Iteration 157Q: 27 clusters Score -3.308593e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2825 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8958 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1476 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2027 members Mstep: Class 12 contains 12636 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91898 members Mstep: Class 15 contains 6546 members Mstep: Class 16 contains 3031 members Mstep: Class 17 contains 318 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14602 members Mstep: Class 22 contains 34548 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142139 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2431 members Entering Unmasked Estep ConsiderDeletion Score: -33085904.000000 Penalty: 53869.488281 Iteration 158Q: 27 clusters Score -3.30859e+07 nChanged 44 Entering ConstructFrom: Score: -33085904.000000 Penalty: 53869.488281 Entering ConstructFrom: Trying to split cluster 1 (510 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Entering Unmasked Estep Score: -43834.781250 Penalty: 1013.091736 Iteration 0F: 2 clusters Score -43834.78 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -42841.882812 Penalty: 2026.183472 Iteration 0F: 3 clusters Score -42841.88 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -43151.617188 Penalty: 2026.183472 Iteration 1F: 3 clusters Score -43151.62 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -43372.769531 Penalty: 2026.183472 Iteration 2F: 3 clusters Score -43372.77 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -43513.066406 Penalty: 2026.183472 Iteration 3F: 3 clusters Score -43513.07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -43586.015625 Penalty: 2026.183472 Iteration 4Q: 3 clusters Score -43586.02 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -43600.312500 Penalty: 2026.183472 Iteration 5Q: 3 clusters Score -43600.31 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -43602.183594 Penalty: 2026.183472 Iteration 6Q: 3 clusters Score -43602.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -43602.183594 Penalty: 2026.183472 Iteration 7F: 3 clusters Score -43602.18 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (2831 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2831 members Entering Unmasked Estep Score: -246224.953125 Penalty: 1291.612549 Iteration 0F: 2 clusters Score -246225 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -243633.609375 Penalty: 2583.225098 Iteration 0F: 3 clusters Score -243633.6 nChanged 1093 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -244262.031250 Penalty: 2583.225098 Iteration 1F: 3 clusters Score -244262 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -244400.312500 Penalty: 2583.225098 Iteration 2F: 3 clusters Score -244400.3 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -244487.203125 Penalty: 2583.225098 Iteration 3Q: 3 clusters Score -244487.2 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -244555.625000 Penalty: 2583.225098 Iteration 4Q: 3 clusters Score -244555.6 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -244604.765625 Penalty: 2583.225098 Iteration 5Q: 3 clusters Score -244604.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -244669.578125 Penalty: 2583.225098 Iteration 6Q: 3 clusters Score -244669.6 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -244719.453125 Penalty: 2583.225098 Iteration 7Q: 3 clusters Score -244719.5 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -244767.937500 Penalty: 2583.225098 Iteration 8Q: 3 clusters Score -244767.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -244800.640625 Penalty: 2583.225098 Iteration 9Q: 3 clusters Score -244800.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -244826.203125 Penalty: 2583.225098 Iteration 10Q: 3 clusters Score -244826.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -244854.875000 Penalty: 2583.225098 Iteration 11Q: 3 clusters Score -244854.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -244885.812500 Penalty: 2583.225098 Iteration 12Q: 3 clusters Score -244885.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -244916.515625 Penalty: 2583.225098 Iteration 13Q: 3 clusters Score -244916.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -244946.421875 Penalty: 2583.225098 Iteration 14Q: 3 clusters Score -244946.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -244974.250000 Penalty: 2583.225098 Iteration 15Q: 3 clusters Score -244974.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -244996.921875 Penalty: 2583.225098 Iteration 16Q: 3 clusters Score -244996.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -245021.187500 Penalty: 2583.225098 Iteration 17Q: 3 clusters Score -245021.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -245039.500000 Penalty: 2583.225098 Iteration 18Q: 3 clusters Score -245039.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -245066.671875 Penalty: 2583.225098 Iteration 19Q: 3 clusters Score -245066.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -245095.843750 Penalty: 2583.225098 Iteration 20F: 3 clusters Score -245095.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -245117.859375 Penalty: 2583.225098 Iteration 21Q: 3 clusters Score -245117.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 2073 members Entering Unmasked Estep Score: -245139.203125 Penalty: 2583.225098 Iteration 22Q: 3 clusters Score -245139.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 2102 members Entering Unmasked Estep Score: -245156.421875 Penalty: 2583.225098 Iteration 23Q: 3 clusters Score -245156.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -245173.953125 Penalty: 2583.225098 Iteration 24Q: 3 clusters Score -245174 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 2157 members Entering Unmasked Estep Score: -245194.656250 Penalty: 2583.225098 Iteration 25Q: 3 clusters Score -245194.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -245224.656250 Penalty: 2583.225098 Iteration 26Q: 3 clusters Score -245224.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 2228 members Entering Unmasked Estep Score: -245246.500000 Penalty: 2583.225098 Iteration 27Q: 3 clusters Score -245246.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -245266.953125 Penalty: 2583.225098 Iteration 28Q: 3 clusters Score -245267 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -245283.375000 Penalty: 2583.225098 Iteration 29Q: 3 clusters Score -245283.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -245299.859375 Penalty: 2583.225098 Iteration 30Q: 3 clusters Score -245299.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -245313.000000 Penalty: 2583.225098 Iteration 31Q: 3 clusters Score -245313 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -245326.062500 Penalty: 2583.225098 Iteration 32Q: 3 clusters Score -245326.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 2360 members Entering Unmasked Estep Score: -245339.937500 Penalty: 2583.225098 Iteration 33Q: 3 clusters Score -245339.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -245351.531250 Penalty: 2583.225098 Iteration 34Q: 3 clusters Score -245351.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -245359.484375 Penalty: 2583.225098 Iteration 35Q: 3 clusters Score -245359.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 2406 members Entering Unmasked Estep Score: -245365.546875 Penalty: 2583.225098 Iteration 36Q: 3 clusters Score -245365.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 2412 members Entering Unmasked Estep Score: -245376.609375 Penalty: 2583.225098 Iteration 37Q: 3 clusters Score -245376.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -245384.156250 Penalty: 2583.225098 Iteration 38Q: 3 clusters Score -245384.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 2438 members Entering Unmasked Estep Score: -245392.937500 Penalty: 2583.225098 Iteration 39Q: 3 clusters Score -245392.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 2450 members Entering Unmasked Estep Score: -245399.437500 Penalty: 2583.225098 Iteration 40F: 3 clusters Score -245399.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 2461 members Entering Unmasked Estep Score: -245405.562500 Penalty: 2583.225098 Iteration 41Q: 3 clusters Score -245405.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 2470 members Entering Unmasked Estep Score: -245408.687500 Penalty: 2583.225098 Iteration 42Q: 3 clusters Score -245408.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 2480 members Entering Unmasked Estep Score: -245414.453125 Penalty: 2583.225098 Iteration 43Q: 3 clusters Score -245414.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 2489 members Entering Unmasked Estep Score: -245420.406250 Penalty: 2583.225098 Iteration 44Q: 3 clusters Score -245420.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 2497 members Entering Unmasked Estep Score: -245425.875000 Penalty: 2583.225098 Iteration 45Q: 3 clusters Score -245425.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 2503 members Entering Unmasked Estep Score: -245428.203125 Penalty: 2583.225098 Iteration 46Q: 3 clusters Score -245428.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 2506 members Entering Unmasked Estep Score: -245429.984375 Penalty: 2583.225098 Iteration 47Q: 3 clusters Score -245430 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 2508 members Entering Unmasked Estep Score: -245431.093750 Penalty: 2583.225098 Iteration 48Q: 3 clusters Score -245431.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -245432.531250 Penalty: 2583.225098 Iteration 49Q: 3 clusters Score -245432.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -245433.515625 Penalty: 2583.225098 Iteration 50Q: 3 clusters Score -245433.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -245433.515625 Penalty: 2583.225098 Iteration 51F: 3 clusters Score -245433.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (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: -133497.140625 Penalty: 1180.859497 Iteration 0F: 2 clusters Score -133497.1 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: -131774.703125 Penalty: 2361.718994 Iteration 0F: 3 clusters Score -131774.7 nChanged 474 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: -132140.562500 Penalty: 2361.718994 Iteration 1F: 3 clusters Score -132140.6 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -132281.875000 Penalty: 2361.718994 Iteration 2F: 3 clusters Score -132281.9 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -132398.671875 Penalty: 2361.718994 Iteration 3F: 3 clusters Score -132398.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -132549.875000 Penalty: 2361.718994 Iteration 4Q: 3 clusters Score -132549.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -132737.328125 Penalty: 2361.718994 Iteration 5F: 3 clusters Score -132737.3 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -132910.781250 Penalty: 2361.718994 Iteration 6F: 3 clusters Score -132910.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -133017.390625 Penalty: 2361.718994 Iteration 7F: 3 clusters Score -133017.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -133121.218750 Penalty: 2361.718994 Iteration 8F: 3 clusters Score -133121.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -133210.421875 Penalty: 2361.718994 Iteration 9Q: 3 clusters Score -133210.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -133252.687500 Penalty: 2361.718994 Iteration 10Q: 3 clusters Score -133252.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -133277.390625 Penalty: 2361.718994 Iteration 11Q: 3 clusters Score -133277.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -133289.937500 Penalty: 2361.718994 Iteration 12Q: 3 clusters Score -133289.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -133308.000000 Penalty: 2361.718994 Iteration 13Q: 3 clusters Score -133308 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -133338.437500 Penalty: 2361.718994 Iteration 14Q: 3 clusters Score -133338.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -133353.843750 Penalty: 2361.718994 Iteration 15Q: 3 clusters Score -133353.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -133361.765625 Penalty: 2361.718994 Iteration 16Q: 3 clusters Score -133361.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -133365.468750 Penalty: 2361.718994 Iteration 17Q: 3 clusters Score -133365.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -133371.484375 Penalty: 2361.718994 Iteration 18Q: 3 clusters Score -133371.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -133374.875000 Penalty: 2361.718994 Iteration 19Q: 3 clusters Score -133374.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -133376.531250 Penalty: 2361.718994 Iteration 20F: 3 clusters Score -133376.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (8960 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8960 members Entering Unmasked Estep Score: -829541.812500 Penalty: 1478.835449 Iteration 0F: 2 clusters Score -829541.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4477 members Mstep: Class 2 contains 4483 members Entering Unmasked Estep Score: -822954.937500 Penalty: 2957.670898 Iteration 0F: 3 clusters Score -822954.9 nChanged 3825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4452 members Mstep: Class 2 contains 4508 members Entering Unmasked Estep Score: -824994.000000 Penalty: 2957.670898 Iteration 1F: 3 clusters Score -824994 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4392 members Mstep: Class 2 contains 4568 members Entering Unmasked Estep Score: -825244.125000 Penalty: 2957.670898 Iteration 2F: 3 clusters Score -825244.1 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4315 members Mstep: Class 2 contains 4645 members Entering Unmasked Estep Score: -825432.875000 Penalty: 2957.670898 Iteration 3F: 3 clusters Score -825432.9 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4231 members Mstep: Class 2 contains 4729 members Entering Unmasked Estep Score: -825603.125000 Penalty: 2957.670898 Iteration 4Q: 3 clusters Score -825603.1 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4144 members Mstep: Class 2 contains 4816 members Entering Unmasked Estep Score: -825762.937500 Penalty: 2957.670898 Iteration 5Q: 3 clusters Score -825762.9 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4058 members Mstep: Class 2 contains 4902 members Entering Unmasked Estep Score: -825931.000000 Penalty: 2957.670898 Iteration 6Q: 3 clusters Score -825931 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3982 members Mstep: Class 2 contains 4978 members Entering Unmasked Estep Score: -826140.687500 Penalty: 2957.670898 Iteration 7Q: 3 clusters Score -826140.7 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3927 members Mstep: Class 2 contains 5033 members Entering Unmasked Estep Score: -826382.062500 Penalty: 2957.670898 Iteration 8Q: 3 clusters Score -826382.1 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3869 members Mstep: Class 2 contains 5091 members Entering Unmasked Estep Score: -826687.250000 Penalty: 2957.670898 Iteration 9Q: 3 clusters Score -826687.2 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3857 members Mstep: Class 2 contains 5103 members Entering Unmasked Estep Score: -826958.312500 Penalty: 2957.670898 Iteration 10Q: 3 clusters Score -826958.3 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3880 members Mstep: Class 2 contains 5080 members Entering Unmasked Estep Score: -827193.125000 Penalty: 2957.670898 Iteration 11Q: 3 clusters Score -827193.1 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3914 members Mstep: Class 2 contains 5046 members Entering Unmasked Estep Score: -827424.062500 Penalty: 2957.670898 Iteration 12Q: 3 clusters Score -827424.1 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4006 members Mstep: Class 2 contains 4954 members Entering Unmasked Estep Score: -827606.937500 Penalty: 2957.670898 Iteration 13Q: 3 clusters Score -827606.9 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4104 members Mstep: Class 2 contains 4856 members Entering Unmasked Estep Score: -827732.812500 Penalty: 2957.670898 Iteration 14Q: 3 clusters Score -827732.8 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4185 members Mstep: Class 2 contains 4775 members Entering Unmasked Estep Score: -827813.500000 Penalty: 2957.670898 Iteration 15Q: 3 clusters Score -827813.5 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4278 members Mstep: Class 2 contains 4682 members Entering Unmasked Estep Score: -827878.875000 Penalty: 2957.670898 Iteration 16Q: 3 clusters Score -827878.9 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4353 members Mstep: Class 2 contains 4607 members Entering Unmasked Estep Score: -827920.250000 Penalty: 2957.670898 Iteration 17Q: 3 clusters Score -827920.2 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4415 members Mstep: Class 2 contains 4545 members Entering Unmasked Estep Score: -827957.500000 Penalty: 2957.670898 Iteration 18Q: 3 clusters Score -827957.5 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4470 members Mstep: Class 2 contains 4490 members Entering Unmasked Estep Score: -827983.937500 Penalty: 2957.670898 Iteration 19Q: 3 clusters Score -827983.9 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4529 members Mstep: Class 2 contains 4431 members Entering Unmasked Estep Score: -828010.750000 Penalty: 2957.670898 Iteration 20F: 3 clusters Score -828010.8 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4604 members Mstep: Class 2 contains 4356 members Entering Unmasked Estep Score: -828043.000000 Penalty: 2957.670898 Iteration 21Q: 3 clusters Score -828043 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4668 members Mstep: Class 2 contains 4292 members Entering Unmasked Estep Score: -828070.187500 Penalty: 2957.670898 Iteration 22Q: 3 clusters Score -828070.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4742 members Mstep: Class 2 contains 4218 members Entering Unmasked Estep Score: -828105.625000 Penalty: 2957.670898 Iteration 23Q: 3 clusters Score -828105.6 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4821 members Mstep: Class 2 contains 4139 members Entering Unmasked Estep Score: -828154.625000 Penalty: 2957.670898 Iteration 24Q: 3 clusters Score -828154.6 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4912 members Mstep: Class 2 contains 4048 members Entering Unmasked Estep Score: -828206.812500 Penalty: 2957.670898 Iteration 25Q: 3 clusters Score -828206.8 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5008 members Mstep: Class 2 contains 3952 members Entering Unmasked Estep Score: -828267.000000 Penalty: 2957.670898 Iteration 26Q: 3 clusters Score -828267 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5114 members Mstep: Class 2 contains 3846 members Entering Unmasked Estep Score: -828342.187500 Penalty: 2957.670898 Iteration 27Q: 3 clusters Score -828342.2 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5218 members Mstep: Class 2 contains 3742 members Entering Unmasked Estep Score: -828391.562500 Penalty: 2957.670898 Iteration 28Q: 3 clusters Score -828391.6 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5295 members Mstep: Class 2 contains 3665 members Entering Unmasked Estep Score: -828423.625000 Penalty: 2957.670898 Iteration 29Q: 3 clusters Score -828423.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5371 members Mstep: Class 2 contains 3589 members Entering Unmasked Estep Score: -828446.250000 Penalty: 2957.670898 Iteration 30Q: 3 clusters Score -828446.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5433 members Mstep: Class 2 contains 3527 members Entering Unmasked Estep Score: -828463.437500 Penalty: 2957.670898 Iteration 31Q: 3 clusters Score -828463.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5505 members Mstep: Class 2 contains 3455 members Entering Unmasked Estep Score: -828486.750000 Penalty: 2957.670898 Iteration 32Q: 3 clusters Score -828486.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5568 members Mstep: Class 2 contains 3392 members Entering Unmasked Estep Score: -828503.625000 Penalty: 2957.670898 Iteration 33Q: 3 clusters Score -828503.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5615 members Mstep: Class 2 contains 3345 members Entering Unmasked Estep Score: -828514.687500 Penalty: 2957.670898 Iteration 34Q: 3 clusters Score -828514.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5664 members Mstep: Class 2 contains 3296 members Entering Unmasked Estep Score: -828524.312500 Penalty: 2957.670898 Iteration 35Q: 3 clusters Score -828524.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5699 members Mstep: Class 2 contains 3261 members Entering Unmasked Estep Score: -828530.500000 Penalty: 2957.670898 Iteration 36Q: 3 clusters Score -828530.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5720 members Mstep: Class 2 contains 3240 members Entering Unmasked Estep Score: -828535.250000 Penalty: 2957.670898 Iteration 37Q: 3 clusters Score -828535.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5740 members Mstep: Class 2 contains 3220 members Entering Unmasked Estep Score: -828539.000000 Penalty: 2957.670898 Iteration 38Q: 3 clusters Score -828539 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5753 members Mstep: Class 2 contains 3207 members Entering Unmasked Estep Score: -828540.062500 Penalty: 2957.670898 Iteration 39Q: 3 clusters Score -828540.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5772 members Mstep: Class 2 contains 3188 members Entering Unmasked Estep Score: -828542.250000 Penalty: 2957.670898 Iteration 40F: 3 clusters Score -828542.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5785 members Mstep: Class 2 contains 3175 members Entering Unmasked Estep Score: -828544.312500 Penalty: 2957.670898 Iteration 41Q: 3 clusters Score -828544.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5800 members Mstep: Class 2 contains 3160 members Entering Unmasked Estep Score: -828550.875000 Penalty: 2957.670898 Iteration 42Q: 3 clusters Score -828550.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5814 members Mstep: Class 2 contains 3146 members Entering Unmasked Estep Score: -828549.687500 Penalty: 2957.670898 Iteration 43Q: 3 clusters Score -828549.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5825 members Mstep: Class 2 contains 3135 members Entering Unmasked Estep Score: -828553.062500 Penalty: 2957.670898 Iteration 44Q: 3 clusters Score -828553.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5841 members Mstep: Class 2 contains 3119 members Entering Unmasked Estep Score: -828554.750000 Penalty: 2957.670898 Iteration 45Q: 3 clusters Score -828554.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5864 members Mstep: Class 2 contains 3096 members Entering Unmasked Estep Score: -828558.562500 Penalty: 2957.670898 Iteration 46Q: 3 clusters Score -828558.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5877 members Mstep: Class 2 contains 3083 members Entering Unmasked Estep Score: -828560.375000 Penalty: 2957.670898 Iteration 47Q: 3 clusters Score -828560.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5894 members Mstep: Class 2 contains 3066 members Entering Unmasked Estep Score: -828564.875000 Penalty: 2957.670898 Iteration 48Q: 3 clusters Score -828564.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5912 members Mstep: Class 2 contains 3048 members Entering Unmasked Estep Score: -828563.937500 Penalty: 2957.670898 Iteration 49Q: 3 clusters Score -828563.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5925 members Mstep: Class 2 contains 3035 members Entering Unmasked Estep Score: -828568.750000 Penalty: 2957.670898 Iteration 50Q: 3 clusters Score -828568.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5940 members Mstep: Class 2 contains 3020 members Entering Unmasked Estep Score: -828571.125000 Penalty: 2957.670898 Iteration 51Q: 3 clusters Score -828571.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5954 members Mstep: Class 2 contains 3006 members Entering Unmasked Estep Score: -828572.625000 Penalty: 2957.670898 Iteration 52Q: 3 clusters Score -828572.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5967 members Mstep: Class 2 contains 2993 members Entering Unmasked Estep Score: -828575.125000 Penalty: 2957.670898 Iteration 53Q: 3 clusters Score -828575.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5986 members Mstep: Class 2 contains 2974 members Entering Unmasked Estep Score: -828578.375000 Penalty: 2957.670898 Iteration 54Q: 3 clusters Score -828578.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6006 members Mstep: Class 2 contains 2954 members Entering Unmasked Estep Score: -828582.375000 Penalty: 2957.670898 Iteration 55Q: 3 clusters Score -828582.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6022 members Mstep: Class 2 contains 2938 members Entering Unmasked Estep Score: -828587.125000 Penalty: 2957.670898 Iteration 56Q: 3 clusters Score -828587.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6034 members Mstep: Class 2 contains 2926 members Entering Unmasked Estep Score: -828586.562500 Penalty: 2957.670898 Iteration 57Q: 3 clusters Score -828586.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6043 members Mstep: Class 2 contains 2917 members Entering Unmasked Estep Score: -828587.000000 Penalty: 2957.670898 Iteration 58Q: 3 clusters Score -828587 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6055 members Mstep: Class 2 contains 2905 members Entering Unmasked Estep Score: -828588.312500 Penalty: 2957.670898 Iteration 59Q: 3 clusters Score -828588.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6062 members Mstep: Class 2 contains 2898 members Entering Unmasked Estep Score: -828590.937500 Penalty: 2957.670898 Iteration 60F: 3 clusters Score -828590.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6073 members Mstep: Class 2 contains 2887 members Entering Unmasked Estep Score: -828589.750000 Penalty: 2957.670898 Iteration 61Q: 3 clusters Score -828589.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6082 members Mstep: Class 2 contains 2878 members Entering Unmasked Estep Score: -828592.000000 Penalty: 2957.670898 Iteration 62Q: 3 clusters Score -828592 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6091 members Mstep: Class 2 contains 2869 members Entering Unmasked Estep Score: -828591.187500 Penalty: 2957.670898 Iteration 63Q: 3 clusters Score -828591.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6097 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -828592.312500 Penalty: 2957.670898 Iteration 64Q: 3 clusters Score -828592.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6105 members Mstep: Class 2 contains 2855 members Entering Unmasked Estep Score: -828593.750000 Penalty: 2957.670898 Iteration 65Q: 3 clusters Score -828593.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6114 members Mstep: Class 2 contains 2846 members Entering Unmasked Estep Score: -828596.750000 Penalty: 2957.670898 Iteration 66Q: 3 clusters Score -828596.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6121 members Mstep: Class 2 contains 2839 members Entering Unmasked Estep Score: -828596.250000 Penalty: 2957.670898 Iteration 67Q: 3 clusters Score -828596.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6124 members Mstep: Class 2 contains 2836 members Entering Unmasked Estep Score: -828595.125000 Penalty: 2957.670898 Iteration 68Q: 3 clusters Score -828595.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6126 members Mstep: Class 2 contains 2834 members Entering Unmasked Estep Score: -828598.750000 Penalty: 2957.670898 Iteration 69Q: 3 clusters Score -828598.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6129 members Mstep: Class 2 contains 2831 members Entering Unmasked Estep Score: -828597.750000 Penalty: 2957.670898 Iteration 70Q: 3 clusters Score -828597.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6132 members Mstep: Class 2 contains 2828 members Entering Unmasked Estep Score: -828598.875000 Penalty: 2957.670898 Iteration 71Q: 3 clusters Score -828598.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6137 members Mstep: Class 2 contains 2823 members Entering Unmasked Estep Score: -828600.312500 Penalty: 2957.670898 Iteration 72Q: 3 clusters Score -828600.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6142 members Mstep: Class 2 contains 2818 members Entering Unmasked Estep Score: -828601.437500 Penalty: 2957.670898 Iteration 73Q: 3 clusters Score -828601.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6144 members Mstep: Class 2 contains 2816 members Entering Unmasked Estep Score: -828600.687500 Penalty: 2957.670898 Iteration 74Q: 3 clusters Score -828600.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6147 members Mstep: Class 2 contains 2813 members Entering Unmasked Estep Score: -828601.187500 Penalty: 2957.670898 Iteration 75Q: 3 clusters Score -828601.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6151 members Mstep: Class 2 contains 2809 members Entering Unmasked Estep Score: -828601.875000 Penalty: 2957.670898 Iteration 76Q: 3 clusters Score -828601.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6151 members Mstep: Class 2 contains 2809 members Entering Unmasked Estep Score: -828601.875000 Penalty: 2957.670898 Iteration 77F: 3 clusters Score -828601.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (1730 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Entering Unmasked Estep Score: -154225.187500 Penalty: 1211.579956 Iteration 0F: 2 clusters Score -154225.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -152321.703125 Penalty: 2423.159912 Iteration 0F: 3 clusters Score -152321.7 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -152731.937500 Penalty: 2423.159912 Iteration 1F: 3 clusters Score -152731.9 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -152895.359375 Penalty: 2423.159912 Iteration 2F: 3 clusters Score -152895.4 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -153019.734375 Penalty: 2423.159912 Iteration 3F: 3 clusters Score -153019.7 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -153127.015625 Penalty: 2423.159912 Iteration 4Q: 3 clusters Score -153127 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -153250.625000 Penalty: 2423.159912 Iteration 5Q: 3 clusters Score -153250.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -153370.453125 Penalty: 2423.159912 Iteration 6F: 3 clusters Score -153370.5 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -153479.281250 Penalty: 2423.159912 Iteration 7F: 3 clusters Score -153479.3 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -153571.390625 Penalty: 2423.159912 Iteration 8Q: 3 clusters Score -153571.4 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -153674.078125 Penalty: 2423.159912 Iteration 9Q: 3 clusters Score -153674.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -153757.968750 Penalty: 2423.159912 Iteration 10Q: 3 clusters Score -153758 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -153802.453125 Penalty: 2423.159912 Iteration 11Q: 3 clusters Score -153802.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -153830.328125 Penalty: 2423.159912 Iteration 12Q: 3 clusters Score -153830.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -153853.218750 Penalty: 2423.159912 Iteration 13Q: 3 clusters Score -153853.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -153880.031250 Penalty: 2423.159912 Iteration 14Q: 3 clusters Score -153880 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -153901.843750 Penalty: 2423.159912 Iteration 15Q: 3 clusters Score -153901.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -153909.609375 Penalty: 2423.159912 Iteration 16Q: 3 clusters Score -153909.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -153917.125000 Penalty: 2423.159912 Iteration 17Q: 3 clusters Score -153917.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -153919.906250 Penalty: 2423.159912 Iteration 18Q: 3 clusters Score -153919.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -153923.031250 Penalty: 2423.159912 Iteration 19Q: 3 clusters Score -153923 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -153926.484375 Penalty: 2423.159912 Iteration 20F: 3 clusters Score -153926.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -153929.484375 Penalty: 2423.159912 Iteration 21Q: 3 clusters Score -153929.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -153930.656250 Penalty: 2423.159912 Iteration 22Q: 3 clusters Score -153930.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -153931.046875 Penalty: 2423.159912 Iteration 23Q: 3 clusters Score -153931 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -153931.343750 Penalty: 2423.159912 Iteration 24Q: 3 clusters Score -153931.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -153932.437500 Penalty: 2423.159912 Iteration 25Q: 3 clusters Score -153932.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -153934.593750 Penalty: 2423.159912 Iteration 26Q: 3 clusters Score -153934.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -153936.671875 Penalty: 2423.159912 Iteration 27Q: 3 clusters Score -153936.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -153937.703125 Penalty: 2423.159912 Iteration 28Q: 3 clusters Score -153937.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -153938.328125 Penalty: 2423.159912 Iteration 29Q: 3 clusters Score -153938.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -153939.796875 Penalty: 2423.159912 Iteration 30Q: 3 clusters Score -153939.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -153940.015625 Penalty: 2423.159912 Iteration 31Q: 3 clusters Score -153940 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -153940.015625 Penalty: 2423.159912 Iteration 32F: 3 clusters Score -153940 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1474 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Entering Unmasked Estep Score: -150197.062500 Penalty: 1185.556885 Iteration 0F: 2 clusters Score -150197.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -148423.937500 Penalty: 2371.113770 Iteration 0F: 3 clusters Score -148423.9 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -148715.250000 Penalty: 2371.113770 Iteration 1F: 3 clusters Score -148715.2 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -148795.500000 Penalty: 2371.113770 Iteration 2F: 3 clusters Score -148795.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -148838.562500 Penalty: 2371.113770 Iteration 3Q: 3 clusters Score -148838.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -148863.328125 Penalty: 2371.113770 Iteration 4Q: 3 clusters Score -148863.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -148879.781250 Penalty: 2371.113770 Iteration 5Q: 3 clusters Score -148879.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -148892.656250 Penalty: 2371.113770 Iteration 6Q: 3 clusters Score -148892.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -148899.500000 Penalty: 2371.113770 Iteration 7Q: 3 clusters Score -148899.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -148905.234375 Penalty: 2371.113770 Iteration 8Q: 3 clusters Score -148905.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -148912.453125 Penalty: 2371.113770 Iteration 9Q: 3 clusters Score -148912.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -148917.937500 Penalty: 2371.113770 Iteration 10Q: 3 clusters Score -148917.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -148922.687500 Penalty: 2371.113770 Iteration 11Q: 3 clusters Score -148922.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -148928.140625 Penalty: 2371.113770 Iteration 12Q: 3 clusters Score -148928.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -148932.906250 Penalty: 2371.113770 Iteration 13Q: 3 clusters Score -148932.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -148937.921875 Penalty: 2371.113770 Iteration 14Q: 3 clusters Score -148937.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -148941.640625 Penalty: 2371.113770 Iteration 15Q: 3 clusters Score -148941.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -148945.875000 Penalty: 2371.113770 Iteration 16Q: 3 clusters Score -148945.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -148948.750000 Penalty: 2371.113770 Iteration 17Q: 3 clusters Score -148948.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -148949.718750 Penalty: 2371.113770 Iteration 18Q: 3 clusters Score -148949.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -148950.828125 Penalty: 2371.113770 Iteration 19Q: 3 clusters Score -148950.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -148952.453125 Penalty: 2371.113770 Iteration 20F: 3 clusters Score -148952.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -148953.859375 Penalty: 2371.113770 Iteration 21Q: 3 clusters Score -148953.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -148954.687500 Penalty: 2371.113770 Iteration 22Q: 3 clusters Score -148954.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -148956.109375 Penalty: 2371.113770 Iteration 23Q: 3 clusters Score -148956.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -148957.390625 Penalty: 2371.113770 Iteration 24Q: 3 clusters Score -148957.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -148958.140625 Penalty: 2371.113770 Iteration 25Q: 3 clusters Score -148958.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -148959.953125 Penalty: 2371.113770 Iteration 26Q: 3 clusters Score -148960 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -148961.437500 Penalty: 2371.113770 Iteration 27Q: 3 clusters Score -148961.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -148962.015625 Penalty: 2371.113770 Iteration 28Q: 3 clusters Score -148962 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -148962.015625 Penalty: 2371.113770 Iteration 29F: 3 clusters Score -148962 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (876 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Entering Unmasked Estep Score: -78818.726562 Penalty: 1100.997070 Iteration 0F: 2 clusters Score -78818.73 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -77497.328125 Penalty: 2201.994141 Iteration 0F: 3 clusters Score -77497.33 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -77717.257812 Penalty: 2201.994141 Iteration 1F: 3 clusters Score -77717.26 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -77788.523438 Penalty: 2201.994141 Iteration 2F: 3 clusters Score -77788.52 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -77840.718750 Penalty: 2201.994141 Iteration 3Q: 3 clusters Score -77840.72 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -77879.375000 Penalty: 2201.994141 Iteration 4Q: 3 clusters Score -77879.38 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -77925.804688 Penalty: 2201.994141 Iteration 5Q: 3 clusters Score -77925.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -77958.828125 Penalty: 2201.994141 Iteration 6Q: 3 clusters Score -77958.83 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -77984.304688 Penalty: 2201.994141 Iteration 7Q: 3 clusters Score -77984.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -78015.953125 Penalty: 2201.994141 Iteration 8Q: 3 clusters Score -78015.95 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -78031.960938 Penalty: 2201.994141 Iteration 9Q: 3 clusters Score -78031.96 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -78042.289062 Penalty: 2201.994141 Iteration 10Q: 3 clusters Score -78042.29 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -78055.359375 Penalty: 2201.994141 Iteration 11Q: 3 clusters Score -78055.36 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -78063.156250 Penalty: 2201.994141 Iteration 12Q: 3 clusters Score -78063.16 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -78066.242188 Penalty: 2201.994141 Iteration 13Q: 3 clusters Score -78066.24 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -78078.140625 Penalty: 2201.994141 Iteration 14Q: 3 clusters Score -78078.14 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -78102.804688 Penalty: 2201.994141 Iteration 15Q: 3 clusters Score -78102.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -78126.664062 Penalty: 2201.994141 Iteration 16Q: 3 clusters Score -78126.66 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -78144.500000 Penalty: 2201.994141 Iteration 17Q: 3 clusters Score -78144.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -78159.726562 Penalty: 2201.994141 Iteration 18Q: 3 clusters Score -78159.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -78162.304688 Penalty: 2201.994141 Iteration 19Q: 3 clusters Score -78162.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -78168.351562 Penalty: 2201.994141 Iteration 20F: 3 clusters Score -78168.35 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -78206.335938 Penalty: 2201.994141 Iteration 21Q: 3 clusters Score -78206.34 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -78234.632812 Penalty: 2201.994141 Iteration 22Q: 3 clusters Score -78234.63 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -78284.148438 Penalty: 2201.994141 Iteration 23Q: 3 clusters Score -78284.15 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -78306.054688 Penalty: 2201.994141 Iteration 24Q: 3 clusters Score -78306.05 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -78321.867188 Penalty: 2201.994141 Iteration 25Q: 3 clusters Score -78321.87 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -78335.085938 Penalty: 2201.994141 Iteration 26Q: 3 clusters Score -78335.09 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -78349.671875 Penalty: 2201.994141 Iteration 27Q: 3 clusters Score -78349.67 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -78356.726562 Penalty: 2201.994141 Iteration 28Q: 3 clusters Score -78356.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -78360.335938 Penalty: 2201.994141 Iteration 29Q: 3 clusters Score -78360.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -78362.296875 Penalty: 2201.994141 Iteration 30Q: 3 clusters Score -78362.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -78362.296875 Penalty: 2201.994141 Iteration 31F: 3 clusters Score -78362.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (5029 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5029 members Entering Unmasked Estep Score: -469994.531250 Penalty: 1384.983765 Iteration 0F: 2 clusters Score -469994.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 2489 members Entering Unmasked Estep Score: -465976.750000 Penalty: 2769.967529 Iteration 0F: 3 clusters Score -465976.8 nChanged 1991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 2500 members Entering Unmasked Estep Score: -467051.875000 Penalty: 2769.967529 Iteration 1F: 3 clusters Score -467051.9 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 2547 members Entering Unmasked Estep Score: -467216.593750 Penalty: 2769.967529 Iteration 2F: 3 clusters Score -467216.6 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -467323.687500 Penalty: 2769.967529 Iteration 3Q: 3 clusters Score -467323.7 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2486 members Mstep: Class 2 contains 2543 members Entering Unmasked Estep Score: -467407.468750 Penalty: 2769.967529 Iteration 4Q: 3 clusters Score -467407.5 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 2534 members Entering Unmasked Estep Score: -467495.843750 Penalty: 2769.967529 Iteration 5Q: 3 clusters Score -467495.8 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2487 members Mstep: Class 2 contains 2542 members Entering Unmasked Estep Score: -467576.093750 Penalty: 2769.967529 Iteration 6Q: 3 clusters Score -467576.1 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2496 members Mstep: Class 2 contains 2533 members Entering Unmasked Estep Score: -467645.312500 Penalty: 2769.967529 Iteration 7Q: 3 clusters Score -467645.3 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2485 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -467712.281250 Penalty: 2769.967529 Iteration 8Q: 3 clusters Score -467712.3 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2473 members Mstep: Class 2 contains 2556 members Entering Unmasked Estep Score: -467769.343750 Penalty: 2769.967529 Iteration 9Q: 3 clusters Score -467769.3 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 2569 members Entering Unmasked Estep Score: -467829.718750 Penalty: 2769.967529 Iteration 10Q: 3 clusters Score -467829.7 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2452 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -467873.687500 Penalty: 2769.967529 Iteration 11Q: 3 clusters Score -467873.7 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 2601 members Entering Unmasked Estep Score: -467921.718750 Penalty: 2769.967529 Iteration 12Q: 3 clusters Score -467921.7 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2421 members Mstep: Class 2 contains 2608 members Entering Unmasked Estep Score: -467971.687500 Penalty: 2769.967529 Iteration 13Q: 3 clusters Score -467971.7 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Mstep: Class 2 contains 2614 members Entering Unmasked Estep Score: -468004.562500 Penalty: 2769.967529 Iteration 14Q: 3 clusters Score -468004.6 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 2616 members Entering Unmasked Estep Score: -468034.937500 Penalty: 2769.967529 Iteration 15Q: 3 clusters Score -468034.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 2607 members Entering Unmasked Estep Score: -468067.875000 Penalty: 2769.967529 Iteration 16Q: 3 clusters Score -468067.9 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2439 members Mstep: Class 2 contains 2590 members Entering Unmasked Estep Score: -468095.687500 Penalty: 2769.967529 Iteration 17Q: 3 clusters Score -468095.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2443 members Mstep: Class 2 contains 2586 members Entering Unmasked Estep Score: -468114.593750 Penalty: 2769.967529 Iteration 18Q: 3 clusters Score -468114.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2443 members Mstep: Class 2 contains 2586 members Entering Unmasked Estep Score: -468130.687500 Penalty: 2769.967529 Iteration 19Q: 3 clusters Score -468130.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 2571 members Entering Unmasked Estep Score: -468153.593750 Penalty: 2769.967529 Iteration 20F: 3 clusters Score -468153.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 2559 members Entering Unmasked Estep Score: -468175.562500 Penalty: 2769.967529 Iteration 21Q: 3 clusters Score -468175.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2491 members Mstep: Class 2 contains 2538 members Entering Unmasked Estep Score: -468195.093750 Penalty: 2769.967529 Iteration 22Q: 3 clusters Score -468195.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 2520 members Entering Unmasked Estep Score: -468206.875000 Penalty: 2769.967529 Iteration 23Q: 3 clusters Score -468206.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 2512 members Entering Unmasked Estep Score: -468218.250000 Penalty: 2769.967529 Iteration 24Q: 3 clusters Score -468218.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2537 members Mstep: Class 2 contains 2492 members Entering Unmasked Estep Score: -468230.406250 Penalty: 2769.967529 Iteration 25Q: 3 clusters Score -468230.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2545 members Mstep: Class 2 contains 2484 members Entering Unmasked Estep Score: -468240.843750 Penalty: 2769.967529 Iteration 26Q: 3 clusters Score -468240.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Mstep: Class 2 contains 2461 members Entering Unmasked Estep Score: -468249.281250 Penalty: 2769.967529 Iteration 27Q: 3 clusters Score -468249.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2575 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -468255.125000 Penalty: 2769.967529 Iteration 28Q: 3 clusters Score -468255.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -468261.750000 Penalty: 2769.967529 Iteration 29Q: 3 clusters Score -468261.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2591 members Mstep: Class 2 contains 2438 members Entering Unmasked Estep Score: -468268.718750 Penalty: 2769.967529 Iteration 30Q: 3 clusters Score -468268.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2606 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -468274.250000 Penalty: 2769.967529 Iteration 31Q: 3 clusters Score -468274.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2628 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -468287.125000 Penalty: 2769.967529 Iteration 32Q: 3 clusters Score -468287.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2662 members Mstep: Class 2 contains 2367 members Entering Unmasked Estep Score: -468300.437500 Penalty: 2769.967529 Iteration 33Q: 3 clusters Score -468300.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2698 members Mstep: Class 2 contains 2331 members Entering Unmasked Estep Score: -468318.218750 Penalty: 2769.967529 Iteration 34Q: 3 clusters Score -468318.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -468333.562500 Penalty: 2769.967529 Iteration 35Q: 3 clusters Score -468333.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2786 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -468351.312500 Penalty: 2769.967529 Iteration 36Q: 3 clusters Score -468351.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2832 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -468371.968750 Penalty: 2769.967529 Iteration 37Q: 3 clusters Score -468372 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2880 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -468395.343750 Penalty: 2769.967529 Iteration 38Q: 3 clusters Score -468395.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2940 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -468420.468750 Penalty: 2769.967529 Iteration 39Q: 3 clusters Score -468420.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2982 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -468436.375000 Penalty: 2769.967529 Iteration 40F: 3 clusters Score -468436.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3013 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -468452.750000 Penalty: 2769.967529 Iteration 41Q: 3 clusters Score -468452.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3054 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -468466.312500 Penalty: 2769.967529 Iteration 42Q: 3 clusters Score -468466.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3085 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -468477.062500 Penalty: 2769.967529 Iteration 43Q: 3 clusters Score -468477.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3121 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -468491.656250 Penalty: 2769.967529 Iteration 44Q: 3 clusters Score -468491.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3151 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -468504.000000 Penalty: 2769.967529 Iteration 45Q: 3 clusters Score -468504 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3181 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -468512.343750 Penalty: 2769.967529 Iteration 46Q: 3 clusters Score -468512.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3206 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -468520.343750 Penalty: 2769.967529 Iteration 47Q: 3 clusters Score -468520.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3237 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -468532.843750 Penalty: 2769.967529 Iteration 48Q: 3 clusters Score -468532.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3268 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -468542.218750 Penalty: 2769.967529 Iteration 49Q: 3 clusters Score -468542.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3311 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -468560.125000 Penalty: 2769.967529 Iteration 50Q: 3 clusters Score -468560.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3361 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -468583.062500 Penalty: 2769.967529 Iteration 51Q: 3 clusters Score -468583.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3413 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -468605.593750 Penalty: 2769.967529 Iteration 52Q: 3 clusters Score -468605.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3458 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -468622.656250 Penalty: 2769.967529 Iteration 53Q: 3 clusters Score -468622.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3492 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -468635.468750 Penalty: 2769.967529 Iteration 54Q: 3 clusters Score -468635.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3520 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -468645.000000 Penalty: 2769.967529 Iteration 55Q: 3 clusters Score -468645 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3547 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -468652.250000 Penalty: 2769.967529 Iteration 56Q: 3 clusters Score -468652.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3579 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -468662.218750 Penalty: 2769.967529 Iteration 57Q: 3 clusters Score -468662.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3600 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -468669.125000 Penalty: 2769.967529 Iteration 58Q: 3 clusters Score -468669.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3624 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -468677.281250 Penalty: 2769.967529 Iteration 59Q: 3 clusters Score -468677.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3641 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -468683.906250 Penalty: 2769.967529 Iteration 60F: 3 clusters Score -468683.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3657 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -468688.343750 Penalty: 2769.967529 Iteration 61Q: 3 clusters Score -468688.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3669 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -468690.812500 Penalty: 2769.967529 Iteration 62Q: 3 clusters Score -468690.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3685 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -468694.593750 Penalty: 2769.967529 Iteration 63Q: 3 clusters Score -468694.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3698 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -468697.437500 Penalty: 2769.967529 Iteration 64Q: 3 clusters Score -468697.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3712 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -468701.781250 Penalty: 2769.967529 Iteration 65Q: 3 clusters Score -468701.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3732 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -468707.718750 Penalty: 2769.967529 Iteration 66Q: 3 clusters Score -468707.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3746 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -468710.937500 Penalty: 2769.967529 Iteration 67Q: 3 clusters Score -468710.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3759 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -468715.812500 Penalty: 2769.967529 Iteration 68Q: 3 clusters Score -468715.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3773 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -468721.781250 Penalty: 2769.967529 Iteration 69Q: 3 clusters Score -468721.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3792 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -468728.718750 Penalty: 2769.967529 Iteration 70Q: 3 clusters Score -468728.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3806 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -468733.125000 Penalty: 2769.967529 Iteration 71Q: 3 clusters Score -468733.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3821 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -468741.343750 Penalty: 2769.967529 Iteration 72Q: 3 clusters Score -468741.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3832 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -468746.625000 Penalty: 2769.967529 Iteration 73Q: 3 clusters Score -468746.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3846 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -468754.593750 Penalty: 2769.967529 Iteration 74Q: 3 clusters Score -468754.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3866 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -468766.125000 Penalty: 2769.967529 Iteration 75Q: 3 clusters Score -468766.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3887 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -468779.156250 Penalty: 2769.967529 Iteration 76Q: 3 clusters Score -468779.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3905 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -468789.437500 Penalty: 2769.967529 Iteration 77Q: 3 clusters Score -468789.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3922 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -468796.875000 Penalty: 2769.967529 Iteration 78Q: 3 clusters Score -468796.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3932 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -468801.875000 Penalty: 2769.967529 Iteration 79Q: 3 clusters Score -468801.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3940 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -468808.375000 Penalty: 2769.967529 Iteration 80F: 3 clusters Score -468808.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3957 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -468814.593750 Penalty: 2769.967529 Iteration 81Q: 3 clusters Score -468814.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3967 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -468819.718750 Penalty: 2769.967529 Iteration 82Q: 3 clusters Score -468819.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3977 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -468824.718750 Penalty: 2769.967529 Iteration 83Q: 3 clusters Score -468824.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3992 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -468831.812500 Penalty: 2769.967529 Iteration 84Q: 3 clusters Score -468831.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4006 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -468839.718750 Penalty: 2769.967529 Iteration 85Q: 3 clusters Score -468839.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4021 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -468848.937500 Penalty: 2769.967529 Iteration 86Q: 3 clusters Score -468848.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4031 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -468853.968750 Penalty: 2769.967529 Iteration 87Q: 3 clusters Score -468854 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4042 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -468858.156250 Penalty: 2769.967529 Iteration 88Q: 3 clusters Score -468858.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4057 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -468868.000000 Penalty: 2769.967529 Iteration 89Q: 3 clusters Score -468868 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4074 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -468876.718750 Penalty: 2769.967529 Iteration 90Q: 3 clusters Score -468876.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4087 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -468882.343750 Penalty: 2769.967529 Iteration 91Q: 3 clusters Score -468882.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4098 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -468886.531250 Penalty: 2769.967529 Iteration 92Q: 3 clusters Score -468886.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4112 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -468893.343750 Penalty: 2769.967529 Iteration 93Q: 3 clusters Score -468893.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4124 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -468897.437500 Penalty: 2769.967529 Iteration 94Q: 3 clusters Score -468897.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4137 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -468902.000000 Penalty: 2769.967529 Iteration 95Q: 3 clusters Score -468902 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4146 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -468906.343750 Penalty: 2769.967529 Iteration 96Q: 3 clusters Score -468906.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4154 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -468908.875000 Penalty: 2769.967529 Iteration 97Q: 3 clusters Score -468908.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4166 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -468916.718750 Penalty: 2769.967529 Iteration 98Q: 3 clusters Score -468916.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4181 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -468925.593750 Penalty: 2769.967529 Iteration 99Q: 3 clusters Score -468925.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4194 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -468928.812500 Penalty: 2769.967529 Iteration 100F: 3 clusters Score -468928.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4203 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -468933.250000 Penalty: 2769.967529 Iteration 101Q: 3 clusters Score -468933.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4210 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -468935.718750 Penalty: 2769.967529 Iteration 102Q: 3 clusters Score -468935.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4213 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -468937.156250 Penalty: 2769.967529 Iteration 103Q: 3 clusters Score -468937.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4216 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -468938.875000 Penalty: 2769.967529 Iteration 104Q: 3 clusters Score -468938.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4217 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -468940.000000 Penalty: 2769.967529 Iteration 105Q: 3 clusters Score -468940 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4221 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -468940.125000 Penalty: 2769.967529 Iteration 106Q: 3 clusters Score -468940.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4222 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -468940.937500 Penalty: 2769.967529 Iteration 107Q: 3 clusters Score -468940.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4222 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -468940.937500 Penalty: 2769.967529 Iteration 108F: 3 clusters Score -468940.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (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: -126719.015625 Penalty: 1169.704834 Iteration 0F: 2 clusters Score -126719 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -125095.906250 Penalty: 2339.409668 Iteration 0F: 3 clusters Score -125095.9 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -125550.382812 Penalty: 2339.409668 Iteration 1F: 3 clusters Score -125550.4 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -125822.382812 Penalty: 2339.409668 Iteration 2F: 3 clusters Score -125822.4 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -125992.148438 Penalty: 2339.409668 Iteration 3F: 3 clusters Score -125992.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -126079.054688 Penalty: 2339.409668 Iteration 4F: 3 clusters Score -126079.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -126133.375000 Penalty: 2339.409668 Iteration 5Q: 3 clusters Score -126133.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -126170.312500 Penalty: 2339.409668 Iteration 6Q: 3 clusters Score -126170.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -126199.515625 Penalty: 2339.409668 Iteration 7Q: 3 clusters Score -126199.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -126216.757812 Penalty: 2339.409668 Iteration 8Q: 3 clusters Score -126216.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -126231.226562 Penalty: 2339.409668 Iteration 9Q: 3 clusters Score -126231.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -126235.117188 Penalty: 2339.409668 Iteration 10Q: 3 clusters Score -126235.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -126237.679688 Penalty: 2339.409668 Iteration 11Q: 3 clusters Score -126237.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -126240.039062 Penalty: 2339.409668 Iteration 12Q: 3 clusters Score -126240 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -126241.273438 Penalty: 2339.409668 Iteration 13Q: 3 clusters Score -126241.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -126241.273438 Penalty: 2339.409668 Iteration 14F: 3 clusters Score -126241.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (403 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Entering Unmasked Estep Score: -33583.945312 Penalty: 974.827209 Iteration 0F: 2 clusters Score -33583.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -32602.388672 Penalty: 1949.654419 Iteration 0F: 3 clusters Score -32602.39 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -32741.041016 Penalty: 1949.654419 Iteration 1F: 3 clusters Score -32741.04 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -32799.714844 Penalty: 1949.654419 Iteration 2F: 3 clusters Score -32799.71 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -32854.121094 Penalty: 1949.654419 Iteration 3Q: 3 clusters Score -32854.12 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -32896.867188 Penalty: 1949.654419 Iteration 4Q: 3 clusters Score -32896.87 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -32931.125000 Penalty: 1949.654419 Iteration 5Q: 3 clusters Score -32931.12 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -32942.484375 Penalty: 1949.654419 Iteration 6Q: 3 clusters Score -32942.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -32949.855469 Penalty: 1949.654419 Iteration 7Q: 3 clusters Score -32949.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -32951.250000 Penalty: 1949.654419 Iteration 8Q: 3 clusters Score -32951.25 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -32951.250000 Penalty: 1949.654419 Iteration 9F: 3 clusters Score -32951.25 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (2027 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Entering Unmasked Estep Score: -174328.703125 Penalty: 1237.325684 Iteration 0F: 2 clusters Score -174328.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -172284.781250 Penalty: 2474.651367 Iteration 0F: 3 clusters Score -172284.8 nChanged 758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -172843.875000 Penalty: 2474.651367 Iteration 1F: 3 clusters Score -172843.9 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -172981.625000 Penalty: 2474.651367 Iteration 2F: 3 clusters Score -172981.6 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -173076.687500 Penalty: 2474.651367 Iteration 3F: 3 clusters Score -173076.7 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -173181.578125 Penalty: 2474.651367 Iteration 4Q: 3 clusters Score -173181.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -173267.000000 Penalty: 2474.651367 Iteration 5Q: 3 clusters Score -173267 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -173331.000000 Penalty: 2474.651367 Iteration 6Q: 3 clusters Score -173331 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -173408.500000 Penalty: 2474.651367 Iteration 7Q: 3 clusters Score -173408.5 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -173489.000000 Penalty: 2474.651367 Iteration 8Q: 3 clusters Score -173489 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -173547.734375 Penalty: 2474.651367 Iteration 9Q: 3 clusters Score -173547.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -173597.484375 Penalty: 2474.651367 Iteration 10Q: 3 clusters Score -173597.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -173681.109375 Penalty: 2474.651367 Iteration 11Q: 3 clusters Score -173681.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -173722.187500 Penalty: 2474.651367 Iteration 12Q: 3 clusters Score -173722.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -173749.750000 Penalty: 2474.651367 Iteration 13Q: 3 clusters Score -173749.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -173772.703125 Penalty: 2474.651367 Iteration 14Q: 3 clusters Score -173772.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -173789.953125 Penalty: 2474.651367 Iteration 15Q: 3 clusters Score -173790 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -173803.000000 Penalty: 2474.651367 Iteration 16Q: 3 clusters Score -173803 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -173809.031250 Penalty: 2474.651367 Iteration 17Q: 3 clusters Score -173809 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -173812.578125 Penalty: 2474.651367 Iteration 18Q: 3 clusters Score -173812.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -173816.937500 Penalty: 2474.651367 Iteration 19Q: 3 clusters Score -173816.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -173833.609375 Penalty: 2474.651367 Iteration 20F: 3 clusters Score -173833.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -173875.062500 Penalty: 2474.651367 Iteration 21Q: 3 clusters Score -173875.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -173884.875000 Penalty: 2474.651367 Iteration 22Q: 3 clusters Score -173884.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -173893.812500 Penalty: 2474.651367 Iteration 23Q: 3 clusters Score -173893.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -173900.718750 Penalty: 2474.651367 Iteration 24Q: 3 clusters Score -173900.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -173905.937500 Penalty: 2474.651367 Iteration 25Q: 3 clusters Score -173905.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -173910.640625 Penalty: 2474.651367 Iteration 26Q: 3 clusters Score -173910.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -173914.062500 Penalty: 2474.651367 Iteration 27Q: 3 clusters Score -173914.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -173918.500000 Penalty: 2474.651367 Iteration 28Q: 3 clusters Score -173918.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -173921.156250 Penalty: 2474.651367 Iteration 29Q: 3 clusters Score -173921.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -173923.515625 Penalty: 2474.651367 Iteration 30Q: 3 clusters Score -173923.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -173925.687500 Penalty: 2474.651367 Iteration 31Q: 3 clusters Score -173925.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -173927.437500 Penalty: 2474.651367 Iteration 32Q: 3 clusters Score -173927.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -173927.921875 Penalty: 2474.651367 Iteration 33Q: 3 clusters Score -173927.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -173928.375000 Penalty: 2474.651367 Iteration 34Q: 3 clusters Score -173928.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -173930.515625 Penalty: 2474.651367 Iteration 35Q: 3 clusters Score -173930.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -173932.546875 Penalty: 2474.651367 Iteration 36Q: 3 clusters Score -173932.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -173934.562500 Penalty: 2474.651367 Iteration 37Q: 3 clusters Score -173934.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -173938.843750 Penalty: 2474.651367 Iteration 38Q: 3 clusters Score -173938.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -173940.281250 Penalty: 2474.651367 Iteration 39Q: 3 clusters Score -173940.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -173941.328125 Penalty: 2474.651367 Iteration 40F: 3 clusters Score -173941.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -173943.218750 Penalty: 2474.651367 Iteration 41Q: 3 clusters Score -173943.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -173943.781250 Penalty: 2474.651367 Iteration 42Q: 3 clusters Score -173943.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -173944.593750 Penalty: 2474.651367 Iteration 43Q: 3 clusters Score -173944.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -173944.968750 Penalty: 2474.651367 Iteration 44Q: 3 clusters Score -173945 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -173944.968750 Penalty: 2474.651367 Iteration 45F: 3 clusters Score -173945 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (12635 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12635 members Entering Unmasked Estep Score: -1206771.000000 Penalty: 1534.686768 Iteration 0F: 2 clusters Score -1206771 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6269 members Mstep: Class 2 contains 6366 members Entering Unmasked Estep Score: -1197983.750000 Penalty: 3069.373535 Iteration 0F: 3 clusters Score -1197984 nChanged 5558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5989 members Mstep: Class 2 contains 6646 members Entering Unmasked Estep Score: -1200952.375000 Penalty: 3069.373535 Iteration 1F: 3 clusters Score -1200952 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5874 members Mstep: Class 2 contains 6761 members Entering Unmasked Estep Score: -1201220.875000 Penalty: 3069.373535 Iteration 2F: 3 clusters Score -1201221 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5710 members Mstep: Class 2 contains 6925 members Entering Unmasked Estep Score: -1201461.000000 Penalty: 3069.373535 Iteration 3Q: 3 clusters Score -1201461 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5510 members Mstep: Class 2 contains 7125 members Entering Unmasked Estep Score: -1201723.000000 Penalty: 3069.373535 Iteration 4Q: 3 clusters Score -1201723 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5209 members Mstep: Class 2 contains 7426 members Entering Unmasked Estep Score: -1202065.125000 Penalty: 3069.373535 Iteration 5Q: 3 clusters Score -1202065 nChanged 682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4835 members Mstep: Class 2 contains 7800 members Entering Unmasked Estep Score: -1202475.500000 Penalty: 3069.373535 Iteration 6F: 3 clusters Score -1202476 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4397 members Mstep: Class 2 contains 8238 members Entering Unmasked Estep Score: -1203019.000000 Penalty: 3069.373535 Iteration 7F: 3 clusters Score -1203019 nChanged 816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3867 members Mstep: Class 2 contains 8768 members Entering Unmasked Estep Score: -1203703.250000 Penalty: 3069.373535 Iteration 8F: 3 clusters Score -1203703 nChanged 797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3358 members Mstep: Class 2 contains 9277 members Entering Unmasked Estep Score: -1204406.625000 Penalty: 3069.373535 Iteration 9F: 3 clusters Score -1204407 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2939 members Mstep: Class 2 contains 9696 members Entering Unmasked Estep Score: -1204970.000000 Penalty: 3069.373535 Iteration 10F: 3 clusters Score -1204970 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2636 members Mstep: Class 2 contains 9999 members Entering Unmasked Estep Score: -1205359.000000 Penalty: 3069.373535 Iteration 11Q: 3 clusters Score -1205359 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2439 members Mstep: Class 2 contains 10196 members Entering Unmasked Estep Score: -1205573.250000 Penalty: 3069.373535 Iteration 12Q: 3 clusters Score -1205573 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 10328 members Entering Unmasked Estep Score: -1205705.875000 Penalty: 3069.373535 Iteration 13Q: 3 clusters Score -1205706 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 10425 members Entering Unmasked Estep Score: -1205803.625000 Penalty: 3069.373535 Iteration 14Q: 3 clusters Score -1205804 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 10511 members Entering Unmasked Estep Score: -1205879.375000 Penalty: 3069.373535 Iteration 15Q: 3 clusters Score -1205879 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 10580 members Entering Unmasked Estep Score: -1205933.625000 Penalty: 3069.373535 Iteration 16Q: 3 clusters Score -1205934 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 10644 members Entering Unmasked Estep Score: -1205973.000000 Penalty: 3069.373535 Iteration 17Q: 3 clusters Score -1205973 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 10702 members Entering Unmasked Estep Score: -1206016.125000 Penalty: 3069.373535 Iteration 18Q: 3 clusters Score -1206016 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 10759 members Entering Unmasked Estep Score: -1206073.750000 Penalty: 3069.373535 Iteration 19Q: 3 clusters Score -1206074 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 10827 members Entering Unmasked Estep Score: -1206160.875000 Penalty: 3069.373535 Iteration 20F: 3 clusters Score -1206161 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 10889 members Entering Unmasked Estep Score: -1206239.875000 Penalty: 3069.373535 Iteration 21Q: 3 clusters Score -1206240 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 10947 members Entering Unmasked Estep Score: -1206308.250000 Penalty: 3069.373535 Iteration 22Q: 3 clusters Score -1206308 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 10989 members Entering Unmasked Estep Score: -1206357.625000 Penalty: 3069.373535 Iteration 23Q: 3 clusters Score -1206358 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 11014 members Entering Unmasked Estep Score: -1206377.875000 Penalty: 3069.373535 Iteration 24Q: 3 clusters Score -1206378 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 11025 members Entering Unmasked Estep Score: -1206388.750000 Penalty: 3069.373535 Iteration 25Q: 3 clusters Score -1206389 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 11035 members Entering Unmasked Estep Score: -1206392.625000 Penalty: 3069.373535 Iteration 26Q: 3 clusters Score -1206393 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 11040 members Entering Unmasked Estep Score: -1206395.125000 Penalty: 3069.373535 Iteration 27Q: 3 clusters Score -1206395 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 11041 members Entering Unmasked Estep Score: -1206394.250000 Penalty: 3069.373535 Iteration 28Q: 3 clusters Score -1206394 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 11044 members Entering Unmasked Estep Score: -1206395.750000 Penalty: 3069.373535 Iteration 29Q: 3 clusters Score -1206396 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 11045 members Entering Unmasked Estep Score: -1206397.000000 Penalty: 3069.373535 Iteration 30Q: 3 clusters Score -1206397 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 11045 members Entering Unmasked Estep Score: -1206397.000000 Penalty: 3069.373535 Iteration 31F: 3 clusters Score -1206397 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (820 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Entering Unmasked Estep Score: -77464.625000 Penalty: 1090.261963 Iteration 0F: 2 clusters Score -77464.62 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -76123.117188 Penalty: 2180.523926 Iteration 0F: 3 clusters Score -76123.12 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -76325.937500 Penalty: 2180.523926 Iteration 1F: 3 clusters Score -76325.94 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -76386.664062 Penalty: 2180.523926 Iteration 2F: 3 clusters Score -76386.66 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -76425.937500 Penalty: 2180.523926 Iteration 3Q: 3 clusters Score -76425.94 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -76447.914062 Penalty: 2180.523926 Iteration 4Q: 3 clusters Score -76447.91 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -76465.523438 Penalty: 2180.523926 Iteration 5Q: 3 clusters Score -76465.52 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -76469.875000 Penalty: 2180.523926 Iteration 6Q: 3 clusters Score -76469.88 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -76473.828125 Penalty: 2180.523926 Iteration 7Q: 3 clusters Score -76473.83 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -76476.375000 Penalty: 2180.523926 Iteration 8Q: 3 clusters Score -76476.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -76476.781250 Penalty: 2180.523926 Iteration 9Q: 3 clusters Score -76476.78 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -76477.234375 Penalty: 2180.523926 Iteration 10Q: 3 clusters Score -76477.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -76477.234375 Penalty: 2180.523926 Iteration 11F: 3 clusters Score -76477.23 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (91896 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91896 members Entering Unmasked Estep Score: -9173521.000000 Penalty: 1857.117065 Iteration 0F: 2 clusters Score -9173521 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45811 members Mstep: Class 2 contains 46085 members Entering Unmasked Estep Score: -9112276.000000 Penalty: 3714.234131 Iteration 0F: 3 clusters Score -9112276 nChanged 43753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44480 members Mstep: Class 2 contains 47416 members Entering Unmasked Estep Score: -9137103.000000 Penalty: 3714.234131 Iteration 1F: 3 clusters Score -9137103 nChanged 2798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43480 members Mstep: Class 2 contains 48416 members Entering Unmasked Estep Score: -9137780.000000 Penalty: 3714.234131 Iteration 2Q: 3 clusters Score -9137780 nChanged 2986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41852 members Mstep: Class 2 contains 50044 members Entering Unmasked Estep Score: -9138492.000000 Penalty: 3714.234131 Iteration 3Q: 3 clusters Score -9138492 nChanged 3549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39259 members Mstep: Class 2 contains 52637 members Entering Unmasked Estep Score: -9139680.000000 Penalty: 3714.234131 Iteration 4Q: 3 clusters Score -9139680 nChanged 4571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35282 members Mstep: Class 2 contains 56614 members Entering Unmasked Estep Score: -9141775.000000 Penalty: 3714.234131 Iteration 5Q: 3 clusters Score -9141775 nChanged 5965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29595 members Mstep: Class 2 contains 62301 members Entering Unmasked Estep Score: -9145321.000000 Penalty: 3714.234131 Iteration 6F: 3 clusters Score -9145321 nChanged 7693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22030 members Mstep: Class 2 contains 69866 members Entering Unmasked Estep Score: -9151167.000000 Penalty: 3714.234131 Iteration 7F: 3 clusters Score -9151167 nChanged 8278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13788 members Mstep: Class 2 contains 78108 members Entering Unmasked Estep Score: -9158704.000000 Penalty: 3714.234131 Iteration 8F: 3 clusters Score -9158704 nChanged 6710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7084 members Mstep: Class 2 contains 84812 members Entering Unmasked Estep Score: -9165039.000000 Penalty: 3714.234131 Iteration 9F: 3 clusters Score -9165039 nChanged 4196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2888 members Mstep: Class 2 contains 89008 members Entering Unmasked Estep Score: -9169156.000000 Penalty: 3714.234131 Iteration 10Q: 3 clusters Score -9169156 nChanged 1875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 90883 members Entering Unmasked Estep Score: -9170899.000000 Penalty: 3714.234131 Iteration 11Q: 3 clusters Score -9170899 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 91501 members Entering Unmasked Estep Score: -9171488.000000 Penalty: 3714.234131 Iteration 12Q: 3 clusters Score -9171488 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 91686 members Entering Unmasked Estep Score: -9171689.000000 Penalty: 3714.234131 Iteration 13Q: 3 clusters Score -9171689 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 91730 members Entering Unmasked Estep Score: -9171756.000000 Penalty: 3714.234131 Iteration 14Q: 3 clusters Score -9171756 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 91743 members Entering Unmasked Estep Score: -9171803.000000 Penalty: 3714.234131 Iteration 15Q: 3 clusters Score -9171803 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 91749 members Entering Unmasked Estep Score: -9171838.000000 Penalty: 3714.234131 Iteration 16Q: 3 clusters Score -9171838 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 91748 members Entering Unmasked Estep Score: -9171839.000000 Penalty: 3714.234131 Iteration 17Q: 3 clusters Score -9171839 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 91748 members Entering Unmasked Estep Score: -9171849.000000 Penalty: 3714.234131 Iteration 18Q: 3 clusters Score -9171849 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 91749 members Entering Unmasked Estep Score: -9171846.000000 Penalty: 3714.234131 Iteration 19Q: 3 clusters Score -9171846 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 91751 members Entering Unmasked Estep Score: -9171857.000000 Penalty: 3714.234131 Iteration 20F: 3 clusters Score -9171857 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 91751 members Entering Unmasked Estep Score: -9171857.000000 Penalty: 3714.234131 Iteration 21Q: 3 clusters Score -9171857 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 91751 members Entering Unmasked Estep Score: -9171857.000000 Penalty: 3714.234131 Iteration 22F: 3 clusters Score -9171857 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (6546 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6546 members Entering Unmasked Estep Score: -637891.812500 Penalty: 1427.824097 Iteration 0F: 2 clusters Score -637891.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3264 members Mstep: Class 2 contains 3282 members Entering Unmasked Estep Score: -632896.437500 Penalty: 2855.648193 Iteration 0F: 3 clusters Score -632896.4 nChanged 2756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3292 members Mstep: Class 2 contains 3254 members Entering Unmasked Estep Score: -634347.375000 Penalty: 2855.648193 Iteration 1F: 3 clusters Score -634347.4 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3354 members Mstep: Class 2 contains 3192 members Entering Unmasked Estep Score: -634569.937500 Penalty: 2855.648193 Iteration 2F: 3 clusters Score -634569.9 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3387 members Mstep: Class 2 contains 3159 members Entering Unmasked Estep Score: -634743.375000 Penalty: 2855.648193 Iteration 3F: 3 clusters Score -634743.4 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3463 members Mstep: Class 2 contains 3083 members Entering Unmasked Estep Score: -634923.125000 Penalty: 2855.648193 Iteration 4Q: 3 clusters Score -634923.1 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3565 members Mstep: Class 2 contains 2981 members Entering Unmasked Estep Score: -635093.125000 Penalty: 2855.648193 Iteration 5Q: 3 clusters Score -635093.1 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3691 members Mstep: Class 2 contains 2855 members Entering Unmasked Estep Score: -635255.687500 Penalty: 2855.648193 Iteration 6Q: 3 clusters Score -635255.7 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3806 members Mstep: Class 2 contains 2740 members Entering Unmasked Estep Score: -635432.687500 Penalty: 2855.648193 Iteration 7Q: 3 clusters Score -635432.7 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3905 members Mstep: Class 2 contains 2641 members Entering Unmasked Estep Score: -635580.437500 Penalty: 2855.648193 Iteration 8Q: 3 clusters Score -635580.4 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3985 members Mstep: Class 2 contains 2561 members Entering Unmasked Estep Score: -635722.062500 Penalty: 2855.648193 Iteration 9Q: 3 clusters Score -635722.1 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4070 members Mstep: Class 2 contains 2476 members Entering Unmasked Estep Score: -635829.625000 Penalty: 2855.648193 Iteration 10Q: 3 clusters Score -635829.6 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4142 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -635910.375000 Penalty: 2855.648193 Iteration 11Q: 3 clusters Score -635910.4 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4206 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -635975.000000 Penalty: 2855.648193 Iteration 12Q: 3 clusters Score -635975 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4256 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -636020.125000 Penalty: 2855.648193 Iteration 13Q: 3 clusters Score -636020.1 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4321 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -636069.125000 Penalty: 2855.648193 Iteration 14Q: 3 clusters Score -636069.1 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4390 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -636107.687500 Penalty: 2855.648193 Iteration 15Q: 3 clusters Score -636107.7 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4445 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -636133.250000 Penalty: 2855.648193 Iteration 16Q: 3 clusters Score -636133.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4505 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -636160.812500 Penalty: 2855.648193 Iteration 17Q: 3 clusters Score -636160.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4560 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -636185.375000 Penalty: 2855.648193 Iteration 18Q: 3 clusters Score -636185.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4609 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -636205.250000 Penalty: 2855.648193 Iteration 19Q: 3 clusters Score -636205.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4663 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -636226.500000 Penalty: 2855.648193 Iteration 20F: 3 clusters Score -636226.5 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4726 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -636252.250000 Penalty: 2855.648193 Iteration 21Q: 3 clusters Score -636252.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4790 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -636276.437500 Penalty: 2855.648193 Iteration 22Q: 3 clusters Score -636276.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4844 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -636298.750000 Penalty: 2855.648193 Iteration 23Q: 3 clusters Score -636298.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4907 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -636330.437500 Penalty: 2855.648193 Iteration 24Q: 3 clusters Score -636330.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4971 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -636363.562500 Penalty: 2855.648193 Iteration 25Q: 3 clusters Score -636363.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5030 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -636389.750000 Penalty: 2855.648193 Iteration 26Q: 3 clusters Score -636389.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5082 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -636415.875000 Penalty: 2855.648193 Iteration 27Q: 3 clusters Score -636415.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5136 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -636438.812500 Penalty: 2855.648193 Iteration 28Q: 3 clusters Score -636438.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5183 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -636459.312500 Penalty: 2855.648193 Iteration 29Q: 3 clusters Score -636459.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5223 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -636477.125000 Penalty: 2855.648193 Iteration 30Q: 3 clusters Score -636477.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5268 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -636499.687500 Penalty: 2855.648193 Iteration 31Q: 3 clusters Score -636499.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5320 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -636526.250000 Penalty: 2855.648193 Iteration 32Q: 3 clusters Score -636526.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5374 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -636557.562500 Penalty: 2855.648193 Iteration 33Q: 3 clusters Score -636557.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5424 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -636588.562500 Penalty: 2855.648193 Iteration 34Q: 3 clusters Score -636588.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5468 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -636616.750000 Penalty: 2855.648193 Iteration 35Q: 3 clusters Score -636616.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5506 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -636636.125000 Penalty: 2855.648193 Iteration 36Q: 3 clusters Score -636636.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5545 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -636654.125000 Penalty: 2855.648193 Iteration 37Q: 3 clusters Score -636654.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5581 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -636679.062500 Penalty: 2855.648193 Iteration 38Q: 3 clusters Score -636679.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5617 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -636696.687500 Penalty: 2855.648193 Iteration 39Q: 3 clusters Score -636696.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5643 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -636707.187500 Penalty: 2855.648193 Iteration 40F: 3 clusters Score -636707.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5663 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -636717.375000 Penalty: 2855.648193 Iteration 41Q: 3 clusters Score -636717.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5683 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -636724.500000 Penalty: 2855.648193 Iteration 42Q: 3 clusters Score -636724.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5698 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -636729.937500 Penalty: 2855.648193 Iteration 43Q: 3 clusters Score -636729.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5712 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -636738.125000 Penalty: 2855.648193 Iteration 44Q: 3 clusters Score -636738.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5720 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -636741.500000 Penalty: 2855.648193 Iteration 45Q: 3 clusters Score -636741.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5733 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -636746.625000 Penalty: 2855.648193 Iteration 46Q: 3 clusters Score -636746.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5741 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -636750.187500 Penalty: 2855.648193 Iteration 47Q: 3 clusters Score -636750.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5748 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -636753.500000 Penalty: 2855.648193 Iteration 48Q: 3 clusters Score -636753.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5753 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -636754.250000 Penalty: 2855.648193 Iteration 49Q: 3 clusters Score -636754.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5758 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -636757.562500 Penalty: 2855.648193 Iteration 50Q: 3 clusters Score -636757.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5759 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -636758.937500 Penalty: 2855.648193 Iteration 51Q: 3 clusters Score -636758.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5762 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -636759.937500 Penalty: 2855.648193 Iteration 52Q: 3 clusters Score -636759.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5764 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -636760.625000 Penalty: 2855.648193 Iteration 53Q: 3 clusters Score -636760.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5767 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -636762.687500 Penalty: 2855.648193 Iteration 54Q: 3 clusters Score -636762.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5770 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -636763.750000 Penalty: 2855.648193 Iteration 55Q: 3 clusters Score -636763.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5771 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -636763.437500 Penalty: 2855.648193 Iteration 56Q: 3 clusters Score -636763.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5771 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -636763.437500 Penalty: 2855.648193 Iteration 57F: 3 clusters Score -636763.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (3030 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3030 members Entering Unmasked Estep Score: -258600.062500 Penalty: 1302.651733 Iteration 0F: 2 clusters Score -258600.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -255915.046875 Penalty: 2605.303467 Iteration 0F: 3 clusters Score -255915 nChanged 1144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -256802.687500 Penalty: 2605.303467 Iteration 1F: 3 clusters Score -256802.7 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -257068.640625 Penalty: 2605.303467 Iteration 2F: 3 clusters Score -257068.6 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -257239.062500 Penalty: 2605.303467 Iteration 3F: 3 clusters Score -257239.1 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -257380.250000 Penalty: 2605.303467 Iteration 4F: 3 clusters Score -257380.2 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -257476.921875 Penalty: 2605.303467 Iteration 5Q: 3 clusters Score -257476.9 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -257553.562500 Penalty: 2605.303467 Iteration 6Q: 3 clusters Score -257553.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -257600.718750 Penalty: 2605.303467 Iteration 7Q: 3 clusters Score -257600.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -257648.546875 Penalty: 2605.303467 Iteration 8Q: 3 clusters Score -257648.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -257693.031250 Penalty: 2605.303467 Iteration 9Q: 3 clusters Score -257693 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -257739.937500 Penalty: 2605.303467 Iteration 10Q: 3 clusters Score -257739.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -257778.578125 Penalty: 2605.303467 Iteration 11Q: 3 clusters Score -257778.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -257820.078125 Penalty: 2605.303467 Iteration 12Q: 3 clusters Score -257820.1 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -257881.328125 Penalty: 2605.303467 Iteration 13Q: 3 clusters Score -257881.3 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -257937.968750 Penalty: 2605.303467 Iteration 14Q: 3 clusters Score -257938 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -257989.296875 Penalty: 2605.303467 Iteration 15Q: 3 clusters Score -257989.3 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -258047.140625 Penalty: 2605.303467 Iteration 16Q: 3 clusters Score -258047.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -258110.000000 Penalty: 2605.303467 Iteration 17Q: 3 clusters Score -258110 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -258174.703125 Penalty: 2605.303467 Iteration 18Q: 3 clusters Score -258174.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -258234.718750 Penalty: 2605.303467 Iteration 19Q: 3 clusters Score -258234.7 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -258283.609375 Penalty: 2605.303467 Iteration 20F: 3 clusters Score -258283.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -258314.812500 Penalty: 2605.303467 Iteration 21Q: 3 clusters Score -258314.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -258349.906250 Penalty: 2605.303467 Iteration 22Q: 3 clusters Score -258349.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2492 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -258373.843750 Penalty: 2605.303467 Iteration 23Q: 3 clusters Score -258373.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -258395.687500 Penalty: 2605.303467 Iteration 24Q: 3 clusters Score -258395.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2535 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -258418.265625 Penalty: 2605.303467 Iteration 25Q: 3 clusters Score -258418.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2558 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -258444.156250 Penalty: 2605.303467 Iteration 26Q: 3 clusters Score -258444.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2575 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -258461.937500 Penalty: 2605.303467 Iteration 27Q: 3 clusters Score -258461.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2585 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -258471.343750 Penalty: 2605.303467 Iteration 28Q: 3 clusters Score -258471.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2593 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -258477.687500 Penalty: 2605.303467 Iteration 29Q: 3 clusters Score -258477.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2599 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -258481.703125 Penalty: 2605.303467 Iteration 30Q: 3 clusters Score -258481.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2601 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -258483.546875 Penalty: 2605.303467 Iteration 31Q: 3 clusters Score -258483.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2601 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -258483.546875 Penalty: 2605.303467 Iteration 32F: 3 clusters Score -258483.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (318 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Entering Unmasked Estep Score: -24107.523438 Penalty: 936.333374 Iteration 0F: 2 clusters Score -24107.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -23241.726562 Penalty: 1872.666748 Iteration 0F: 3 clusters Score -23241.73 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -23368.826172 Penalty: 1872.666748 Iteration 1F: 3 clusters Score -23368.83 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -23406.591797 Penalty: 1872.666748 Iteration 2Q: 3 clusters Score -23406.59 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -23436.396484 Penalty: 1872.666748 Iteration 3Q: 3 clusters Score -23436.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -23465.232422 Penalty: 1872.666748 Iteration 4Q: 3 clusters Score -23465.23 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -23482.058594 Penalty: 1872.666748 Iteration 5Q: 3 clusters Score -23482.06 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -23491.355469 Penalty: 1872.666748 Iteration 6Q: 3 clusters Score -23491.36 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -23492.695312 Penalty: 1872.666748 Iteration 7Q: 3 clusters Score -23492.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -23492.695312 Penalty: 1872.666748 Iteration 8F: 3 clusters Score -23492.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (2386 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Entering Unmasked Estep Score: -236904.031250 Penalty: 1263.823242 Iteration 0F: 2 clusters Score -236904 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 1174 members Entering Unmasked Estep Score: -234578.984375 Penalty: 2527.646484 Iteration 0F: 3 clusters Score -234579 nChanged 852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -235104.765625 Penalty: 2527.646484 Iteration 1F: 3 clusters Score -235104.8 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -235216.968750 Penalty: 2527.646484 Iteration 2F: 3 clusters Score -235217 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -235293.390625 Penalty: 2527.646484 Iteration 3Q: 3 clusters Score -235293.4 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -235343.781250 Penalty: 2527.646484 Iteration 4Q: 3 clusters Score -235343.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -235384.312500 Penalty: 2527.646484 Iteration 5Q: 3 clusters Score -235384.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -235413.781250 Penalty: 2527.646484 Iteration 6Q: 3 clusters Score -235413.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -235433.562500 Penalty: 2527.646484 Iteration 7Q: 3 clusters Score -235433.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -235455.859375 Penalty: 2527.646484 Iteration 8Q: 3 clusters Score -235455.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -235471.125000 Penalty: 2527.646484 Iteration 9Q: 3 clusters Score -235471.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -235483.984375 Penalty: 2527.646484 Iteration 10Q: 3 clusters Score -235484 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -235491.281250 Penalty: 2527.646484 Iteration 11Q: 3 clusters Score -235491.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -235497.656250 Penalty: 2527.646484 Iteration 12Q: 3 clusters Score -235497.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -235505.781250 Penalty: 2527.646484 Iteration 13Q: 3 clusters Score -235505.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -235514.687500 Penalty: 2527.646484 Iteration 14Q: 3 clusters Score -235514.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -235525.796875 Penalty: 2527.646484 Iteration 15Q: 3 clusters Score -235525.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -235535.125000 Penalty: 2527.646484 Iteration 16Q: 3 clusters Score -235535.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -235541.078125 Penalty: 2527.646484 Iteration 17Q: 3 clusters Score -235541.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -235544.750000 Penalty: 2527.646484 Iteration 18Q: 3 clusters Score -235544.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -235546.781250 Penalty: 2527.646484 Iteration 19Q: 3 clusters Score -235546.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -235548.750000 Penalty: 2527.646484 Iteration 20F: 3 clusters Score -235548.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -235551.250000 Penalty: 2527.646484 Iteration 21Q: 3 clusters Score -235551.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -235553.015625 Penalty: 2527.646484 Iteration 22Q: 3 clusters Score -235553 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -235555.015625 Penalty: 2527.646484 Iteration 23Q: 3 clusters Score -235555 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -235560.531250 Penalty: 2527.646484 Iteration 24Q: 3 clusters Score -235560.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -235569.984375 Penalty: 2527.646484 Iteration 25Q: 3 clusters Score -235570 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -235582.015625 Penalty: 2527.646484 Iteration 26Q: 3 clusters Score -235582 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -235590.765625 Penalty: 2527.646484 Iteration 27Q: 3 clusters Score -235590.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -235602.296875 Penalty: 2527.646484 Iteration 28Q: 3 clusters Score -235602.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -235615.750000 Penalty: 2527.646484 Iteration 29Q: 3 clusters Score -235615.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -235632.281250 Penalty: 2527.646484 Iteration 30Q: 3 clusters Score -235632.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -235648.421875 Penalty: 2527.646484 Iteration 31Q: 3 clusters Score -235648.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -235662.109375 Penalty: 2527.646484 Iteration 32Q: 3 clusters Score -235662.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -235675.593750 Penalty: 2527.646484 Iteration 33Q: 3 clusters Score -235675.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -235685.359375 Penalty: 2527.646484 Iteration 34Q: 3 clusters Score -235685.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -235699.687500 Penalty: 2527.646484 Iteration 35Q: 3 clusters Score -235699.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -235716.406250 Penalty: 2527.646484 Iteration 36Q: 3 clusters Score -235716.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -235730.203125 Penalty: 2527.646484 Iteration 37Q: 3 clusters Score -235730.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -235741.203125 Penalty: 2527.646484 Iteration 38Q: 3 clusters Score -235741.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -235752.500000 Penalty: 2527.646484 Iteration 39Q: 3 clusters Score -235752.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -235762.953125 Penalty: 2527.646484 Iteration 40F: 3 clusters Score -235763 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -235771.953125 Penalty: 2527.646484 Iteration 41Q: 3 clusters Score -235772 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -235778.171875 Penalty: 2527.646484 Iteration 42Q: 3 clusters Score -235778.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -235784.093750 Penalty: 2527.646484 Iteration 43Q: 3 clusters Score -235784.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -235790.796875 Penalty: 2527.646484 Iteration 44Q: 3 clusters Score -235790.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -235796.500000 Penalty: 2527.646484 Iteration 45Q: 3 clusters Score -235796.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -235803.062500 Penalty: 2527.646484 Iteration 46Q: 3 clusters Score -235803.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -235805.796875 Penalty: 2527.646484 Iteration 47Q: 3 clusters Score -235805.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -235810.796875 Penalty: 2527.646484 Iteration 48Q: 3 clusters Score -235810.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -235814.453125 Penalty: 2527.646484 Iteration 49Q: 3 clusters Score -235814.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -235819.218750 Penalty: 2527.646484 Iteration 50Q: 3 clusters Score -235819.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -235825.000000 Penalty: 2527.646484 Iteration 51Q: 3 clusters Score -235825 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -235831.171875 Penalty: 2527.646484 Iteration 52Q: 3 clusters Score -235831.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -235835.328125 Penalty: 2527.646484 Iteration 53Q: 3 clusters Score -235835.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -235840.312500 Penalty: 2527.646484 Iteration 54Q: 3 clusters Score -235840.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -235841.781250 Penalty: 2527.646484 Iteration 55Q: 3 clusters Score -235841.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -235842.500000 Penalty: 2527.646484 Iteration 56Q: 3 clusters Score -235842.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -235844.000000 Penalty: 2527.646484 Iteration 57Q: 3 clusters Score -235844 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -235844.000000 Penalty: 2527.646484 Iteration 58F: 3 clusters Score -235844 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (3414 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3414 members Entering Unmasked Estep Score: -335937.906250 Penalty: 1322.041504 Iteration 0F: 2 clusters Score -335937.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -332937.250000 Penalty: 2644.083008 Iteration 0F: 3 clusters Score -332937.2 nChanged 1340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -333675.000000 Penalty: 2644.083008 Iteration 1F: 3 clusters Score -333675 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -333811.250000 Penalty: 2644.083008 Iteration 2F: 3 clusters Score -333811.2 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -333894.843750 Penalty: 2644.083008 Iteration 3Q: 3 clusters Score -333894.8 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -333938.843750 Penalty: 2644.083008 Iteration 4Q: 3 clusters Score -333938.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -333966.250000 Penalty: 2644.083008 Iteration 5Q: 3 clusters Score -333966.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -333986.625000 Penalty: 2644.083008 Iteration 6Q: 3 clusters Score -333986.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -334001.937500 Penalty: 2644.083008 Iteration 7Q: 3 clusters Score -334001.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -334011.937500 Penalty: 2644.083008 Iteration 8Q: 3 clusters Score -334011.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -334021.687500 Penalty: 2644.083008 Iteration 9Q: 3 clusters Score -334021.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -334029.812500 Penalty: 2644.083008 Iteration 10Q: 3 clusters Score -334029.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -334040.000000 Penalty: 2644.083008 Iteration 11Q: 3 clusters Score -334040 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -334048.187500 Penalty: 2644.083008 Iteration 12Q: 3 clusters Score -334048.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -334055.812500 Penalty: 2644.083008 Iteration 13Q: 3 clusters Score -334055.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -334065.156250 Penalty: 2644.083008 Iteration 14Q: 3 clusters Score -334065.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -334071.000000 Penalty: 2644.083008 Iteration 15Q: 3 clusters Score -334071 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -334079.187500 Penalty: 2644.083008 Iteration 16Q: 3 clusters Score -334079.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -334089.093750 Penalty: 2644.083008 Iteration 17Q: 3 clusters Score -334089.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -334099.906250 Penalty: 2644.083008 Iteration 18Q: 3 clusters Score -334099.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -334112.062500 Penalty: 2644.083008 Iteration 19Q: 3 clusters Score -334112.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -334123.750000 Penalty: 2644.083008 Iteration 20F: 3 clusters Score -334123.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -334133.843750 Penalty: 2644.083008 Iteration 21Q: 3 clusters Score -334133.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -334144.437500 Penalty: 2644.083008 Iteration 22Q: 3 clusters Score -334144.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -334155.593750 Penalty: 2644.083008 Iteration 23Q: 3 clusters Score -334155.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -334171.968750 Penalty: 2644.083008 Iteration 24Q: 3 clusters Score -334172 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -334189.625000 Penalty: 2644.083008 Iteration 25Q: 3 clusters Score -334189.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -334205.125000 Penalty: 2644.083008 Iteration 26Q: 3 clusters Score -334205.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -334222.625000 Penalty: 2644.083008 Iteration 27Q: 3 clusters Score -334222.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -334243.312500 Penalty: 2644.083008 Iteration 28Q: 3 clusters Score -334243.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -334260.562500 Penalty: 2644.083008 Iteration 29Q: 3 clusters Score -334260.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 2229 members Entering Unmasked Estep Score: -334281.187500 Penalty: 2644.083008 Iteration 30Q: 3 clusters Score -334281.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 2260 members Entering Unmasked Estep Score: -334299.437500 Penalty: 2644.083008 Iteration 31Q: 3 clusters Score -334299.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 2291 members Entering Unmasked Estep Score: -334314.875000 Penalty: 2644.083008 Iteration 32Q: 3 clusters Score -334314.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -334331.906250 Penalty: 2644.083008 Iteration 33Q: 3 clusters Score -334331.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 2344 members Entering Unmasked Estep Score: -334351.281250 Penalty: 2644.083008 Iteration 34Q: 3 clusters Score -334351.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 2377 members Entering Unmasked Estep Score: -334374.531250 Penalty: 2644.083008 Iteration 35Q: 3 clusters Score -334374.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 2416 members Entering Unmasked Estep Score: -334397.343750 Penalty: 2644.083008 Iteration 36Q: 3 clusters Score -334397.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -334411.000000 Penalty: 2644.083008 Iteration 37Q: 3 clusters Score -334411 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 2469 members Entering Unmasked Estep Score: -334424.781250 Penalty: 2644.083008 Iteration 38Q: 3 clusters Score -334424.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 2501 members Entering Unmasked Estep Score: -334448.968750 Penalty: 2644.083008 Iteration 39Q: 3 clusters Score -334449 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 2534 members Entering Unmasked Estep Score: -334481.468750 Penalty: 2644.083008 Iteration 40F: 3 clusters Score -334481.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -334500.718750 Penalty: 2644.083008 Iteration 41Q: 3 clusters Score -334500.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 2587 members Entering Unmasked Estep Score: -334519.343750 Penalty: 2644.083008 Iteration 42Q: 3 clusters Score -334519.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 2612 members Entering Unmasked Estep Score: -334536.843750 Penalty: 2644.083008 Iteration 43Q: 3 clusters Score -334536.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 2633 members Entering Unmasked Estep Score: -334553.500000 Penalty: 2644.083008 Iteration 44Q: 3 clusters Score -334553.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -334568.312500 Penalty: 2644.083008 Iteration 45Q: 3 clusters Score -334568.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 2677 members Entering Unmasked Estep Score: -334582.031250 Penalty: 2644.083008 Iteration 46Q: 3 clusters Score -334582 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 2705 members Entering Unmasked Estep Score: -334600.843750 Penalty: 2644.083008 Iteration 47Q: 3 clusters Score -334600.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 2733 members Entering Unmasked Estep Score: -334623.062500 Penalty: 2644.083008 Iteration 48Q: 3 clusters Score -334623.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 2766 members Entering Unmasked Estep Score: -334651.812500 Penalty: 2644.083008 Iteration 49Q: 3 clusters Score -334651.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 2795 members Entering Unmasked Estep Score: -334673.937500 Penalty: 2644.083008 Iteration 50Q: 3 clusters Score -334673.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 2813 members Entering Unmasked Estep Score: -334688.468750 Penalty: 2644.083008 Iteration 51Q: 3 clusters Score -334688.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -334704.625000 Penalty: 2644.083008 Iteration 52Q: 3 clusters Score -334704.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 2850 members Entering Unmasked Estep Score: -334711.375000 Penalty: 2644.083008 Iteration 53Q: 3 clusters Score -334711.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 2861 members Entering Unmasked Estep Score: -334721.125000 Penalty: 2644.083008 Iteration 54Q: 3 clusters Score -334721.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 2874 members Entering Unmasked Estep Score: -334730.406250 Penalty: 2644.083008 Iteration 55Q: 3 clusters Score -334730.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 2880 members Entering Unmasked Estep Score: -334734.531250 Penalty: 2644.083008 Iteration 56Q: 3 clusters Score -334734.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 2892 members Entering Unmasked Estep Score: -334743.656250 Penalty: 2644.083008 Iteration 57Q: 3 clusters Score -334743.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 2906 members Entering Unmasked Estep Score: -334753.718750 Penalty: 2644.083008 Iteration 58Q: 3 clusters Score -334753.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 2919 members Entering Unmasked Estep Score: -334763.656250 Penalty: 2644.083008 Iteration 59Q: 3 clusters Score -334763.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 2923 members Entering Unmasked Estep Score: -334770.093750 Penalty: 2644.083008 Iteration 60F: 3 clusters Score -334770.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 2926 members Entering Unmasked Estep Score: -334772.906250 Penalty: 2644.083008 Iteration 61Q: 3 clusters Score -334772.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 2929 members Entering Unmasked Estep Score: -334774.906250 Penalty: 2644.083008 Iteration 62Q: 3 clusters Score -334774.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 2933 members Entering Unmasked Estep Score: -334777.625000 Penalty: 2644.083008 Iteration 63Q: 3 clusters Score -334777.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 2934 members Entering Unmasked Estep Score: -334779.406250 Penalty: 2644.083008 Iteration 64Q: 3 clusters Score -334779.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 2934 members Entering Unmasked Estep Score: -334780.437500 Penalty: 2644.083008 Iteration 65Q: 3 clusters Score -334780.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 2936 members Entering Unmasked Estep Score: -334780.843750 Penalty: 2644.083008 Iteration 66Q: 3 clusters Score -334780.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 2939 members Entering Unmasked Estep Score: -334784.187500 Penalty: 2644.083008 Iteration 67Q: 3 clusters Score -334784.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 2941 members Entering Unmasked Estep Score: -334785.031250 Penalty: 2644.083008 Iteration 68Q: 3 clusters Score -334785 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 2943 members Entering Unmasked Estep Score: -334785.093750 Penalty: 2644.083008 Iteration 69Q: 3 clusters Score -334785.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 2946 members Entering Unmasked Estep Score: -334787.468750 Penalty: 2644.083008 Iteration 70Q: 3 clusters Score -334787.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 2945 members Entering Unmasked Estep Score: -334788.593750 Penalty: 2644.083008 Iteration 71Q: 3 clusters Score -334788.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 2945 members Entering Unmasked Estep Score: -334788.593750 Penalty: 2644.083008 Iteration 72F: 3 clusters Score -334788.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (2053 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Entering Unmasked Estep Score: -190469.546875 Penalty: 1239.396851 Iteration 0F: 2 clusters Score -190469.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -188358.921875 Penalty: 2478.793701 Iteration 0F: 3 clusters Score -188358.9 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -188890.796875 Penalty: 2478.793701 Iteration 1F: 3 clusters Score -188890.8 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -189072.328125 Penalty: 2478.793701 Iteration 2F: 3 clusters Score -189072.3 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -189195.625000 Penalty: 2478.793701 Iteration 3F: 3 clusters Score -189195.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -189280.921875 Penalty: 2478.793701 Iteration 4Q: 3 clusters Score -189280.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -189339.843750 Penalty: 2478.793701 Iteration 5Q: 3 clusters Score -189339.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -189386.984375 Penalty: 2478.793701 Iteration 6Q: 3 clusters Score -189387 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -189422.484375 Penalty: 2478.793701 Iteration 7Q: 3 clusters Score -189422.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -189459.812500 Penalty: 2478.793701 Iteration 8Q: 3 clusters Score -189459.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -189483.515625 Penalty: 2478.793701 Iteration 9Q: 3 clusters Score -189483.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -189503.609375 Penalty: 2478.793701 Iteration 10Q: 3 clusters Score -189503.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -189516.078125 Penalty: 2478.793701 Iteration 11Q: 3 clusters Score -189516.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -189524.140625 Penalty: 2478.793701 Iteration 12Q: 3 clusters Score -189524.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -189531.359375 Penalty: 2478.793701 Iteration 13Q: 3 clusters Score -189531.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -189537.484375 Penalty: 2478.793701 Iteration 14Q: 3 clusters Score -189537.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -189539.656250 Penalty: 2478.793701 Iteration 15Q: 3 clusters Score -189539.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -189541.734375 Penalty: 2478.793701 Iteration 16Q: 3 clusters Score -189541.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -189543.640625 Penalty: 2478.793701 Iteration 17Q: 3 clusters Score -189543.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -189544.687500 Penalty: 2478.793701 Iteration 18Q: 3 clusters Score -189544.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -189545.796875 Penalty: 2478.793701 Iteration 19Q: 3 clusters Score -189545.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -189546.328125 Penalty: 2478.793701 Iteration 20F: 3 clusters Score -189546.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (14601 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14601 members Entering Unmasked Estep Score: -1362229.125000 Penalty: 1558.187378 Iteration 0F: 2 clusters Score -1362229 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7359 members Mstep: Class 2 contains 7242 members Entering Unmasked Estep Score: -1352036.125000 Penalty: 3116.374756 Iteration 0F: 3 clusters Score -1352036 nChanged 6421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7670 members Mstep: Class 2 contains 6931 members Entering Unmasked Estep Score: -1355676.875000 Penalty: 3116.374756 Iteration 1F: 3 clusters Score -1355677 nChanged 913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7901 members Mstep: Class 2 contains 6700 members Entering Unmasked Estep Score: -1356196.375000 Penalty: 3116.374756 Iteration 2F: 3 clusters Score -1356196 nChanged 949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8220 members Mstep: Class 2 contains 6381 members Entering Unmasked Estep Score: -1356917.500000 Penalty: 3116.374756 Iteration 3F: 3 clusters Score -1356918 nChanged 1105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8631 members Mstep: Class 2 contains 5970 members Entering Unmasked Estep Score: -1357961.625000 Penalty: 3116.374756 Iteration 4F: 3 clusters Score -1357962 nChanged 1229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9164 members Mstep: Class 2 contains 5437 members Entering Unmasked Estep Score: -1359071.875000 Penalty: 3116.374756 Iteration 5F: 3 clusters Score -1359072 nChanged 1105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9659 members Mstep: Class 2 contains 4942 members Entering Unmasked Estep Score: -1360011.000000 Penalty: 3116.374756 Iteration 6F: 3 clusters Score -1360011 nChanged 833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10018 members Mstep: Class 2 contains 4583 members Entering Unmasked Estep Score: -1360661.125000 Penalty: 3116.374756 Iteration 7F: 3 clusters Score -1360661 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10272 members Mstep: Class 2 contains 4329 members Entering Unmasked Estep Score: -1361007.000000 Penalty: 3116.374756 Iteration 8Q: 3 clusters Score -1361007 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10484 members Mstep: Class 2 contains 4117 members Entering Unmasked Estep Score: -1361185.250000 Penalty: 3116.374756 Iteration 9Q: 3 clusters Score -1361185 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10661 members Mstep: Class 2 contains 3940 members Entering Unmasked Estep Score: -1361319.500000 Penalty: 3116.374756 Iteration 10Q: 3 clusters Score -1361320 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10815 members Mstep: Class 2 contains 3786 members Entering Unmasked Estep Score: -1361402.625000 Penalty: 3116.374756 Iteration 11Q: 3 clusters Score -1361403 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10940 members Mstep: Class 2 contains 3661 members Entering Unmasked Estep Score: -1361456.875000 Penalty: 3116.374756 Iteration 12Q: 3 clusters Score -1361457 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11054 members Mstep: Class 2 contains 3547 members Entering Unmasked Estep Score: -1361504.000000 Penalty: 3116.374756 Iteration 13Q: 3 clusters Score -1361504 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11145 members Mstep: Class 2 contains 3456 members Entering Unmasked Estep Score: -1361531.250000 Penalty: 3116.374756 Iteration 14Q: 3 clusters Score -1361531 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11236 members Mstep: Class 2 contains 3365 members Entering Unmasked Estep Score: -1361560.250000 Penalty: 3116.374756 Iteration 15Q: 3 clusters Score -1361560 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11317 members Mstep: Class 2 contains 3284 members Entering Unmasked Estep Score: -1361581.000000 Penalty: 3116.374756 Iteration 16Q: 3 clusters Score -1361581 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11376 members Mstep: Class 2 contains 3225 members Entering Unmasked Estep Score: -1361597.750000 Penalty: 3116.374756 Iteration 17Q: 3 clusters Score -1361598 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11416 members Mstep: Class 2 contains 3185 members Entering Unmasked Estep Score: -1361612.500000 Penalty: 3116.374756 Iteration 18Q: 3 clusters Score -1361612 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11462 members Mstep: Class 2 contains 3139 members Entering Unmasked Estep Score: -1361622.000000 Penalty: 3116.374756 Iteration 19Q: 3 clusters Score -1361622 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11499 members Mstep: Class 2 contains 3102 members Entering Unmasked Estep Score: -1361626.625000 Penalty: 3116.374756 Iteration 20F: 3 clusters Score -1361627 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11519 members Mstep: Class 2 contains 3082 members Entering Unmasked Estep Score: -1361628.875000 Penalty: 3116.374756 Iteration 21Q: 3 clusters Score -1361629 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11544 members Mstep: Class 2 contains 3057 members Entering Unmasked Estep Score: -1361635.250000 Penalty: 3116.374756 Iteration 22Q: 3 clusters Score -1361635 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11569 members Mstep: Class 2 contains 3032 members Entering Unmasked Estep Score: -1361635.750000 Penalty: 3116.374756 Iteration 23Q: 3 clusters Score -1361636 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11591 members Mstep: Class 2 contains 3010 members Entering Unmasked Estep Score: -1361639.625000 Penalty: 3116.374756 Iteration 24Q: 3 clusters Score -1361640 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11608 members Mstep: Class 2 contains 2993 members Entering Unmasked Estep Score: -1361642.000000 Penalty: 3116.374756 Iteration 25Q: 3 clusters Score -1361642 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11621 members Mstep: Class 2 contains 2980 members Entering Unmasked Estep Score: -1361647.125000 Penalty: 3116.374756 Iteration 26Q: 3 clusters Score -1361647 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11634 members Mstep: Class 2 contains 2967 members Entering Unmasked Estep Score: -1361649.125000 Penalty: 3116.374756 Iteration 27Q: 3 clusters Score -1361649 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11645 members Mstep: Class 2 contains 2956 members Entering Unmasked Estep Score: -1361648.625000 Penalty: 3116.374756 Iteration 28Q: 3 clusters Score -1361649 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11651 members Mstep: Class 2 contains 2950 members Entering Unmasked Estep Score: -1361646.250000 Penalty: 3116.374756 Iteration 29Q: 3 clusters Score -1361646 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11656 members Mstep: Class 2 contains 2945 members Entering Unmasked Estep Score: -1361647.625000 Penalty: 3116.374756 Iteration 30Q: 3 clusters Score -1361648 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11659 members Mstep: Class 2 contains 2942 members Entering Unmasked Estep Score: -1361648.875000 Penalty: 3116.374756 Iteration 31Q: 3 clusters Score -1361649 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11660 members Mstep: Class 2 contains 2941 members Entering Unmasked Estep Score: -1361647.625000 Penalty: 3116.374756 Iteration 32Q: 3 clusters Score -1361648 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11660 members Mstep: Class 2 contains 2941 members Entering Unmasked Estep Score: -1361647.625000 Penalty: 3116.374756 Iteration 33F: 3 clusters Score -1361648 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (34549 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34549 members Entering Unmasked Estep Score: -3312999.000000 Penalty: 1698.146851 Iteration 0F: 2 clusters Score -3312999 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17286 members Mstep: Class 2 contains 17263 members Entering Unmasked Estep Score: -3289675.750000 Penalty: 3396.293701 Iteration 0F: 3 clusters Score -3289676 nChanged 16025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16881 members Mstep: Class 2 contains 17668 members Entering Unmasked Estep Score: -3298758.250000 Penalty: 3396.293701 Iteration 1F: 3 clusters Score -3298758 nChanged 1337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16750 members Mstep: Class 2 contains 17799 members Entering Unmasked Estep Score: -3299111.000000 Penalty: 3396.293701 Iteration 2Q: 3 clusters Score -3299111 nChanged 1260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16588 members Mstep: Class 2 contains 17961 members Entering Unmasked Estep Score: -3299490.500000 Penalty: 3396.293701 Iteration 3Q: 3 clusters Score -3299490 nChanged 1307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16375 members Mstep: Class 2 contains 18174 members Entering Unmasked Estep Score: -3299897.500000 Penalty: 3396.293701 Iteration 4Q: 3 clusters Score -3299898 nChanged 1315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16114 members Mstep: Class 2 contains 18435 members Entering Unmasked Estep Score: -3300383.500000 Penalty: 3396.293701 Iteration 5Q: 3 clusters Score -3300384 nChanged 1455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15737 members Mstep: Class 2 contains 18812 members Entering Unmasked Estep Score: -3300976.000000 Penalty: 3396.293701 Iteration 6Q: 3 clusters Score -3300976 nChanged 1547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15298 members Mstep: Class 2 contains 19251 members Entering Unmasked Estep Score: -3301783.250000 Penalty: 3396.293701 Iteration 7Q: 3 clusters Score -3301783 nChanged 1801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14777 members Mstep: Class 2 contains 19772 members Entering Unmasked Estep Score: -3302854.250000 Penalty: 3396.293701 Iteration 8F: 3 clusters Score -3302854 nChanged 1905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14202 members Mstep: Class 2 contains 20347 members Entering Unmasked Estep Score: -3304121.000000 Penalty: 3396.293701 Iteration 9F: 3 clusters Score -3304121 nChanged 1970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13650 members Mstep: Class 2 contains 20899 members Entering Unmasked Estep Score: -3305489.750000 Penalty: 3396.293701 Iteration 10F: 3 clusters Score -3305490 nChanged 1729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13265 members Mstep: Class 2 contains 21284 members Entering Unmasked Estep Score: -3306478.500000 Penalty: 3396.293701 Iteration 11F: 3 clusters Score -3306478 nChanged 1331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12918 members Mstep: Class 2 contains 21631 members Entering Unmasked Estep Score: -3307030.000000 Penalty: 3396.293701 Iteration 12Q: 3 clusters Score -3307030 nChanged 888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12572 members Mstep: Class 2 contains 21977 members Entering Unmasked Estep Score: -3307294.000000 Penalty: 3396.293701 Iteration 13Q: 3 clusters Score -3307294 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12221 members Mstep: Class 2 contains 22328 members Entering Unmasked Estep Score: -3307455.250000 Penalty: 3396.293701 Iteration 14Q: 3 clusters Score -3307455 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11826 members Mstep: Class 2 contains 22723 members Entering Unmasked Estep Score: -3307593.750000 Penalty: 3396.293701 Iteration 15Q: 3 clusters Score -3307594 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11444 members Mstep: Class 2 contains 23105 members Entering Unmasked Estep Score: -3307692.250000 Penalty: 3396.293701 Iteration 16Q: 3 clusters Score -3307692 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11054 members Mstep: Class 2 contains 23495 members Entering Unmasked Estep Score: -3307809.250000 Penalty: 3396.293701 Iteration 17Q: 3 clusters Score -3307809 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10643 members Mstep: Class 2 contains 23906 members Entering Unmasked Estep Score: -3307932.250000 Penalty: 3396.293701 Iteration 18Q: 3 clusters Score -3307932 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10207 members Mstep: Class 2 contains 24342 members Entering Unmasked Estep Score: -3308038.250000 Penalty: 3396.293701 Iteration 19Q: 3 clusters Score -3308038 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9766 members Mstep: Class 2 contains 24783 members Entering Unmasked Estep Score: -3308169.250000 Penalty: 3396.293701 Iteration 20F: 3 clusters Score -3308169 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9329 members Mstep: Class 2 contains 25220 members Entering Unmasked Estep Score: -3308290.000000 Penalty: 3396.293701 Iteration 21Q: 3 clusters Score -3308290 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8893 members Mstep: Class 2 contains 25656 members Entering Unmasked Estep Score: -3308406.500000 Penalty: 3396.293701 Iteration 22Q: 3 clusters Score -3308406 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8450 members Mstep: Class 2 contains 26099 members Entering Unmasked Estep Score: -3308539.250000 Penalty: 3396.293701 Iteration 23Q: 3 clusters Score -3308539 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7974 members Mstep: Class 2 contains 26575 members Entering Unmasked Estep Score: -3308694.500000 Penalty: 3396.293701 Iteration 24Q: 3 clusters Score -3308694 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7480 members Mstep: Class 2 contains 27069 members Entering Unmasked Estep Score: -3308867.500000 Penalty: 3396.293701 Iteration 25Q: 3 clusters Score -3308868 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6999 members Mstep: Class 2 contains 27550 members Entering Unmasked Estep Score: -3309032.750000 Penalty: 3396.293701 Iteration 26Q: 3 clusters Score -3309033 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6526 members Mstep: Class 2 contains 28023 members Entering Unmasked Estep Score: -3309215.000000 Penalty: 3396.293701 Iteration 27Q: 3 clusters Score -3309215 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6052 members Mstep: Class 2 contains 28497 members Entering Unmasked Estep Score: -3309435.000000 Penalty: 3396.293701 Iteration 28Q: 3 clusters Score -3309435 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5609 members Mstep: Class 2 contains 28940 members Entering Unmasked Estep Score: -3309655.500000 Penalty: 3396.293701 Iteration 29Q: 3 clusters Score -3309656 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5224 members Mstep: Class 2 contains 29325 members Entering Unmasked Estep Score: -3309862.000000 Penalty: 3396.293701 Iteration 30Q: 3 clusters Score -3309862 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4860 members Mstep: Class 2 contains 29689 members Entering Unmasked Estep Score: -3310049.000000 Penalty: 3396.293701 Iteration 31Q: 3 clusters Score -3310049 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4497 members Mstep: Class 2 contains 30052 members Entering Unmasked Estep Score: -3310266.500000 Penalty: 3396.293701 Iteration 32Q: 3 clusters Score -3310266 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4174 members Mstep: Class 2 contains 30375 members Entering Unmasked Estep Score: -3310451.000000 Penalty: 3396.293701 Iteration 33Q: 3 clusters Score -3310451 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3917 members Mstep: Class 2 contains 30632 members Entering Unmasked Estep Score: -3310586.750000 Penalty: 3396.293701 Iteration 34Q: 3 clusters Score -3310587 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3680 members Mstep: Class 2 contains 30869 members Entering Unmasked Estep Score: -3310716.000000 Penalty: 3396.293701 Iteration 35Q: 3 clusters Score -3310716 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3448 members Mstep: Class 2 contains 31101 members Entering Unmasked Estep Score: -3310842.000000 Penalty: 3396.293701 Iteration 36Q: 3 clusters Score -3310842 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3256 members Mstep: Class 2 contains 31293 members Entering Unmasked Estep Score: -3310934.500000 Penalty: 3396.293701 Iteration 37Q: 3 clusters Score -3310934 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3089 members Mstep: Class 2 contains 31460 members Entering Unmasked Estep Score: -3311001.250000 Penalty: 3396.293701 Iteration 38Q: 3 clusters Score -3311001 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2958 members Mstep: Class 2 contains 31591 members Entering Unmasked Estep Score: -3311052.500000 Penalty: 3396.293701 Iteration 39Q: 3 clusters Score -3311052 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2838 members Mstep: Class 2 contains 31711 members Entering Unmasked Estep Score: -3311089.750000 Penalty: 3396.293701 Iteration 40F: 3 clusters Score -3311090 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2731 members Mstep: Class 2 contains 31818 members Entering Unmasked Estep Score: -3311108.750000 Penalty: 3396.293701 Iteration 41Q: 3 clusters Score -3311109 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Mstep: Class 2 contains 31912 members Entering Unmasked Estep Score: -3311127.000000 Penalty: 3396.293701 Iteration 42Q: 3 clusters Score -3311127 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 31995 members Entering Unmasked Estep Score: -3311149.250000 Penalty: 3396.293701 Iteration 43Q: 3 clusters Score -3311149 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 32054 members Entering Unmasked Estep Score: -3311164.500000 Penalty: 3396.293701 Iteration 44Q: 3 clusters Score -3311164 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2425 members Mstep: Class 2 contains 32124 members Entering Unmasked Estep Score: -3311178.250000 Penalty: 3396.293701 Iteration 45Q: 3 clusters Score -3311178 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2359 members Mstep: Class 2 contains 32190 members Entering Unmasked Estep Score: -3311195.500000 Penalty: 3396.293701 Iteration 46Q: 3 clusters Score -3311196 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 32245 members Entering Unmasked Estep Score: -3311205.750000 Penalty: 3396.293701 Iteration 47Q: 3 clusters Score -3311206 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 32302 members Entering Unmasked Estep Score: -3311218.500000 Penalty: 3396.293701 Iteration 48Q: 3 clusters Score -3311218 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 32354 members Entering Unmasked Estep Score: -3311238.500000 Penalty: 3396.293701 Iteration 49Q: 3 clusters Score -3311238 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 32407 members Entering Unmasked Estep Score: -3311253.250000 Penalty: 3396.293701 Iteration 50Q: 3 clusters Score -3311253 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 32455 members Entering Unmasked Estep Score: -3311260.250000 Penalty: 3396.293701 Iteration 51Q: 3 clusters Score -3311260 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 32502 members Entering Unmasked Estep Score: -3311274.000000 Penalty: 3396.293701 Iteration 52Q: 3 clusters Score -3311274 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 32555 members Entering Unmasked Estep Score: -3311291.250000 Penalty: 3396.293701 Iteration 53Q: 3 clusters Score -3311291 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 32602 members Entering Unmasked Estep Score: -3311298.500000 Penalty: 3396.293701 Iteration 54Q: 3 clusters Score -3311298 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1911 members Mstep: Class 2 contains 32638 members Entering Unmasked Estep Score: -3311314.750000 Penalty: 3396.293701 Iteration 55Q: 3 clusters Score -3311315 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 32677 members Entering Unmasked Estep Score: -3311321.750000 Penalty: 3396.293701 Iteration 56Q: 3 clusters Score -3311322 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 32721 members Entering Unmasked Estep Score: -3311332.000000 Penalty: 3396.293701 Iteration 57Q: 3 clusters Score -3311332 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 32775 members Entering Unmasked Estep Score: -3311354.500000 Penalty: 3396.293701 Iteration 58Q: 3 clusters Score -3311354 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 32822 members Entering Unmasked Estep Score: -3311365.500000 Penalty: 3396.293701 Iteration 59Q: 3 clusters Score -3311366 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 32857 members Entering Unmasked Estep Score: -3311377.500000 Penalty: 3396.293701 Iteration 60F: 3 clusters Score -3311378 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 32885 members Entering Unmasked Estep Score: -3311388.750000 Penalty: 3396.293701 Iteration 61Q: 3 clusters Score -3311389 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 32926 members Entering Unmasked Estep Score: -3311395.000000 Penalty: 3396.293701 Iteration 62Q: 3 clusters Score -3311395 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 32971 members Entering Unmasked Estep Score: -3311402.500000 Penalty: 3396.293701 Iteration 63Q: 3 clusters Score -3311402 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 33026 members Entering Unmasked Estep Score: -3311424.000000 Penalty: 3396.293701 Iteration 64Q: 3 clusters Score -3311424 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 33074 members Entering Unmasked Estep Score: -3311442.250000 Penalty: 3396.293701 Iteration 65Q: 3 clusters Score -3311442 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 33104 members Entering Unmasked Estep Score: -3311456.000000 Penalty: 3396.293701 Iteration 66Q: 3 clusters Score -3311456 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 33133 members Entering Unmasked Estep Score: -3311460.000000 Penalty: 3396.293701 Iteration 67Q: 3 clusters Score -3311460 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 33165 members Entering Unmasked Estep Score: -3311466.000000 Penalty: 3396.293701 Iteration 68Q: 3 clusters Score -3311466 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 33195 members Entering Unmasked Estep Score: -3311469.500000 Penalty: 3396.293701 Iteration 69Q: 3 clusters Score -3311470 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 33225 members Entering Unmasked Estep Score: -3311477.750000 Penalty: 3396.293701 Iteration 70Q: 3 clusters Score -3311478 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 33248 members Entering Unmasked Estep Score: -3311487.000000 Penalty: 3396.293701 Iteration 71Q: 3 clusters Score -3311487 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 33271 members Entering Unmasked Estep Score: -3311489.000000 Penalty: 3396.293701 Iteration 72Q: 3 clusters Score -3311489 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 33289 members Entering Unmasked Estep Score: -3311500.000000 Penalty: 3396.293701 Iteration 73Q: 3 clusters Score -3311500 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 33308 members Entering Unmasked Estep Score: -3311500.500000 Penalty: 3396.293701 Iteration 74Q: 3 clusters Score -3311500 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 33324 members Entering Unmasked Estep Score: -3311513.000000 Penalty: 3396.293701 Iteration 75Q: 3 clusters Score -3311513 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 33335 members Entering Unmasked Estep Score: -3311516.000000 Penalty: 3396.293701 Iteration 76Q: 3 clusters Score -3311516 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 33353 members Entering Unmasked Estep Score: -3311524.000000 Penalty: 3396.293701 Iteration 77Q: 3 clusters Score -3311524 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 33372 members Entering Unmasked Estep Score: -3311537.250000 Penalty: 3396.293701 Iteration 78Q: 3 clusters Score -3311537 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 33396 members Entering Unmasked Estep Score: -3311540.250000 Penalty: 3396.293701 Iteration 79Q: 3 clusters Score -3311540 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 33415 members Entering Unmasked Estep Score: -3311544.250000 Penalty: 3396.293701 Iteration 80F: 3 clusters Score -3311544 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 33426 members Entering Unmasked Estep Score: -3311541.250000 Penalty: 3396.293701 Iteration 81Q: 3 clusters Score -3311541 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 33437 members Entering Unmasked Estep Score: -3311549.500000 Penalty: 3396.293701 Iteration 82Q: 3 clusters Score -3311550 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 33451 members Entering Unmasked Estep Score: -3311552.500000 Penalty: 3396.293701 Iteration 83Q: 3 clusters Score -3311552 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 33465 members Entering Unmasked Estep Score: -3311557.500000 Penalty: 3396.293701 Iteration 84Q: 3 clusters Score -3311558 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 33475 members Entering Unmasked Estep Score: -3311565.750000 Penalty: 3396.293701 Iteration 85Q: 3 clusters Score -3311566 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 33486 members Entering Unmasked Estep Score: -3311563.000000 Penalty: 3396.293701 Iteration 86Q: 3 clusters Score -3311563 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 33496 members Entering Unmasked Estep Score: -3311566.500000 Penalty: 3396.293701 Iteration 87Q: 3 clusters Score -3311566 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 33507 members Entering Unmasked Estep Score: -3311572.500000 Penalty: 3396.293701 Iteration 88Q: 3 clusters Score -3311572 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 33516 members Entering Unmasked Estep Score: -3311572.750000 Penalty: 3396.293701 Iteration 89Q: 3 clusters Score -3311573 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 33523 members Entering Unmasked Estep Score: -3311572.000000 Penalty: 3396.293701 Iteration 90Q: 3 clusters Score -3311572 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 33528 members Entering Unmasked Estep Score: -3311573.000000 Penalty: 3396.293701 Iteration 91Q: 3 clusters Score -3311573 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 33531 members Entering Unmasked Estep Score: -3311576.500000 Penalty: 3396.293701 Iteration 92Q: 3 clusters Score -3311576 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 33533 members Entering Unmasked Estep Score: -3311574.500000 Penalty: 3396.293701 Iteration 93Q: 3 clusters Score -3311574 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 33536 members Entering Unmasked Estep Score: -3311571.000000 Penalty: 3396.293701 Iteration 94Q: 3 clusters Score -3311571 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 33540 members Entering Unmasked Estep Score: -3311572.500000 Penalty: 3396.293701 Iteration 95Q: 3 clusters Score -3311572 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 33542 members Entering Unmasked Estep Score: -3311575.750000 Penalty: 3396.293701 Iteration 96Q: 3 clusters Score -3311576 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 33545 members Entering Unmasked Estep Score: -3311575.750000 Penalty: 3396.293701 Iteration 97Q: 3 clusters Score -3311576 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 33547 members Entering Unmasked Estep Score: -3311577.250000 Penalty: 3396.293701 Iteration 98Q: 3 clusters Score -3311577 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 33547 members Entering Unmasked Estep Score: -3311577.250000 Penalty: 3396.293701 Iteration 99F: 3 clusters Score -3311577 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (327 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Entering Unmasked Estep Score: -27809.710938 Penalty: 940.868591 Iteration 0F: 2 clusters Score -27809.71 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -26899.482422 Penalty: 1881.737183 Iteration 0F: 3 clusters Score -26899.48 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -27030.154297 Penalty: 1881.737183 Iteration 1F: 3 clusters Score -27030.15 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -27073.029297 Penalty: 1881.737183 Iteration 2F: 3 clusters Score -27073.03 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -27088.240234 Penalty: 1881.737183 Iteration 3Q: 3 clusters Score -27088.24 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -27101.998047 Penalty: 1881.737183 Iteration 4Q: 3 clusters Score -27102 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -27111.580078 Penalty: 1881.737183 Iteration 5Q: 3 clusters Score -27111.58 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -27116.671875 Penalty: 1881.737183 Iteration 6Q: 3 clusters Score -27116.67 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -27120.082031 Penalty: 1881.737183 Iteration 7Q: 3 clusters Score -27120.08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -27125.705078 Penalty: 1881.737183 Iteration 8Q: 3 clusters Score -27125.71 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -27133.212891 Penalty: 1881.737183 Iteration 9Q: 3 clusters Score -27133.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -27134.835938 Penalty: 1881.737183 Iteration 10Q: 3 clusters Score -27134.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -27134.835938 Penalty: 1881.737183 Iteration 11F: 3 clusters Score -27134.84 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (142137 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142137 members Entering Unmasked Estep Score: -14154136.000000 Penalty: 1927.988892 Iteration 0F: 2 clusters Score -1.415414e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71120 members Mstep: Class 2 contains 71017 members Entering Unmasked Estep Score: -14059449.000000 Penalty: 3855.977783 Iteration 0F: 3 clusters Score -1.405945e+07 nChanged 68597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72617 members Mstep: Class 2 contains 69520 members Entering Unmasked Estep Score: -14099499.000000 Penalty: 3855.977783 Iteration 1F: 3 clusters Score -1.40995e+07 nChanged 4457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73080 members Mstep: Class 2 contains 69057 members Entering Unmasked Estep Score: -14100441.000000 Penalty: 3855.977783 Iteration 2Q: 3 clusters Score -1.410044e+07 nChanged 4538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73746 members Mstep: Class 2 contains 68391 members Entering Unmasked Estep Score: -14101704.000000 Penalty: 3855.977783 Iteration 3Q: 3 clusters Score -1.41017e+07 nChanged 4726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74674 members Mstep: Class 2 contains 67463 members Entering Unmasked Estep Score: -14102922.000000 Penalty: 3855.977783 Iteration 4Q: 3 clusters Score -1.410292e+07 nChanged 5061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76111 members Mstep: Class 2 contains 66026 members Entering Unmasked Estep Score: -14104615.000000 Penalty: 3855.977783 Iteration 5Q: 3 clusters Score -1.410462e+07 nChanged 5455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78024 members Mstep: Class 2 contains 64113 members Entering Unmasked Estep Score: -14106504.000000 Penalty: 3855.977783 Iteration 6Q: 3 clusters Score -1.41065e+07 nChanged 5694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80634 members Mstep: Class 2 contains 61503 members Entering Unmasked Estep Score: -14108624.000000 Penalty: 3855.977783 Iteration 7Q: 3 clusters Score -1.410862e+07 nChanged 6045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84149 members Mstep: Class 2 contains 57988 members Entering Unmasked Estep Score: -14111300.000000 Penalty: 3855.977783 Iteration 8Q: 3 clusters Score -1.41113e+07 nChanged 6370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88645 members Mstep: Class 2 contains 53492 members Entering Unmasked Estep Score: -14114660.000000 Penalty: 3855.977783 Iteration 9Q: 3 clusters Score -1.411466e+07 nChanged 6917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94298 members Mstep: Class 2 contains 47839 members Entering Unmasked Estep Score: -14118548.000000 Penalty: 3855.977783 Iteration 10Q: 3 clusters Score -1.411855e+07 nChanged 7094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100658 members Mstep: Class 2 contains 41479 members Entering Unmasked Estep Score: -14122680.000000 Penalty: 3855.977783 Iteration 11Q: 3 clusters Score -1.412268e+07 nChanged 7117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107423 members Mstep: Class 2 contains 34714 members Entering Unmasked Estep Score: -14127260.000000 Penalty: 3855.977783 Iteration 12F: 3 clusters Score -1.412726e+07 nChanged 6814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114131 members Mstep: Class 2 contains 28006 members Entering Unmasked Estep Score: -14131843.000000 Penalty: 3855.977783 Iteration 13Q: 3 clusters Score -1.413184e+07 nChanged 6572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120687 members Mstep: Class 2 contains 21450 members Entering Unmasked Estep Score: -14136372.000000 Penalty: 3855.977783 Iteration 14Q: 3 clusters Score -1.413637e+07 nChanged 5854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126533 members Mstep: Class 2 contains 15604 members Entering Unmasked Estep Score: -14140526.000000 Penalty: 3855.977783 Iteration 15Q: 3 clusters Score -1.414053e+07 nChanged 5114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131645 members Mstep: Class 2 contains 10492 members Entering Unmasked Estep Score: -14144449.000000 Penalty: 3855.977783 Iteration 16Q: 3 clusters Score -1.414445e+07 nChanged 4052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135697 members Mstep: Class 2 contains 6440 members Entering Unmasked Estep Score: -14147611.000000 Penalty: 3855.977783 Iteration 17Q: 3 clusters Score -1.414761e+07 nChanged 2876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138573 members Mstep: Class 2 contains 3564 members Entering Unmasked Estep Score: -14149940.000000 Penalty: 3855.977783 Iteration 18Q: 3 clusters Score -1.414994e+07 nChanged 1694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140265 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -14151191.000000 Penalty: 3855.977783 Iteration 19Q: 3 clusters Score -1.415119e+07 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141092 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -14151816.000000 Penalty: 3855.977783 Iteration 20F: 3 clusters Score -1.415182e+07 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141507 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -14152090.000000 Penalty: 3855.977783 Iteration 21Q: 3 clusters Score -1.415209e+07 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141686 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -14152264.000000 Penalty: 3855.977783 Iteration 22Q: 3 clusters Score -1.415226e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141768 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -14152348.000000 Penalty: 3855.977783 Iteration 23Q: 3 clusters Score -1.415235e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141810 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -14152395.000000 Penalty: 3855.977783 Iteration 24Q: 3 clusters Score -1.41524e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141833 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -14152392.000000 Penalty: 3855.977783 Iteration 25Q: 3 clusters Score -1.415239e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141844 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -14152413.000000 Penalty: 3855.977783 Iteration 26Q: 3 clusters Score -1.415241e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141857 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -14152433.000000 Penalty: 3855.977783 Iteration 27Q: 3 clusters Score -1.415243e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141867 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -14152456.000000 Penalty: 3855.977783 Iteration 28Q: 3 clusters Score -1.415246e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141873 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -14152468.000000 Penalty: 3855.977783 Iteration 29Q: 3 clusters Score -1.415247e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141875 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -14152483.000000 Penalty: 3855.977783 Iteration 30Q: 3 clusters Score -1.415248e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141877 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -14152475.000000 Penalty: 3855.977783 Iteration 31Q: 3 clusters Score -1.415248e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141878 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -14152482.000000 Penalty: 3855.977783 Iteration 32Q: 3 clusters Score -1.415248e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141880 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -14152486.000000 Penalty: 3855.977783 Iteration 33Q: 3 clusters Score -1.415249e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141879 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -14152485.000000 Penalty: 3855.977783 Iteration 34Q: 3 clusters Score -1.415248e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141879 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -14152485.000000 Penalty: 3855.977783 Iteration 35F: 3 clusters Score -1.415248e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (836 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Entering Unmasked Estep Score: -75146.750000 Penalty: 1093.402100 Iteration 0F: 2 clusters Score -75146.75 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 423 members Entering Unmasked Estep Score: -73844.453125 Penalty: 2186.804199 Iteration 0F: 3 clusters Score -73844.45 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -74091.968750 Penalty: 2186.804199 Iteration 1F: 3 clusters Score -74091.97 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -74147.062500 Penalty: 2186.804199 Iteration 2F: 3 clusters Score -74147.06 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -74173.968750 Penalty: 2186.804199 Iteration 3Q: 3 clusters Score -74173.97 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -74197.765625 Penalty: 2186.804199 Iteration 4Q: 3 clusters Score -74197.77 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -74211.671875 Penalty: 2186.804199 Iteration 5Q: 3 clusters Score -74211.67 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -74233.929688 Penalty: 2186.804199 Iteration 6Q: 3 clusters Score -74233.93 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -74264.187500 Penalty: 2186.804199 Iteration 7Q: 3 clusters Score -74264.19 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -74317.953125 Penalty: 2186.804199 Iteration 8Q: 3 clusters Score -74317.95 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -74355.039062 Penalty: 2186.804199 Iteration 9Q: 3 clusters Score -74355.04 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -74403.734375 Penalty: 2186.804199 Iteration 10Q: 3 clusters Score -74403.73 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -74482.476562 Penalty: 2186.804199 Iteration 11Q: 3 clusters Score -74482.48 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -74530.679688 Penalty: 2186.804199 Iteration 12Q: 3 clusters Score -74530.68 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -74571.898438 Penalty: 2186.804199 Iteration 13Q: 3 clusters Score -74571.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -74593.078125 Penalty: 2186.804199 Iteration 14Q: 3 clusters Score -74593.08 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -74623.031250 Penalty: 2186.804199 Iteration 15Q: 3 clusters Score -74623.03 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -74662.523438 Penalty: 2186.804199 Iteration 16Q: 3 clusters Score -74662.52 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -74711.734375 Penalty: 2186.804199 Iteration 17Q: 3 clusters Score -74711.73 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -74787.546875 Penalty: 2186.804199 Iteration 18Q: 3 clusters Score -74787.55 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -74825.273438 Penalty: 2186.804199 Iteration 19Q: 3 clusters Score -74825.27 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -74849.757812 Penalty: 2186.804199 Iteration 20F: 3 clusters Score -74849.76 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -74867.289062 Penalty: 2186.804199 Iteration 21Q: 3 clusters Score -74867.29 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -74879.351562 Penalty: 2186.804199 Iteration 22Q: 3 clusters Score -74879.35 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -74892.078125 Penalty: 2186.804199 Iteration 23Q: 3 clusters Score -74892.08 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -74896.343750 Penalty: 2186.804199 Iteration 24Q: 3 clusters Score -74896.34 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -74900.718750 Penalty: 2186.804199 Iteration 25Q: 3 clusters Score -74900.72 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -74902.109375 Penalty: 2186.804199 Iteration 26Q: 3 clusters Score -74902.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -74903.828125 Penalty: 2186.804199 Iteration 27Q: 3 clusters Score -74903.83 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -74911.726562 Penalty: 2186.804199 Iteration 28Q: 3 clusters Score -74911.73 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -74916.882812 Penalty: 2186.804199 Iteration 29Q: 3 clusters Score -74916.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -74918.585938 Penalty: 2186.804199 Iteration 30Q: 3 clusters Score -74918.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -74918.585938 Penalty: 2186.804199 Iteration 31F: 3 clusters Score -74918.59 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (2431 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2431 members Entering Unmasked Estep Score: -232765.453125 Penalty: 1266.859497 Iteration 0F: 2 clusters Score -232765.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -230380.843750 Penalty: 2533.718994 Iteration 0F: 3 clusters Score -230380.8 nChanged 867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -230900.796875 Penalty: 2533.718994 Iteration 1F: 3 clusters Score -230900.8 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -231039.156250 Penalty: 2533.718994 Iteration 2F: 3 clusters Score -231039.2 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -231121.578125 Penalty: 2533.718994 Iteration 3F: 3 clusters Score -231121.6 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -231176.593750 Penalty: 2533.718994 Iteration 4Q: 3 clusters Score -231176.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -231230.468750 Penalty: 2533.718994 Iteration 5Q: 3 clusters Score -231230.5 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -231274.109375 Penalty: 2533.718994 Iteration 6Q: 3 clusters Score -231274.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -231319.140625 Penalty: 2533.718994 Iteration 7Q: 3 clusters Score -231319.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -231342.671875 Penalty: 2533.718994 Iteration 8Q: 3 clusters Score -231342.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -231353.812500 Penalty: 2533.718994 Iteration 9Q: 3 clusters Score -231353.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -231362.671875 Penalty: 2533.718994 Iteration 10Q: 3 clusters Score -231362.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -231371.531250 Penalty: 2533.718994 Iteration 11Q: 3 clusters Score -231371.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -231376.718750 Penalty: 2533.718994 Iteration 12Q: 3 clusters Score -231376.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -231380.781250 Penalty: 2533.718994 Iteration 13Q: 3 clusters Score -231380.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -231384.859375 Penalty: 2533.718994 Iteration 14Q: 3 clusters Score -231384.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -231390.031250 Penalty: 2533.718994 Iteration 15Q: 3 clusters Score -231390 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -231395.187500 Penalty: 2533.718994 Iteration 16Q: 3 clusters Score -231395.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -231398.656250 Penalty: 2533.718994 Iteration 17Q: 3 clusters Score -231398.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -231401.734375 Penalty: 2533.718994 Iteration 18Q: 3 clusters Score -231401.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -231404.984375 Penalty: 2533.718994 Iteration 19Q: 3 clusters Score -231405 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -231409.125000 Penalty: 2533.718994 Iteration 20F: 3 clusters Score -231409.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -231411.718750 Penalty: 2533.718994 Iteration 21Q: 3 clusters Score -231411.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -231414.328125 Penalty: 2533.718994 Iteration 22Q: 3 clusters Score -231414.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -231416.125000 Penalty: 2533.718994 Iteration 23Q: 3 clusters Score -231416.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -231418.296875 Penalty: 2533.718994 Iteration 24Q: 3 clusters Score -231418.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -231422.375000 Penalty: 2533.718994 Iteration 25Q: 3 clusters Score -231422.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -231428.250000 Penalty: 2533.718994 Iteration 26Q: 3 clusters Score -231428.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -231433.468750 Penalty: 2533.718994 Iteration 27Q: 3 clusters Score -231433.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -231437.875000 Penalty: 2533.718994 Iteration 28Q: 3 clusters Score -231437.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -231441.468750 Penalty: 2533.718994 Iteration 29Q: 3 clusters Score -231441.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -231444.171875 Penalty: 2533.718994 Iteration 30Q: 3 clusters Score -231444.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -231445.468750 Penalty: 2533.718994 Iteration 31Q: 3 clusters Score -231445.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -231446.281250 Penalty: 2533.718994 Iteration 32Q: 3 clusters Score -231446.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -231447.125000 Penalty: 2533.718994 Iteration 33Q: 3 clusters Score -231447.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -231450.203125 Penalty: 2533.718994 Iteration 34Q: 3 clusters Score -231450.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -231453.625000 Penalty: 2533.718994 Iteration 35Q: 3 clusters Score -231453.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -231457.140625 Penalty: 2533.718994 Iteration 36Q: 3 clusters Score -231457.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -231462.593750 Penalty: 2533.718994 Iteration 37Q: 3 clusters Score -231462.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -231468.968750 Penalty: 2533.718994 Iteration 38Q: 3 clusters Score -231469 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -231475.265625 Penalty: 2533.718994 Iteration 39Q: 3 clusters Score -231475.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -231479.171875 Penalty: 2533.718994 Iteration 40F: 3 clusters Score -231479.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -231481.734375 Penalty: 2533.718994 Iteration 41Q: 3 clusters Score -231481.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -231486.968750 Penalty: 2533.718994 Iteration 42Q: 3 clusters Score -231487 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -231494.453125 Penalty: 2533.718994 Iteration 43Q: 3 clusters Score -231494.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -231503.828125 Penalty: 2533.718994 Iteration 44Q: 3 clusters Score -231503.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -231512.421875 Penalty: 2533.718994 Iteration 45Q: 3 clusters Score -231512.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -231515.984375 Penalty: 2533.718994 Iteration 46Q: 3 clusters Score -231516 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -231522.218750 Penalty: 2533.718994 Iteration 47Q: 3 clusters Score -231522.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -231528.703125 Penalty: 2533.718994 Iteration 48Q: 3 clusters Score -231528.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -231533.125000 Penalty: 2533.718994 Iteration 49Q: 3 clusters Score -231533.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -231536.500000 Penalty: 2533.718994 Iteration 50Q: 3 clusters Score -231536.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -231538.921875 Penalty: 2533.718994 Iteration 51Q: 3 clusters Score -231538.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -231541.734375 Penalty: 2533.718994 Iteration 52Q: 3 clusters Score -231541.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -231542.437500 Penalty: 2533.718994 Iteration 53Q: 3 clusters Score -231542.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -231543.968750 Penalty: 2533.718994 Iteration 54Q: 3 clusters Score -231544 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -231544.546875 Penalty: 2533.718994 Iteration 55Q: 3 clusters Score -231544.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -231545.468750 Penalty: 2533.718994 Iteration 56Q: 3 clusters Score -231545.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -231548.015625 Penalty: 2533.718994 Iteration 57Q: 3 clusters Score -231548 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -231551.265625 Penalty: 2533.718994 Iteration 58Q: 3 clusters Score -231551.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -231559.671875 Penalty: 2533.718994 Iteration 59Q: 3 clusters Score -231559.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -231567.968750 Penalty: 2533.718994 Iteration 60F: 3 clusters Score -231568 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -231573.953125 Penalty: 2533.718994 Iteration 61Q: 3 clusters Score -231574 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -231582.984375 Penalty: 2533.718994 Iteration 62Q: 3 clusters Score -231583 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -231593.890625 Penalty: 2533.718994 Iteration 63Q: 3 clusters Score -231593.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -231608.000000 Penalty: 2533.718994 Iteration 64Q: 3 clusters Score -231608 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -231624.093750 Penalty: 2533.718994 Iteration 65Q: 3 clusters Score -231624.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -231637.500000 Penalty: 2533.718994 Iteration 66Q: 3 clusters Score -231637.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -231653.125000 Penalty: 2533.718994 Iteration 67Q: 3 clusters Score -231653.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -231661.593750 Penalty: 2533.718994 Iteration 68Q: 3 clusters Score -231661.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -231673.875000 Penalty: 2533.718994 Iteration 69Q: 3 clusters Score -231673.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -231692.953125 Penalty: 2533.718994 Iteration 70Q: 3 clusters Score -231693 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -231709.953125 Penalty: 2533.718994 Iteration 71Q: 3 clusters Score -231710 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -231727.468750 Penalty: 2533.718994 Iteration 72Q: 3 clusters Score -231727.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -231740.484375 Penalty: 2533.718994 Iteration 73Q: 3 clusters Score -231740.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -231748.171875 Penalty: 2533.718994 Iteration 74Q: 3 clusters Score -231748.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -231757.406250 Penalty: 2533.718994 Iteration 75Q: 3 clusters Score -231757.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -231767.734375 Penalty: 2533.718994 Iteration 76Q: 3 clusters Score -231767.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -231772.718750 Penalty: 2533.718994 Iteration 77Q: 3 clusters Score -231772.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -231774.984375 Penalty: 2533.718994 Iteration 78Q: 3 clusters Score -231775 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -231776.390625 Penalty: 2533.718994 Iteration 79Q: 3 clusters Score -231776.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -231778.140625 Penalty: 2533.718994 Iteration 80F: 3 clusters Score -231778.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -231778.828125 Penalty: 2533.718994 Iteration 81Q: 3 clusters Score -231778.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -231781.250000 Penalty: 2533.718994 Iteration 82Q: 3 clusters Score -231781.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -231781.890625 Penalty: 2533.718994 Iteration 83Q: 3 clusters Score -231781.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -231782.734375 Penalty: 2533.718994 Iteration 84Q: 3 clusters Score -231782.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -231784.296875 Penalty: 2533.718994 Iteration 85Q: 3 clusters Score -231784.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -231784.578125 Penalty: 2533.718994 Iteration 86Q: 3 clusters Score -231784.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -231784.578125 Penalty: 2533.718994 Iteration 87F: 3 clusters Score -231784.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2831 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8960 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1474 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2027 members Mstep: Class 12 contains 12635 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91896 members Mstep: Class 15 contains 6546 members Mstep: Class 16 contains 3030 members Mstep: Class 17 contains 318 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14601 members Mstep: Class 22 contains 34549 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142137 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2431 members Entering Unmasked Estep ConsiderDeletion Score: -33085932.000000 Penalty: 53869.488281 Iteration 159Q: 27 clusters Score -3.308593e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2838 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8963 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1473 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2027 members Mstep: Class 12 contains 12632 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91896 members Mstep: Class 15 contains 6545 members Mstep: Class 16 contains 3030 members Mstep: Class 17 contains 318 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14601 members Mstep: Class 22 contains 34543 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142138 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2431 members Entering Unmasked Estep ConsiderDeletion Score: -33085918.000000 Penalty: 53869.488281 Iteration 160F: 27 clusters Score -3.308592e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2843 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8965 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1467 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2027 members Mstep: Class 12 contains 12633 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91894 members Mstep: Class 15 contains 6545 members Mstep: Class 16 contains 3030 members Mstep: Class 17 contains 318 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14601 members Mstep: Class 22 contains 34534 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142147 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2431 members Entering Unmasked Estep ConsiderDeletion Score: -33085958.000000 Penalty: 53869.488281 Iteration 161Q: 27 clusters Score -3.308596e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2846 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8969 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1459 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2027 members Mstep: Class 12 contains 12634 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91893 members Mstep: Class 15 contains 6545 members Mstep: Class 16 contains 3030 members Mstep: Class 17 contains 318 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14601 members Mstep: Class 22 contains 34529 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142153 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2431 members Entering Unmasked Estep ConsiderDeletion Score: -33085994.000000 Penalty: 53869.488281 Iteration 162Q: 27 clusters Score -3.308599e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2848 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8976 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1458 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2027 members Mstep: Class 12 contains 12633 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91893 members Mstep: Class 15 contains 6545 members Mstep: Class 16 contains 3030 members Mstep: Class 17 contains 318 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14601 members Mstep: Class 22 contains 34521 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142154 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2431 members Entering Unmasked Estep ConsiderDeletion Score: -33086016.000000 Penalty: 53869.488281 Iteration 163Q: 27 clusters Score -3.308602e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2850 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8979 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1459 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2027 members Mstep: Class 12 contains 12634 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91892 members Mstep: Class 15 contains 6543 members Mstep: Class 16 contains 3030 members Mstep: Class 17 contains 318 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14601 members Mstep: Class 22 contains 34521 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142150 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2431 members Entering Unmasked Estep ConsiderDeletion Score: -33086026.000000 Penalty: 53869.488281 Iteration 164Q: 27 clusters Score -3.308603e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2851 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8982 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1461 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2027 members Mstep: Class 12 contains 12634 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91892 members Mstep: Class 15 contains 6545 members Mstep: Class 16 contains 3030 members Mstep: Class 17 contains 318 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14601 members Mstep: Class 22 contains 34512 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142151 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2431 members Entering Unmasked Estep ConsiderDeletion Score: -33086038.000000 Penalty: 53869.488281 Iteration 165Q: 27 clusters Score -3.308604e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2852 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8986 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1462 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2027 members Mstep: Class 12 contains 12634 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91892 members Mstep: Class 15 contains 6545 members Mstep: Class 16 contains 3030 members Mstep: Class 17 contains 318 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14601 members Mstep: Class 22 contains 34504 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142153 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2431 members Entering Unmasked Estep ConsiderDeletion Score: -33086006.000000 Penalty: 53869.488281 Iteration 166Q: 27 clusters Score -3.308601e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2855 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8986 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1466 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2027 members Mstep: Class 12 contains 12634 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91892 members Mstep: Class 15 contains 6547 members Mstep: Class 16 contains 3030 members Mstep: Class 17 contains 318 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14602 members Mstep: Class 22 contains 34500 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142147 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2431 members Entering Unmasked Estep ConsiderDeletion Score: -33086034.000000 Penalty: 53869.488281 Iteration 167Q: 27 clusters Score -3.308603e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2858 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8986 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1461 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2028 members Mstep: Class 12 contains 12634 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91892 members Mstep: Class 15 contains 6542 members Mstep: Class 16 contains 3030 members Mstep: Class 17 contains 318 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14602 members Mstep: Class 22 contains 34503 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142150 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2431 members Entering Unmasked Estep ConsiderDeletion Score: -33086032.000000 Penalty: 53869.488281 Iteration 168Q: 27 clusters Score -3.308603e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2861 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8985 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1459 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2029 members Mstep: Class 12 contains 12634 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91892 members Mstep: Class 15 contains 6542 members Mstep: Class 16 contains 3030 members Mstep: Class 17 contains 318 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14600 members Mstep: Class 22 contains 34498 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142155 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2431 members Entering Unmasked Estep ConsiderDeletion Score: -33086036.000000 Penalty: 53869.488281 Iteration 169Q: 27 clusters Score -3.308604e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2864 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8985 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1457 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2035 members Mstep: Class 12 contains 12634 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91892 members Mstep: Class 15 contains 6542 members Mstep: Class 16 contains 3032 members Mstep: Class 17 contains 318 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14594 members Mstep: Class 22 contains 34498 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142152 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2431 members Entering Unmasked Estep ConsiderDeletion Score: -33086058.000000 Penalty: 53869.488281 Iteration 170Q: 27 clusters Score -3.308606e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2865 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8988 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1462 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2040 members Mstep: Class 12 contains 12634 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91892 members Mstep: Class 15 contains 6545 members Mstep: Class 16 contains 3030 members Mstep: Class 17 contains 318 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14589 members Mstep: Class 22 contains 34493 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142147 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2431 members Entering Unmasked Estep ConsiderDeletion Score: -33086078.000000 Penalty: 53869.488281 Iteration 171Q: 27 clusters Score -3.308608e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2867 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8990 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1467 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2045 members Mstep: Class 12 contains 12634 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91892 members Mstep: Class 15 contains 6543 members Mstep: Class 16 contains 3030 members Mstep: Class 17 contains 318 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14584 members Mstep: Class 22 contains 34486 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142147 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2431 members Entering Unmasked Estep ConsiderDeletion Score: -33086068.000000 Penalty: 53869.488281 Iteration 172Q: 27 clusters Score -3.308607e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2870 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8991 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1473 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2050 members Mstep: Class 12 contains 12634 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91892 members Mstep: Class 15 contains 6542 members Mstep: Class 16 contains 3030 members Mstep: Class 17 contains 318 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14579 members Mstep: Class 22 contains 34477 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142147 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2431 members Entering Unmasked Estep ConsiderDeletion Score: -33086074.000000 Penalty: 53869.488281 Iteration 173Q: 27 clusters Score -3.308607e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2873 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8990 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1476 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2052 members Mstep: Class 12 contains 12634 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91892 members Mstep: Class 15 contains 6544 members Mstep: Class 16 contains 3030 members Mstep: Class 17 contains 318 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14577 members Mstep: Class 22 contains 34472 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142145 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2431 members Entering Unmasked Estep ConsiderDeletion Score: -33086064.000000 Penalty: 53869.488281 Iteration 174Q: 27 clusters Score -3.308606e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2876 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8989 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1485 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2052 members Mstep: Class 12 contains 12634 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91892 members Mstep: Class 15 contains 6542 members Mstep: Class 16 contains 3030 members Mstep: Class 17 contains 318 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14577 members Mstep: Class 22 contains 34463 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142145 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2431 members Entering Unmasked Estep ConsiderDeletion Score: -33086078.000000 Penalty: 53869.488281 Iteration 175Q: 27 clusters Score -3.308608e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2878 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8988 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1486 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2052 members Mstep: Class 12 contains 12634 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91892 members Mstep: Class 15 contains 6541 members Mstep: Class 16 contains 3030 members Mstep: Class 17 contains 318 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14577 members Mstep: Class 22 contains 34460 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142147 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2431 members Entering Unmasked Estep ConsiderDeletion Score: -33086108.000000 Penalty: 53869.488281 Iteration 176Q: 27 clusters Score -3.308611e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2880 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8986 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1481 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2052 members Mstep: Class 12 contains 12634 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91892 members Mstep: Class 15 contains 6539 members Mstep: Class 16 contains 3030 members Mstep: Class 17 contains 318 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14577 members Mstep: Class 22 contains 34462 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142152 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2431 members Entering Unmasked Estep ConsiderDeletion Score: -33086106.000000 Penalty: 53869.488281 Iteration 177Q: 27 clusters Score -3.308611e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2881 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8985 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1480 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2052 members Mstep: Class 12 contains 12634 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91892 members Mstep: Class 15 contains 6538 members Mstep: Class 16 contains 3030 members Mstep: Class 17 contains 318 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14577 members Mstep: Class 22 contains 34464 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142152 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2431 members Entering Unmasked Estep ConsiderDeletion Score: -33086114.000000 Penalty: 53869.488281 Iteration 178Q: 27 clusters Score -3.308611e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2883 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8984 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1480 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2051 members Mstep: Class 12 contains 12634 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91892 members Mstep: Class 15 contains 6537 members Mstep: Class 16 contains 3030 members Mstep: Class 17 contains 318 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14577 members Mstep: Class 22 contains 34465 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142152 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2431 members Entering Unmasked Estep ConsiderDeletion Score: -33086130.000000 Penalty: 53869.488281 Iteration 179Q: 27 clusters Score -3.308613e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2887 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8980 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1481 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2052 members Mstep: Class 12 contains 12634 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91892 members Mstep: Class 15 contains 6537 members Mstep: Class 16 contains 3029 members Mstep: Class 17 contains 318 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14576 members Mstep: Class 22 contains 34468 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142149 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2431 members Entering Unmasked Estep ConsiderDeletion Score: -33086144.000000 Penalty: 53869.488281 Iteration 180F: 27 clusters Score -3.308614e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2889 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8979 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1487 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2052 members Mstep: Class 12 contains 12634 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91892 members Mstep: Class 15 contains 6536 members Mstep: Class 16 contains 3029 members Mstep: Class 17 contains 318 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14576 members Mstep: Class 22 contains 34464 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142147 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2431 members Entering Unmasked Estep ConsiderDeletion Score: -33086144.000000 Penalty: 53869.488281 Iteration 181Q: 27 clusters Score -3.308614e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2894 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8977 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1488 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2052 members Mstep: Class 12 contains 12634 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91892 members Mstep: Class 15 contains 6534 members Mstep: Class 16 contains 3029 members Mstep: Class 17 contains 318 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14576 members Mstep: Class 22 contains 34464 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142145 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2431 members Entering Unmasked Estep ConsiderDeletion Score: -33086142.000000 Penalty: 53869.488281 Iteration 182Q: 27 clusters Score -3.308614e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2907 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8965 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1491 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2052 members Mstep: Class 12 contains 12634 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91892 members Mstep: Class 15 contains 6533 members Mstep: Class 16 contains 3030 members Mstep: Class 17 contains 318 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14576 members Mstep: Class 22 contains 34462 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142143 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2431 members Entering Unmasked Estep ConsiderDeletion Score: -33086154.000000 Penalty: 53869.488281 Iteration 183Q: 27 clusters Score -3.308615e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2918 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8955 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1496 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2052 members Mstep: Class 12 contains 12634 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91892 members Mstep: Class 15 contains 6533 members Mstep: Class 16 contains 3030 members Mstep: Class 17 contains 318 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14576 members Mstep: Class 22 contains 34461 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142138 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2431 members Entering Unmasked Estep ConsiderDeletion Score: -33086154.000000 Penalty: 53869.488281 Iteration 184Q: 27 clusters Score -3.308615e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2928 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8951 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1495 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2052 members Mstep: Class 12 contains 12633 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91892 members Mstep: Class 15 contains 6532 members Mstep: Class 16 contains 3030 members Mstep: Class 17 contains 318 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14576 members Mstep: Class 22 contains 34455 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142141 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2431 members Entering Unmasked Estep ConsiderDeletion Score: -33086124.000000 Penalty: 53869.488281 Iteration 185Q: 27 clusters Score -3.308612e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2938 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8947 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1495 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2052 members Mstep: Class 12 contains 12636 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91888 members Mstep: Class 15 contains 6531 members Mstep: Class 16 contains 3031 members Mstep: Class 17 contains 318 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14576 members Mstep: Class 22 contains 34452 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142139 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2431 members Entering Unmasked Estep ConsiderDeletion Score: -33086114.000000 Penalty: 53869.488281 Iteration 186Q: 27 clusters Score -3.308611e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2944 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8946 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1489 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2052 members Mstep: Class 12 contains 12637 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91886 members Mstep: Class 15 contains 6530 members Mstep: Class 16 contains 3032 members Mstep: Class 17 contains 318 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14576 members Mstep: Class 22 contains 34454 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142139 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2431 members Entering Unmasked Estep ConsiderDeletion Score: -33086140.000000 Penalty: 53869.488281 Iteration 187Q: 27 clusters Score -3.308614e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2952 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8946 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1489 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2052 members Mstep: Class 12 contains 12635 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91886 members Mstep: Class 15 contains 6528 members Mstep: Class 16 contains 3032 members Mstep: Class 17 contains 318 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14576 members Mstep: Class 22 contains 34452 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142137 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2431 members Entering Unmasked Estep ConsiderDeletion Score: -33086134.000000 Penalty: 53869.488281 Iteration 188Q: 27 clusters Score -3.308613e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2953 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8950 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1488 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2052 members Mstep: Class 12 contains 12638 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91883 members Mstep: Class 15 contains 6527 members Mstep: Class 16 contains 3032 members Mstep: Class 17 contains 318 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14576 members Mstep: Class 22 contains 34447 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142139 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2431 members Entering Unmasked Estep ConsiderDeletion Score: -33086148.000000 Penalty: 53869.488281 Iteration 189Q: 27 clusters Score -3.308615e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2956 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8950 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1485 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2052 members Mstep: Class 12 contains 12640 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91881 members Mstep: Class 15 contains 6526 members Mstep: Class 16 contains 3031 members Mstep: Class 17 contains 318 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14576 members Mstep: Class 22 contains 34447 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142141 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2431 members Entering Unmasked Estep ConsiderDeletion Score: -33086148.000000 Penalty: 53869.488281 Iteration 190Q: 27 clusters Score -3.308615e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2960 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8949 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1486 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2052 members Mstep: Class 12 contains 12641 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91880 members Mstep: Class 15 contains 6525 members Mstep: Class 16 contains 3031 members Mstep: Class 17 contains 318 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14576 members Mstep: Class 22 contains 34444 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142141 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2431 members Entering Unmasked Estep ConsiderDeletion Score: -33086130.000000 Penalty: 53869.488281 Iteration 191Q: 27 clusters Score -3.308613e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2963 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8950 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1487 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2052 members Mstep: Class 12 contains 12641 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91879 members Mstep: Class 15 contains 6524 members Mstep: Class 16 contains 3032 members Mstep: Class 17 contains 318 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14576 members Mstep: Class 22 contains 34442 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142139 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2431 members Entering Unmasked Estep ConsiderDeletion Score: -33086120.000000 Penalty: 53869.488281 Iteration 192Q: 27 clusters Score -3.308612e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2964 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8953 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1488 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2052 members Mstep: Class 12 contains 12643 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91877 members Mstep: Class 15 contains 6522 members Mstep: Class 16 contains 3032 members Mstep: Class 17 contains 318 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14575 members Mstep: Class 22 contains 34440 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142139 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2431 members Entering Unmasked Estep ConsiderDeletion Score: -33086142.000000 Penalty: 53869.488281 Iteration 193Q: 27 clusters Score -3.308614e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2964 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8959 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1488 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2052 members Mstep: Class 12 contains 12645 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91875 members Mstep: Class 15 contains 6521 members Mstep: Class 16 contains 3032 members Mstep: Class 17 contains 318 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14575 members Mstep: Class 22 contains 34434 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142140 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2431 members Entering Unmasked Estep ConsiderDeletion Score: -33086142.000000 Penalty: 53869.488281 Iteration 194Q: 27 clusters Score -3.308614e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2964 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8970 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1488 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2052 members Mstep: Class 12 contains 12647 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91873 members Mstep: Class 15 contains 6521 members Mstep: Class 16 contains 3032 members Mstep: Class 17 contains 318 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14574 members Mstep: Class 22 contains 34423 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142141 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2431 members Entering Unmasked Estep ConsiderDeletion Score: -33086156.000000 Penalty: 53869.488281 Iteration 195Q: 27 clusters Score -3.308616e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2965 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8980 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1488 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2052 members Mstep: Class 12 contains 12649 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91871 members Mstep: Class 15 contains 6522 members Mstep: Class 16 contains 3032 members Mstep: Class 17 contains 318 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14574 members Mstep: Class 22 contains 34413 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142139 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2431 members Entering Unmasked Estep ConsiderDeletion Score: -33086130.000000 Penalty: 53869.488281 Iteration 196Q: 27 clusters Score -3.308613e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2965 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8990 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1488 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2052 members Mstep: Class 12 contains 12648 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91872 members Mstep: Class 15 contains 6523 members Mstep: Class 16 contains 3032 members Mstep: Class 17 contains 318 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14574 members Mstep: Class 22 contains 34404 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142137 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2431 members Entering Unmasked Estep ConsiderDeletion Score: -33086112.000000 Penalty: 53869.488281 Iteration 197Q: 27 clusters Score -3.308611e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2965 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8995 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1488 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2052 members Mstep: Class 12 contains 12648 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91872 members Mstep: Class 15 contains 6523 members Mstep: Class 16 contains 3032 members Mstep: Class 17 contains 318 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14574 members Mstep: Class 22 contains 34401 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142135 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2431 members Entering Unmasked Estep ConsiderDeletion Score: -33086126.000000 Penalty: 53869.488281 Iteration 198Q: 27 clusters Score -3.308613e+07 nChanged 9 Entering ConstructFrom: Score: -33086126.000000 Penalty: 53869.488281 Entering ConstructFrom: Trying to split cluster 1 (510 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Entering Unmasked Estep Score: -43834.781250 Penalty: 1013.091736 Iteration 0F: 2 clusters Score -43834.78 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -42866.750000 Penalty: 2026.183472 Iteration 0F: 3 clusters Score -42866.75 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -43154.277344 Penalty: 2026.183472 Iteration 1F: 3 clusters Score -43154.28 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -43277.781250 Penalty: 2026.183472 Iteration 2F: 3 clusters Score -43277.78 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -43334.855469 Penalty: 2026.183472 Iteration 3Q: 3 clusters Score -43334.86 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -43367.914062 Penalty: 2026.183472 Iteration 4Q: 3 clusters Score -43367.91 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -43397.058594 Penalty: 2026.183472 Iteration 5Q: 3 clusters Score -43397.06 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -43423.085938 Penalty: 2026.183472 Iteration 6Q: 3 clusters Score -43423.09 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -43432.890625 Penalty: 2026.183472 Iteration 7Q: 3 clusters Score -43432.89 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -43436.757812 Penalty: 2026.183472 Iteration 8Q: 3 clusters Score -43436.76 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -43439.847656 Penalty: 2026.183472 Iteration 9Q: 3 clusters Score -43439.85 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -43441.160156 Penalty: 2026.183472 Iteration 10Q: 3 clusters Score -43441.16 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -43443.425781 Penalty: 2026.183472 Iteration 11Q: 3 clusters Score -43443.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -43445.140625 Penalty: 2026.183472 Iteration 12Q: 3 clusters Score -43445.14 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -43448.320312 Penalty: 2026.183472 Iteration 13Q: 3 clusters Score -43448.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -43450.968750 Penalty: 2026.183472 Iteration 14Q: 3 clusters Score -43450.97 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -43457.789062 Penalty: 2026.183472 Iteration 15Q: 3 clusters Score -43457.79 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -43462.542969 Penalty: 2026.183472 Iteration 16Q: 3 clusters Score -43462.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -43462.542969 Penalty: 2026.183472 Iteration 17F: 3 clusters Score -43462.54 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (2965 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2965 members Entering Unmasked Estep Score: -258236.140625 Penalty: 1299.127686 Iteration 0F: 2 clusters Score -258236.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -255520.281250 Penalty: 2598.255371 Iteration 0F: 3 clusters Score -255520.3 nChanged 1155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -256227.671875 Penalty: 2598.255371 Iteration 1F: 3 clusters Score -256227.7 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -256372.593750 Penalty: 2598.255371 Iteration 2F: 3 clusters Score -256372.6 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -256472.828125 Penalty: 2598.255371 Iteration 3F: 3 clusters Score -256472.8 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -256542.468750 Penalty: 2598.255371 Iteration 4Q: 3 clusters Score -256542.5 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -256606.390625 Penalty: 2598.255371 Iteration 5Q: 3 clusters Score -256606.4 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -256649.296875 Penalty: 2598.255371 Iteration 6Q: 3 clusters Score -256649.3 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -256694.421875 Penalty: 2598.255371 Iteration 7Q: 3 clusters Score -256694.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -256736.984375 Penalty: 2598.255371 Iteration 8Q: 3 clusters Score -256737 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -256789.718750 Penalty: 2598.255371 Iteration 9Q: 3 clusters Score -256789.7 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -256857.640625 Penalty: 2598.255371 Iteration 10Q: 3 clusters Score -256857.6 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -256917.203125 Penalty: 2598.255371 Iteration 11Q: 3 clusters Score -256917.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -256974.796875 Penalty: 2598.255371 Iteration 12Q: 3 clusters Score -256974.8 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -257035.093750 Penalty: 2598.255371 Iteration 13Q: 3 clusters Score -257035.1 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -257107.937500 Penalty: 2598.255371 Iteration 14Q: 3 clusters Score -257107.9 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -257177.875000 Penalty: 2598.255371 Iteration 15Q: 3 clusters Score -257177.9 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -257254.750000 Penalty: 2598.255371 Iteration 16Q: 3 clusters Score -257254.8 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -257326.234375 Penalty: 2598.255371 Iteration 17Q: 3 clusters Score -257326.2 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -257395.937500 Penalty: 2598.255371 Iteration 18Q: 3 clusters Score -257395.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2622 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -257462.046875 Penalty: 2598.255371 Iteration 19Q: 3 clusters Score -257462 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2665 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -257509.656250 Penalty: 2598.255371 Iteration 20F: 3 clusters Score -257509.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2698 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -257546.812500 Penalty: 2598.255371 Iteration 21Q: 3 clusters Score -257546.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -257567.828125 Penalty: 2598.255371 Iteration 22Q: 3 clusters Score -257567.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -257581.718750 Penalty: 2598.255371 Iteration 23Q: 3 clusters Score -257581.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2749 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -257589.578125 Penalty: 2598.255371 Iteration 24Q: 3 clusters Score -257589.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2756 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -257596.968750 Penalty: 2598.255371 Iteration 25Q: 3 clusters Score -257597 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -257603.906250 Penalty: 2598.255371 Iteration 26Q: 3 clusters Score -257603.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -257615.765625 Penalty: 2598.255371 Iteration 27Q: 3 clusters Score -257615.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2776 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -257620.406250 Penalty: 2598.255371 Iteration 28Q: 3 clusters Score -257620.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2777 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -257620.750000 Penalty: 2598.255371 Iteration 29Q: 3 clusters Score -257620.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2779 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -257621.687500 Penalty: 2598.255371 Iteration 30Q: 3 clusters Score -257621.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2779 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -257621.687500 Penalty: 2598.255371 Iteration 31F: 3 clusters Score -257621.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (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: -133497.140625 Penalty: 1180.859497 Iteration 0F: 2 clusters Score -133497.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -131797.828125 Penalty: 2361.718994 Iteration 0F: 3 clusters Score -131797.8 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -132191.906250 Penalty: 2361.718994 Iteration 1F: 3 clusters Score -132191.9 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -132416.531250 Penalty: 2361.718994 Iteration 2F: 3 clusters Score -132416.5 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -132700.656250 Penalty: 2361.718994 Iteration 3F: 3 clusters Score -132700.7 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -132859.859375 Penalty: 2361.718994 Iteration 4F: 3 clusters Score -132859.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -132949.171875 Penalty: 2361.718994 Iteration 5F: 3 clusters Score -132949.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -133003.484375 Penalty: 2361.718994 Iteration 6Q: 3 clusters Score -133003.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -133050.750000 Penalty: 2361.718994 Iteration 7Q: 3 clusters Score -133050.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -133091.156250 Penalty: 2361.718994 Iteration 8Q: 3 clusters Score -133091.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -133121.156250 Penalty: 2361.718994 Iteration 9Q: 3 clusters Score -133121.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -133154.218750 Penalty: 2361.718994 Iteration 10Q: 3 clusters Score -133154.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -133188.828125 Penalty: 2361.718994 Iteration 11Q: 3 clusters Score -133188.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -133217.140625 Penalty: 2361.718994 Iteration 12Q: 3 clusters Score -133217.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -133247.093750 Penalty: 2361.718994 Iteration 13Q: 3 clusters Score -133247.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -133278.953125 Penalty: 2361.718994 Iteration 14Q: 3 clusters Score -133279 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -133311.015625 Penalty: 2361.718994 Iteration 15Q: 3 clusters Score -133311 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -133343.968750 Penalty: 2361.718994 Iteration 16Q: 3 clusters Score -133344 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -133361.453125 Penalty: 2361.718994 Iteration 17Q: 3 clusters Score -133361.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -133376.125000 Penalty: 2361.718994 Iteration 18Q: 3 clusters Score -133376.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -133382.203125 Penalty: 2361.718994 Iteration 19Q: 3 clusters Score -133382.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -133387.156250 Penalty: 2361.718994 Iteration 20F: 3 clusters Score -133387.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -133394.531250 Penalty: 2361.718994 Iteration 21Q: 3 clusters Score -133394.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -133404.171875 Penalty: 2361.718994 Iteration 22Q: 3 clusters Score -133404.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -133413.703125 Penalty: 2361.718994 Iteration 23Q: 3 clusters Score -133413.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -133431.125000 Penalty: 2361.718994 Iteration 24Q: 3 clusters Score -133431.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -133452.218750 Penalty: 2361.718994 Iteration 25Q: 3 clusters Score -133452.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -133474.421875 Penalty: 2361.718994 Iteration 26Q: 3 clusters Score -133474.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -133491.562500 Penalty: 2361.718994 Iteration 27Q: 3 clusters Score -133491.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -133495.625000 Penalty: 2361.718994 Iteration 28Q: 3 clusters Score -133495.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -133497.156250 Penalty: 2361.718994 Iteration 29Q: 3 clusters Score -133497.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -133516.250000 Penalty: 2361.718994 Iteration 30Q: 3 clusters Score -133516.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -133544.984375 Penalty: 2361.718994 Iteration 31Q: 3 clusters Score -133545 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -133548.406250 Penalty: 2361.718994 Iteration 32Q: 3 clusters Score -133548.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -133548.406250 Penalty: 2361.718994 Iteration 33F: 3 clusters Score -133548.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2965 members Mstep: Class 3 contains 224 members Mstep: Class 4 contains 8999 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1488 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2052 members Mstep: Class 12 contains 12648 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91872 members Mstep: Class 15 contains 6523 members Mstep: Class 16 contains 3032 members Mstep: Class 17 contains 318 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14574 members Mstep: Class 22 contains 34400 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142132 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2431 members Mstep: Class 27 contains 1208 members Entering Unmasked Estep Score: -33085260.000000 Penalty: 55941.390625 Splitting cluster 3 changes total score from -33086126.000000 to -33085260.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 4 (8999 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8999 members Entering Unmasked Estep Score: -833890.062500 Penalty: 1479.541138 Iteration 0F: 2 clusters Score -833890.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4486 members Mstep: Class 2 contains 4513 members Entering Unmasked Estep Score: -827363.687500 Penalty: 2959.082275 Iteration 0F: 3 clusters Score -827363.7 nChanged 3843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4287 members Mstep: Class 2 contains 4712 members Entering Unmasked Estep Score: -829353.750000 Penalty: 2959.082275 Iteration 1F: 3 clusters Score -829353.8 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4189 members Mstep: Class 2 contains 4810 members Entering Unmasked Estep Score: -829542.500000 Penalty: 2959.082275 Iteration 2F: 3 clusters Score -829542.5 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4062 members Mstep: Class 2 contains 4937 members Entering Unmasked Estep Score: -829711.125000 Penalty: 2959.082275 Iteration 3Q: 3 clusters Score -829711.1 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3887 members Mstep: Class 2 contains 5112 members Entering Unmasked Estep Score: -829884.562500 Penalty: 2959.082275 Iteration 4Q: 3 clusters Score -829884.6 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3671 members Mstep: Class 2 contains 5328 members Entering Unmasked Estep Score: -830105.500000 Penalty: 2959.082275 Iteration 5Q: 3 clusters Score -830105.5 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3389 members Mstep: Class 2 contains 5610 members Entering Unmasked Estep Score: -830403.375000 Penalty: 2959.082275 Iteration 6F: 3 clusters Score -830403.4 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3076 members Mstep: Class 2 contains 5923 members Entering Unmasked Estep Score: -830750.000000 Penalty: 2959.082275 Iteration 7F: 3 clusters Score -830750 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2759 members Mstep: Class 2 contains 6240 members Entering Unmasked Estep Score: -831186.125000 Penalty: 2959.082275 Iteration 8F: 3 clusters Score -831186.1 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2454 members Mstep: Class 2 contains 6545 members Entering Unmasked Estep Score: -831631.500000 Penalty: 2959.082275 Iteration 9F: 3 clusters Score -831631.5 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 6785 members Entering Unmasked Estep Score: -832112.812500 Penalty: 2959.082275 Iteration 10Q: 3 clusters Score -832112.8 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 6918 members Entering Unmasked Estep Score: -832561.312500 Penalty: 2959.082275 Iteration 11Q: 3 clusters Score -832561.3 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 6985 members Entering Unmasked Estep Score: -832828.437500 Penalty: 2959.082275 Iteration 12Q: 3 clusters Score -832828.4 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 7021 members Entering Unmasked Estep Score: -832926.437500 Penalty: 2959.082275 Iteration 13Q: 3 clusters Score -832926.4 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 7040 members Entering Unmasked Estep Score: -832964.625000 Penalty: 2959.082275 Iteration 14Q: 3 clusters Score -832964.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 7060 members Entering Unmasked Estep Score: -832980.687500 Penalty: 2959.082275 Iteration 15Q: 3 clusters Score -832980.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 7079 members Entering Unmasked Estep Score: -832992.125000 Penalty: 2959.082275 Iteration 16Q: 3 clusters Score -832992.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 7098 members Entering Unmasked Estep Score: -832999.375000 Penalty: 2959.082275 Iteration 17Q: 3 clusters Score -832999.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 7118 members Entering Unmasked Estep Score: -833004.625000 Penalty: 2959.082275 Iteration 18Q: 3 clusters Score -833004.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 7132 members Entering Unmasked Estep Score: -833009.437500 Penalty: 2959.082275 Iteration 19Q: 3 clusters Score -833009.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 7135 members Entering Unmasked Estep Score: -833008.000000 Penalty: 2959.082275 Iteration 20F: 3 clusters Score -833008 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 7140 members Entering Unmasked Estep Score: -833007.250000 Penalty: 2959.082275 Iteration 21Q: 3 clusters Score -833007.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 7141 members Entering Unmasked Estep Score: -833007.375000 Penalty: 2959.082275 Iteration 22Q: 3 clusters Score -833007.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 7141 members Entering Unmasked Estep Score: -833007.375000 Penalty: 2959.082275 Iteration 23F: 3 clusters Score -833007.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (1730 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Entering Unmasked Estep Score: -154225.187500 Penalty: 1211.579956 Iteration 0F: 2 clusters Score -154225.2 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 853 members Entering Unmasked Estep Score: -152290.812500 Penalty: 2423.159912 Iteration 0F: 3 clusters Score -152290.8 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -152749.671875 Penalty: 2423.159912 Iteration 1F: 3 clusters Score -152749.7 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -152953.500000 Penalty: 2423.159912 Iteration 2F: 3 clusters Score -152953.5 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -153118.500000 Penalty: 2423.159912 Iteration 3F: 3 clusters Score -153118.5 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -153285.500000 Penalty: 2423.159912 Iteration 4F: 3 clusters Score -153285.5 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -153411.796875 Penalty: 2423.159912 Iteration 5F: 3 clusters Score -153411.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -153508.296875 Penalty: 2423.159912 Iteration 6Q: 3 clusters Score -153508.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -153583.296875 Penalty: 2423.159912 Iteration 7Q: 3 clusters Score -153583.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -153630.406250 Penalty: 2423.159912 Iteration 8Q: 3 clusters Score -153630.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -153661.140625 Penalty: 2423.159912 Iteration 9Q: 3 clusters Score -153661.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -153674.109375 Penalty: 2423.159912 Iteration 10Q: 3 clusters Score -153674.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -153680.093750 Penalty: 2423.159912 Iteration 11Q: 3 clusters Score -153680.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -153688.515625 Penalty: 2423.159912 Iteration 12Q: 3 clusters Score -153688.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -153692.421875 Penalty: 2423.159912 Iteration 13Q: 3 clusters Score -153692.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -153693.703125 Penalty: 2423.159912 Iteration 14Q: 3 clusters Score -153693.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -153694.468750 Penalty: 2423.159912 Iteration 15Q: 3 clusters Score -153694.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -153695.343750 Penalty: 2423.159912 Iteration 16Q: 3 clusters Score -153695.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -153695.343750 Penalty: 2423.159912 Iteration 17F: 3 clusters Score -153695.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1488 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Entering Unmasked Estep Score: -151653.718750 Penalty: 1187.093140 Iteration 0F: 2 clusters Score -151653.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -149907.703125 Penalty: 2374.186279 Iteration 0F: 3 clusters Score -149907.7 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -150228.765625 Penalty: 2374.186279 Iteration 1F: 3 clusters Score -150228.8 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -150301.078125 Penalty: 2374.186279 Iteration 2F: 3 clusters Score -150301.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -150340.093750 Penalty: 2374.186279 Iteration 3Q: 3 clusters Score -150340.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -150352.734375 Penalty: 2374.186279 Iteration 4Q: 3 clusters Score -150352.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -150366.750000 Penalty: 2374.186279 Iteration 5Q: 3 clusters Score -150366.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -150377.656250 Penalty: 2374.186279 Iteration 6Q: 3 clusters Score -150377.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -150388.140625 Penalty: 2374.186279 Iteration 7Q: 3 clusters Score -150388.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -150395.390625 Penalty: 2374.186279 Iteration 8Q: 3 clusters Score -150395.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -150406.734375 Penalty: 2374.186279 Iteration 9Q: 3 clusters Score -150406.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -150415.000000 Penalty: 2374.186279 Iteration 10Q: 3 clusters Score -150415 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -150422.921875 Penalty: 2374.186279 Iteration 11Q: 3 clusters Score -150422.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -150430.703125 Penalty: 2374.186279 Iteration 12Q: 3 clusters Score -150430.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -150434.375000 Penalty: 2374.186279 Iteration 13Q: 3 clusters Score -150434.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -150436.828125 Penalty: 2374.186279 Iteration 14Q: 3 clusters Score -150436.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -150438.187500 Penalty: 2374.186279 Iteration 15Q: 3 clusters Score -150438.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -150439.203125 Penalty: 2374.186279 Iteration 16Q: 3 clusters Score -150439.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -150439.593750 Penalty: 2374.186279 Iteration 17Q: 3 clusters Score -150439.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -150439.765625 Penalty: 2374.186279 Iteration 18Q: 3 clusters Score -150439.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -150440.312500 Penalty: 2374.186279 Iteration 19Q: 3 clusters Score -150440.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -150441.015625 Penalty: 2374.186279 Iteration 20F: 3 clusters Score -150441 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -150441.562500 Penalty: 2374.186279 Iteration 21Q: 3 clusters Score -150441.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -150441.828125 Penalty: 2374.186279 Iteration 22Q: 3 clusters Score -150441.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -150442.843750 Penalty: 2374.186279 Iteration 23Q: 3 clusters Score -150442.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -150443.468750 Penalty: 2374.186279 Iteration 24Q: 3 clusters Score -150443.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -150444.859375 Penalty: 2374.186279 Iteration 25Q: 3 clusters Score -150444.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -150445.531250 Penalty: 2374.186279 Iteration 26Q: 3 clusters Score -150445.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -150446.687500 Penalty: 2374.186279 Iteration 27Q: 3 clusters Score -150446.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -150447.718750 Penalty: 2374.186279 Iteration 28Q: 3 clusters Score -150447.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -150448.125000 Penalty: 2374.186279 Iteration 29Q: 3 clusters Score -150448.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -150448.125000 Penalty: 2374.186279 Iteration 30F: 3 clusters Score -150448.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (876 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Entering Unmasked Estep Score: -78818.726562 Penalty: 1100.997070 Iteration 0F: 2 clusters Score -78818.73 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -77494.445312 Penalty: 2201.994141 Iteration 0F: 3 clusters Score -77494.45 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -77802.804688 Penalty: 2201.994141 Iteration 1F: 3 clusters Score -77802.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -77939.109375 Penalty: 2201.994141 Iteration 2F: 3 clusters Score -77939.11 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -78063.421875 Penalty: 2201.994141 Iteration 3F: 3 clusters Score -78063.42 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -78140.125000 Penalty: 2201.994141 Iteration 4F: 3 clusters Score -78140.12 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -78211.921875 Penalty: 2201.994141 Iteration 5Q: 3 clusters Score -78211.92 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -78253.578125 Penalty: 2201.994141 Iteration 6Q: 3 clusters Score -78253.58 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -78287.109375 Penalty: 2201.994141 Iteration 7Q: 3 clusters Score -78287.11 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -78314.351562 Penalty: 2201.994141 Iteration 8Q: 3 clusters Score -78314.35 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -78327.687500 Penalty: 2201.994141 Iteration 9Q: 3 clusters Score -78327.69 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -78345.687500 Penalty: 2201.994141 Iteration 10Q: 3 clusters Score -78345.69 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -78357.101562 Penalty: 2201.994141 Iteration 11Q: 3 clusters Score -78357.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -78362.117188 Penalty: 2201.994141 Iteration 12Q: 3 clusters Score -78362.12 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -78366.906250 Penalty: 2201.994141 Iteration 13Q: 3 clusters Score -78366.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -78368.531250 Penalty: 2201.994141 Iteration 14Q: 3 clusters Score -78368.53 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -78375.554688 Penalty: 2201.994141 Iteration 15Q: 3 clusters Score -78375.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -78377.812500 Penalty: 2201.994141 Iteration 16Q: 3 clusters Score -78377.81 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -78379.585938 Penalty: 2201.994141 Iteration 17Q: 3 clusters Score -78379.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -78382.703125 Penalty: 2201.994141 Iteration 18Q: 3 clusters Score -78382.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -78393.765625 Penalty: 2201.994141 Iteration 19Q: 3 clusters Score -78393.77 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -78404.445312 Penalty: 2201.994141 Iteration 20F: 3 clusters Score -78404.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -78406.921875 Penalty: 2201.994141 Iteration 21Q: 3 clusters Score -78406.92 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -78408.039062 Penalty: 2201.994141 Iteration 22Q: 3 clusters Score -78408.04 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -78408.039062 Penalty: 2201.994141 Iteration 23F: 3 clusters Score -78408.04 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (5029 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5029 members Entering Unmasked Estep Score: -469994.531250 Penalty: 1384.983765 Iteration 0F: 2 clusters Score -469994.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 2571 members Entering Unmasked Estep Score: -466004.218750 Penalty: 2769.967529 Iteration 0F: 3 clusters Score -466004.2 nChanged 2051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2319 members Mstep: Class 2 contains 2710 members Entering Unmasked Estep Score: -467281.156250 Penalty: 2769.967529 Iteration 1F: 3 clusters Score -467281.2 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 2783 members Entering Unmasked Estep Score: -467634.093750 Penalty: 2769.967529 Iteration 2F: 3 clusters Score -467634.1 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 2854 members Entering Unmasked Estep Score: -467917.875000 Penalty: 2769.967529 Iteration 3F: 3 clusters Score -467917.9 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 2919 members Entering Unmasked Estep Score: -468144.593750 Penalty: 2769.967529 Iteration 4F: 3 clusters Score -468144.6 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2051 members Mstep: Class 2 contains 2978 members Entering Unmasked Estep Score: -468291.468750 Penalty: 2769.967529 Iteration 5Q: 3 clusters Score -468291.5 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 3032 members Entering Unmasked Estep Score: -468411.937500 Penalty: 2769.967529 Iteration 6Q: 3 clusters Score -468411.9 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 3079 members Entering Unmasked Estep Score: -468518.687500 Penalty: 2769.967529 Iteration 7Q: 3 clusters Score -468518.7 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 3119 members Entering Unmasked Estep Score: -468593.375000 Penalty: 2769.967529 Iteration 8Q: 3 clusters Score -468593.4 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 3141 members Entering Unmasked Estep Score: -468635.593750 Penalty: 2769.967529 Iteration 9Q: 3 clusters Score -468635.6 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 3164 members Entering Unmasked Estep Score: -468662.312500 Penalty: 2769.967529 Iteration 10Q: 3 clusters Score -468662.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 3194 members Entering Unmasked Estep Score: -468679.468750 Penalty: 2769.967529 Iteration 11Q: 3 clusters Score -468679.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 3218 members Entering Unmasked Estep Score: -468693.656250 Penalty: 2769.967529 Iteration 12Q: 3 clusters Score -468693.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 3242 members Entering Unmasked Estep Score: -468707.156250 Penalty: 2769.967529 Iteration 13Q: 3 clusters Score -468707.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 3260 members Entering Unmasked Estep Score: -468715.031250 Penalty: 2769.967529 Iteration 14Q: 3 clusters Score -468715 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 3273 members Entering Unmasked Estep Score: -468719.781250 Penalty: 2769.967529 Iteration 15Q: 3 clusters Score -468719.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 3282 members Entering Unmasked Estep Score: -468722.531250 Penalty: 2769.967529 Iteration 16Q: 3 clusters Score -468722.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 3287 members Entering Unmasked Estep Score: -468724.875000 Penalty: 2769.967529 Iteration 17Q: 3 clusters Score -468724.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 3296 members Entering Unmasked Estep Score: -468729.343750 Penalty: 2769.967529 Iteration 18Q: 3 clusters Score -468729.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 3309 members Entering Unmasked Estep Score: -468734.093750 Penalty: 2769.967529 Iteration 19Q: 3 clusters Score -468734.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 3321 members Entering Unmasked Estep Score: -468737.843750 Penalty: 2769.967529 Iteration 20F: 3 clusters Score -468737.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 3333 members Entering Unmasked Estep Score: -468743.437500 Penalty: 2769.967529 Iteration 21Q: 3 clusters Score -468743.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 3348 members Entering Unmasked Estep Score: -468746.031250 Penalty: 2769.967529 Iteration 22Q: 3 clusters Score -468746 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 3358 members Entering Unmasked Estep Score: -468748.406250 Penalty: 2769.967529 Iteration 23Q: 3 clusters Score -468748.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 3364 members Entering Unmasked Estep Score: -468751.875000 Penalty: 2769.967529 Iteration 24Q: 3 clusters Score -468751.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 3372 members Entering Unmasked Estep Score: -468754.062500 Penalty: 2769.967529 Iteration 25Q: 3 clusters Score -468754.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 3383 members Entering Unmasked Estep Score: -468758.093750 Penalty: 2769.967529 Iteration 26Q: 3 clusters Score -468758.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 3389 members Entering Unmasked Estep Score: -468762.531250 Penalty: 2769.967529 Iteration 27Q: 3 clusters Score -468762.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 3399 members Entering Unmasked Estep Score: -468765.968750 Penalty: 2769.967529 Iteration 28Q: 3 clusters Score -468766 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 3411 members Entering Unmasked Estep Score: -468773.187500 Penalty: 2769.967529 Iteration 29Q: 3 clusters Score -468773.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 3422 members Entering Unmasked Estep Score: -468776.781250 Penalty: 2769.967529 Iteration 30Q: 3 clusters Score -468776.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 3431 members Entering Unmasked Estep Score: -468780.062500 Penalty: 2769.967529 Iteration 31Q: 3 clusters Score -468780.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 3440 members Entering Unmasked Estep Score: -468782.156250 Penalty: 2769.967529 Iteration 32Q: 3 clusters Score -468782.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 3453 members Entering Unmasked Estep Score: -468785.750000 Penalty: 2769.967529 Iteration 33Q: 3 clusters Score -468785.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 3458 members Entering Unmasked Estep Score: -468785.781250 Penalty: 2769.967529 Iteration 34Q: 3 clusters Score -468785.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 3460 members Entering Unmasked Estep Score: -468787.437500 Penalty: 2769.967529 Iteration 35Q: 3 clusters Score -468787.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 3460 members Entering Unmasked Estep Score: -468787.437500 Penalty: 2769.967529 Iteration 36F: 3 clusters Score -468787.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (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: -126719.015625 Penalty: 1169.704834 Iteration 0F: 2 clusters Score -126719 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -125114.609375 Penalty: 2339.409668 Iteration 0F: 3 clusters Score -125114.6 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -125416.257812 Penalty: 2339.409668 Iteration 1F: 3 clusters Score -125416.3 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -125531.507812 Penalty: 2339.409668 Iteration 2F: 3 clusters Score -125531.5 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -125635.492188 Penalty: 2339.409668 Iteration 3F: 3 clusters Score -125635.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -125716.367188 Penalty: 2339.409668 Iteration 4Q: 3 clusters Score -125716.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -125818.453125 Penalty: 2339.409668 Iteration 5Q: 3 clusters Score -125818.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -125940.789062 Penalty: 2339.409668 Iteration 6F: 3 clusters Score -125940.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -126028.328125 Penalty: 2339.409668 Iteration 7F: 3 clusters Score -126028.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -126092.500000 Penalty: 2339.409668 Iteration 8Q: 3 clusters Score -126092.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -126133.375000 Penalty: 2339.409668 Iteration 9Q: 3 clusters Score -126133.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -126167.351562 Penalty: 2339.409668 Iteration 10Q: 3 clusters Score -126167.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -126197.054688 Penalty: 2339.409668 Iteration 11Q: 3 clusters Score -126197.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -126209.546875 Penalty: 2339.409668 Iteration 12Q: 3 clusters Score -126209.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -126213.937500 Penalty: 2339.409668 Iteration 13Q: 3 clusters Score -126213.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -126216.851562 Penalty: 2339.409668 Iteration 14Q: 3 clusters Score -126216.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -126219.367188 Penalty: 2339.409668 Iteration 15Q: 3 clusters Score -126219.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -126222.992188 Penalty: 2339.409668 Iteration 16Q: 3 clusters Score -126223 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -126225.781250 Penalty: 2339.409668 Iteration 17Q: 3 clusters Score -126225.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -126225.781250 Penalty: 2339.409668 Iteration 18F: 3 clusters Score -126225.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (403 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Entering Unmasked Estep Score: -33583.945312 Penalty: 974.827209 Iteration 0F: 2 clusters Score -33583.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -32591.697266 Penalty: 1949.654419 Iteration 0F: 3 clusters Score -32591.7 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -32793.347656 Penalty: 1949.654419 Iteration 1F: 3 clusters Score -32793.35 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -32836.265625 Penalty: 1949.654419 Iteration 2F: 3 clusters Score -32836.27 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -32858.804688 Penalty: 1949.654419 Iteration 3Q: 3 clusters Score -32858.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -32869.164062 Penalty: 1949.654419 Iteration 4Q: 3 clusters Score -32869.16 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -32882.207031 Penalty: 1949.654419 Iteration 5Q: 3 clusters Score -32882.21 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -32893.796875 Penalty: 1949.654419 Iteration 6Q: 3 clusters Score -32893.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -32895.554688 Penalty: 1949.654419 Iteration 7Q: 3 clusters Score -32895.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -32897.171875 Penalty: 1949.654419 Iteration 8Q: 3 clusters Score -32897.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -32899.425781 Penalty: 1949.654419 Iteration 9Q: 3 clusters Score -32899.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -32902.078125 Penalty: 1949.654419 Iteration 10Q: 3 clusters Score -32902.08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -32902.078125 Penalty: 1949.654419 Iteration 11F: 3 clusters Score -32902.08 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (2052 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Entering Unmasked Estep Score: -176712.234375 Penalty: 1239.317627 Iteration 0F: 2 clusters Score -176712.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -174620.437500 Penalty: 2478.635254 Iteration 0F: 3 clusters Score -174620.4 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -175255.843750 Penalty: 2478.635254 Iteration 1F: 3 clusters Score -175255.8 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -175665.171875 Penalty: 2478.635254 Iteration 2F: 3 clusters Score -175665.2 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -175951.140625 Penalty: 2478.635254 Iteration 3F: 3 clusters Score -175951.1 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -176103.281250 Penalty: 2478.635254 Iteration 4F: 3 clusters Score -176103.3 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -176210.281250 Penalty: 2478.635254 Iteration 5Q: 3 clusters Score -176210.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -176259.812500 Penalty: 2478.635254 Iteration 6Q: 3 clusters Score -176259.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -176287.828125 Penalty: 2478.635254 Iteration 7Q: 3 clusters Score -176287.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -176310.453125 Penalty: 2478.635254 Iteration 8Q: 3 clusters Score -176310.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -176323.609375 Penalty: 2478.635254 Iteration 9Q: 3 clusters Score -176323.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -176332.875000 Penalty: 2478.635254 Iteration 10Q: 3 clusters Score -176332.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -176337.750000 Penalty: 2478.635254 Iteration 11Q: 3 clusters Score -176337.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -176344.578125 Penalty: 2478.635254 Iteration 12Q: 3 clusters Score -176344.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -176351.281250 Penalty: 2478.635254 Iteration 13Q: 3 clusters Score -176351.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -176355.046875 Penalty: 2478.635254 Iteration 14Q: 3 clusters Score -176355 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -176355.734375 Penalty: 2478.635254 Iteration 15Q: 3 clusters Score -176355.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -176356.109375 Penalty: 2478.635254 Iteration 16Q: 3 clusters Score -176356.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -176357.125000 Penalty: 2478.635254 Iteration 17Q: 3 clusters Score -176357.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -176357.812500 Penalty: 2478.635254 Iteration 18Q: 3 clusters Score -176357.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -176360.515625 Penalty: 2478.635254 Iteration 19F: 3 clusters Score -176360.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -176363.093750 Penalty: 2478.635254 Iteration 20F: 3 clusters Score -176363.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -176363.734375 Penalty: 2478.635254 Iteration 21Q: 3 clusters Score -176363.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -176366.406250 Penalty: 2478.635254 Iteration 22Q: 3 clusters Score -176366.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -176366.953125 Penalty: 2478.635254 Iteration 23Q: 3 clusters Score -176367 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -176368.093750 Penalty: 2478.635254 Iteration 24Q: 3 clusters Score -176368.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -176368.750000 Penalty: 2478.635254 Iteration 25Q: 3 clusters Score -176368.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -176369.718750 Penalty: 2478.635254 Iteration 26Q: 3 clusters Score -176369.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -176369.718750 Penalty: 2478.635254 Iteration 27F: 3 clusters Score -176369.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (12648 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12648 members Entering Unmasked Estep Score: -1208200.000000 Penalty: 1534.853882 Iteration 0F: 2 clusters Score -1208200 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6357 members Mstep: Class 2 contains 6291 members Entering Unmasked Estep Score: -1199388.625000 Penalty: 3069.707764 Iteration 0F: 3 clusters Score -1199389 nChanged 5560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6493 members Mstep: Class 2 contains 6155 members Entering Unmasked Estep Score: -1202516.875000 Penalty: 3069.707764 Iteration 1F: 3 clusters Score -1202517 nChanged 774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6559 members Mstep: Class 2 contains 6089 members Entering Unmasked Estep Score: -1202965.375000 Penalty: 3069.707764 Iteration 2F: 3 clusters Score -1202965 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6616 members Mstep: Class 2 contains 6032 members Entering Unmasked Estep Score: -1203475.000000 Penalty: 3069.707764 Iteration 3F: 3 clusters Score -1203475 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6634 members Mstep: Class 2 contains 6014 members Entering Unmasked Estep Score: -1204100.000000 Penalty: 3069.707764 Iteration 4F: 3 clusters Score -1204100 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6564 members Mstep: Class 2 contains 6084 members Entering Unmasked Estep Score: -1204695.750000 Penalty: 3069.707764 Iteration 5F: 3 clusters Score -1204696 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6419 members Mstep: Class 2 contains 6229 members Entering Unmasked Estep Score: -1205146.875000 Penalty: 3069.707764 Iteration 6F: 3 clusters Score -1205147 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6269 members Mstep: Class 2 contains 6379 members Entering Unmasked Estep Score: -1205486.250000 Penalty: 3069.707764 Iteration 7F: 3 clusters Score -1205486 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6092 members Mstep: Class 2 contains 6556 members Entering Unmasked Estep Score: -1205720.000000 Penalty: 3069.707764 Iteration 8Q: 3 clusters Score -1205720 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5906 members Mstep: Class 2 contains 6742 members Entering Unmasked Estep Score: -1205903.000000 Penalty: 3069.707764 Iteration 9Q: 3 clusters Score -1205903 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5712 members Mstep: Class 2 contains 6936 members Entering Unmasked Estep Score: -1206050.750000 Penalty: 3069.707764 Iteration 10Q: 3 clusters Score -1206051 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5534 members Mstep: Class 2 contains 7114 members Entering Unmasked Estep Score: -1206162.875000 Penalty: 3069.707764 Iteration 11Q: 3 clusters Score -1206163 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5330 members Mstep: Class 2 contains 7318 members Entering Unmasked Estep Score: -1206263.875000 Penalty: 3069.707764 Iteration 12Q: 3 clusters Score -1206264 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5143 members Mstep: Class 2 contains 7505 members Entering Unmasked Estep Score: -1206346.000000 Penalty: 3069.707764 Iteration 13Q: 3 clusters Score -1206346 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4981 members Mstep: Class 2 contains 7667 members Entering Unmasked Estep Score: -1206417.000000 Penalty: 3069.707764 Iteration 14Q: 3 clusters Score -1206417 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4803 members Mstep: Class 2 contains 7845 members Entering Unmasked Estep Score: -1206505.375000 Penalty: 3069.707764 Iteration 15Q: 3 clusters Score -1206505 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4602 members Mstep: Class 2 contains 8046 members Entering Unmasked Estep Score: -1206611.000000 Penalty: 3069.707764 Iteration 16Q: 3 clusters Score -1206611 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4414 members Mstep: Class 2 contains 8234 members Entering Unmasked Estep Score: -1206691.750000 Penalty: 3069.707764 Iteration 17Q: 3 clusters Score -1206692 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4229 members Mstep: Class 2 contains 8419 members Entering Unmasked Estep Score: -1206773.875000 Penalty: 3069.707764 Iteration 18Q: 3 clusters Score -1206774 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4073 members Mstep: Class 2 contains 8575 members Entering Unmasked Estep Score: -1206832.750000 Penalty: 3069.707764 Iteration 19Q: 3 clusters Score -1206833 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3919 members Mstep: Class 2 contains 8729 members Entering Unmasked Estep Score: -1206899.750000 Penalty: 3069.707764 Iteration 20F: 3 clusters Score -1206900 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3784 members Mstep: Class 2 contains 8864 members Entering Unmasked Estep Score: -1206954.375000 Penalty: 3069.707764 Iteration 21Q: 3 clusters Score -1206954 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3673 members Mstep: Class 2 contains 8975 members Entering Unmasked Estep Score: -1206989.000000 Penalty: 3069.707764 Iteration 22Q: 3 clusters Score -1206989 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3577 members Mstep: Class 2 contains 9071 members Entering Unmasked Estep Score: -1207012.500000 Penalty: 3069.707764 Iteration 23Q: 3 clusters Score -1207012 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3485 members Mstep: Class 2 contains 9163 members Entering Unmasked Estep Score: -1207038.375000 Penalty: 3069.707764 Iteration 24Q: 3 clusters Score -1207038 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3387 members Mstep: Class 2 contains 9261 members Entering Unmasked Estep Score: -1207068.500000 Penalty: 3069.707764 Iteration 25Q: 3 clusters Score -1207068 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3291 members Mstep: Class 2 contains 9357 members Entering Unmasked Estep Score: -1207098.750000 Penalty: 3069.707764 Iteration 26Q: 3 clusters Score -1207099 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3202 members Mstep: Class 2 contains 9446 members Entering Unmasked Estep Score: -1207126.000000 Penalty: 3069.707764 Iteration 27Q: 3 clusters Score -1207126 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 9542 members Entering Unmasked Estep Score: -1207157.375000 Penalty: 3069.707764 Iteration 28Q: 3 clusters Score -1207157 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3011 members Mstep: Class 2 contains 9637 members Entering Unmasked Estep Score: -1207198.500000 Penalty: 3069.707764 Iteration 29Q: 3 clusters Score -1207198 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2896 members Mstep: Class 2 contains 9752 members Entering Unmasked Estep Score: -1207274.875000 Penalty: 3069.707764 Iteration 30Q: 3 clusters Score -1207275 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2770 members Mstep: Class 2 contains 9878 members Entering Unmasked Estep Score: -1207372.375000 Penalty: 3069.707764 Iteration 31Q: 3 clusters Score -1207372 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2650 members Mstep: Class 2 contains 9998 members Entering Unmasked Estep Score: -1207490.500000 Penalty: 3069.707764 Iteration 32Q: 3 clusters Score -1207490 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2528 members Mstep: Class 2 contains 10120 members Entering Unmasked Estep Score: -1207588.875000 Penalty: 3069.707764 Iteration 33Q: 3 clusters Score -1207589 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 10237 members Entering Unmasked Estep Score: -1207651.500000 Penalty: 3069.707764 Iteration 34Q: 3 clusters Score -1207652 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 10341 members Entering Unmasked Estep Score: -1207700.875000 Penalty: 3069.707764 Iteration 35Q: 3 clusters Score -1207701 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 10440 members Entering Unmasked Estep Score: -1207733.125000 Penalty: 3069.707764 Iteration 36Q: 3 clusters Score -1207733 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 10509 members Entering Unmasked Estep Score: -1207754.250000 Penalty: 3069.707764 Iteration 37Q: 3 clusters Score -1207754 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 10564 members Entering Unmasked Estep Score: -1207766.125000 Penalty: 3069.707764 Iteration 38Q: 3 clusters Score -1207766 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 10596 members Entering Unmasked Estep Score: -1207779.500000 Penalty: 3069.707764 Iteration 39Q: 3 clusters Score -1207780 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 10628 members Entering Unmasked Estep Score: -1207787.375000 Penalty: 3069.707764 Iteration 40F: 3 clusters Score -1207787 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 10655 members Entering Unmasked Estep Score: -1207793.250000 Penalty: 3069.707764 Iteration 41Q: 3 clusters Score -1207793 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 10677 members Entering Unmasked Estep Score: -1207800.375000 Penalty: 3069.707764 Iteration 42Q: 3 clusters Score -1207800 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 10693 members Entering Unmasked Estep Score: -1207802.125000 Penalty: 3069.707764 Iteration 43Q: 3 clusters Score -1207802 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 10715 members Entering Unmasked Estep Score: -1207806.250000 Penalty: 3069.707764 Iteration 44Q: 3 clusters Score -1207806 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 10734 members Entering Unmasked Estep Score: -1207804.500000 Penalty: 3069.707764 Iteration 45Q: 3 clusters Score -1207804 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 10748 members Entering Unmasked Estep Score: -1207805.500000 Penalty: 3069.707764 Iteration 46Q: 3 clusters Score -1207806 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 10759 members Entering Unmasked Estep Score: -1207811.000000 Penalty: 3069.707764 Iteration 47Q: 3 clusters Score -1207811 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 10760 members Entering Unmasked Estep Score: -1207810.000000 Penalty: 3069.707764 Iteration 48Q: 3 clusters Score -1207810 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 10760 members Entering Unmasked Estep Score: -1207810.000000 Penalty: 3069.707764 Iteration 49F: 3 clusters Score -1207810 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (820 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Entering Unmasked Estep Score: -77464.625000 Penalty: 1090.261963 Iteration 0F: 2 clusters Score -77464.62 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -76152.984375 Penalty: 2180.523926 Iteration 0F: 3 clusters Score -76152.98 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -76427.242188 Penalty: 2180.523926 Iteration 1F: 3 clusters Score -76427.24 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -76521.820312 Penalty: 2180.523926 Iteration 2F: 3 clusters Score -76521.82 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -76583.132812 Penalty: 2180.523926 Iteration 3Q: 3 clusters Score -76583.13 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -76637.398438 Penalty: 2180.523926 Iteration 4Q: 3 clusters Score -76637.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -76679.046875 Penalty: 2180.523926 Iteration 5Q: 3 clusters Score -76679.05 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -76711.421875 Penalty: 2180.523926 Iteration 6Q: 3 clusters Score -76711.42 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -76735.492188 Penalty: 2180.523926 Iteration 7Q: 3 clusters Score -76735.49 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -76755.789062 Penalty: 2180.523926 Iteration 8Q: 3 clusters Score -76755.79 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -76773.734375 Penalty: 2180.523926 Iteration 9Q: 3 clusters Score -76773.73 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -76787.031250 Penalty: 2180.523926 Iteration 10Q: 3 clusters Score -76787.03 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -76795.664062 Penalty: 2180.523926 Iteration 11Q: 3 clusters Score -76795.66 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -76800.523438 Penalty: 2180.523926 Iteration 12Q: 3 clusters Score -76800.52 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -76805.960938 Penalty: 2180.523926 Iteration 13Q: 3 clusters Score -76805.96 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -76813.437500 Penalty: 2180.523926 Iteration 14Q: 3 clusters Score -76813.44 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -76823.171875 Penalty: 2180.523926 Iteration 15Q: 3 clusters Score -76823.17 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -76827.679688 Penalty: 2180.523926 Iteration 16Q: 3 clusters Score -76827.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -76827.929688 Penalty: 2180.523926 Iteration 17Q: 3 clusters Score -76827.93 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -76827.929688 Penalty: 2180.523926 Iteration 18F: 3 clusters Score -76827.93 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (91872 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91872 members Entering Unmasked Estep Score: -9171171.000000 Penalty: 1857.074585 Iteration 0F: 2 clusters Score -9171171 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45860 members Mstep: Class 2 contains 46012 members Entering Unmasked Estep Score: -9109823.000000 Penalty: 3714.149170 Iteration 0F: 3 clusters Score -9109823 nChanged 43901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43733 members Mstep: Class 2 contains 48139 members Entering Unmasked Estep Score: -9134918.000000 Penalty: 3714.149170 Iteration 1F: 3 clusters Score -9134918 nChanged 2910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42497 members Mstep: Class 2 contains 49375 members Entering Unmasked Estep Score: -9135666.000000 Penalty: 3714.149170 Iteration 2Q: 3 clusters Score -9135666 nChanged 3180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40615 members Mstep: Class 2 contains 51257 members Entering Unmasked Estep Score: -9136508.000000 Penalty: 3714.149170 Iteration 3Q: 3 clusters Score -9136508 nChanged 3687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37720 members Mstep: Class 2 contains 54152 members Entering Unmasked Estep Score: -9137822.000000 Penalty: 3714.149170 Iteration 4Q: 3 clusters Score -9137822 nChanged 4691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33417 members Mstep: Class 2 contains 58455 members Entering Unmasked Estep Score: -9139984.000000 Penalty: 3714.149170 Iteration 5F: 3 clusters Score -9139984 nChanged 6134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27419 members Mstep: Class 2 contains 64453 members Entering Unmasked Estep Score: -9143926.000000 Penalty: 3714.149170 Iteration 6F: 3 clusters Score -9143926 nChanged 7765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19690 members Mstep: Class 2 contains 72182 members Entering Unmasked Estep Score: -9150371.000000 Penalty: 3714.149170 Iteration 7F: 3 clusters Score -9150371 nChanged 8245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11453 members Mstep: Class 2 contains 80419 members Entering Unmasked Estep Score: -9158373.000000 Penalty: 3714.149170 Iteration 8F: 3 clusters Score -9158373 nChanged 6335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5118 members Mstep: Class 2 contains 86754 members Entering Unmasked Estep Score: -9164765.000000 Penalty: 3714.149170 Iteration 9F: 3 clusters Score -9164765 nChanged 3263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 90015 members Entering Unmasked Estep Score: -9167850.000000 Penalty: 3714.149170 Iteration 10Q: 3 clusters Score -9167850 nChanged 1188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 91201 members Entering Unmasked Estep Score: -9168903.000000 Penalty: 3714.149170 Iteration 11Q: 3 clusters Score -9168903 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 91583 members Entering Unmasked Estep Score: -9169274.000000 Penalty: 3714.149170 Iteration 12Q: 3 clusters Score -9169274 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 91679 members Entering Unmasked Estep Score: -9169410.000000 Penalty: 3714.149170 Iteration 13Q: 3 clusters Score -9169410 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 91704 members Entering Unmasked Estep Score: -9169447.000000 Penalty: 3714.149170 Iteration 14Q: 3 clusters Score -9169447 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 91713 members Entering Unmasked Estep Score: -9169468.000000 Penalty: 3714.149170 Iteration 15Q: 3 clusters Score -9169468 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 91719 members Entering Unmasked Estep Score: -9169477.000000 Penalty: 3714.149170 Iteration 16Q: 3 clusters Score -9169477 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 91720 members Entering Unmasked Estep Score: -9169488.000000 Penalty: 3714.149170 Iteration 17Q: 3 clusters Score -9169488 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 91721 members Entering Unmasked Estep Score: -9169491.000000 Penalty: 3714.149170 Iteration 18Q: 3 clusters Score -9169491 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 91722 members Entering Unmasked Estep Score: -9169498.000000 Penalty: 3714.149170 Iteration 19Q: 3 clusters Score -9169498 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 91725 members Entering Unmasked Estep Score: -9169512.000000 Penalty: 3714.149170 Iteration 20F: 3 clusters Score -9169512 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 91724 members Entering Unmasked Estep Score: -9169511.000000 Penalty: 3714.149170 Iteration 21Q: 3 clusters Score -9169511 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 91724 members Entering Unmasked Estep Score: -9169511.000000 Penalty: 3714.149170 Iteration 22F: 3 clusters Score -9169511 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (6523 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6523 members Entering Unmasked Estep Score: -635641.375000 Penalty: 1427.252075 Iteration 0F: 2 clusters Score -635641.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3278 members Mstep: Class 2 contains 3245 members Entering Unmasked Estep Score: -630634.687500 Penalty: 2854.504150 Iteration 0F: 3 clusters Score -630634.7 nChanged 2754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3260 members Mstep: Class 2 contains 3263 members Entering Unmasked Estep Score: -632189.687500 Penalty: 2854.504150 Iteration 1F: 3 clusters Score -632189.7 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3234 members Mstep: Class 2 contains 3289 members Entering Unmasked Estep Score: -632412.562500 Penalty: 2854.504150 Iteration 2F: 3 clusters Score -632412.6 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3201 members Mstep: Class 2 contains 3322 members Entering Unmasked Estep Score: -632571.625000 Penalty: 2854.504150 Iteration 3F: 3 clusters Score -632571.6 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3168 members Mstep: Class 2 contains 3355 members Entering Unmasked Estep Score: -632700.000000 Penalty: 2854.504150 Iteration 4Q: 3 clusters Score -632700 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3145 members Mstep: Class 2 contains 3378 members Entering Unmasked Estep Score: -632830.625000 Penalty: 2854.504150 Iteration 5Q: 3 clusters Score -632830.6 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3137 members Mstep: Class 2 contains 3386 members Entering Unmasked Estep Score: -632963.687500 Penalty: 2854.504150 Iteration 6Q: 3 clusters Score -632963.7 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3150 members Mstep: Class 2 contains 3373 members Entering Unmasked Estep Score: -633068.687500 Penalty: 2854.504150 Iteration 7Q: 3 clusters Score -633068.7 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3193 members Mstep: Class 2 contains 3330 members Entering Unmasked Estep Score: -633171.312500 Penalty: 2854.504150 Iteration 8Q: 3 clusters Score -633171.3 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3236 members Mstep: Class 2 contains 3287 members Entering Unmasked Estep Score: -633263.437500 Penalty: 2854.504150 Iteration 9Q: 3 clusters Score -633263.4 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3251 members Mstep: Class 2 contains 3272 members Entering Unmasked Estep Score: -633364.375000 Penalty: 2854.504150 Iteration 10Q: 3 clusters Score -633364.4 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3278 members Mstep: Class 2 contains 3245 members Entering Unmasked Estep Score: -633445.437500 Penalty: 2854.504150 Iteration 11Q: 3 clusters Score -633445.4 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3304 members Mstep: Class 2 contains 3219 members Entering Unmasked Estep Score: -633523.625000 Penalty: 2854.504150 Iteration 12Q: 3 clusters Score -633523.6 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3330 members Mstep: Class 2 contains 3193 members Entering Unmasked Estep Score: -633585.375000 Penalty: 2854.504150 Iteration 13Q: 3 clusters Score -633585.4 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3361 members Mstep: Class 2 contains 3162 members Entering Unmasked Estep Score: -633628.375000 Penalty: 2854.504150 Iteration 14Q: 3 clusters Score -633628.4 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3371 members Mstep: Class 2 contains 3152 members Entering Unmasked Estep Score: -633650.625000 Penalty: 2854.504150 Iteration 15Q: 3 clusters Score -633650.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3379 members Mstep: Class 2 contains 3144 members Entering Unmasked Estep Score: -633666.125000 Penalty: 2854.504150 Iteration 16Q: 3 clusters Score -633666.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3388 members Mstep: Class 2 contains 3135 members Entering Unmasked Estep Score: -633676.312500 Penalty: 2854.504150 Iteration 17Q: 3 clusters Score -633676.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3401 members Mstep: Class 2 contains 3122 members Entering Unmasked Estep Score: -633686.375000 Penalty: 2854.504150 Iteration 18Q: 3 clusters Score -633686.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3420 members Mstep: Class 2 contains 3103 members Entering Unmasked Estep Score: -633699.312500 Penalty: 2854.504150 Iteration 19Q: 3 clusters Score -633699.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3441 members Mstep: Class 2 contains 3082 members Entering Unmasked Estep Score: -633716.937500 Penalty: 2854.504150 Iteration 20F: 3 clusters Score -633716.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3466 members Mstep: Class 2 contains 3057 members Entering Unmasked Estep Score: -633731.812500 Penalty: 2854.504150 Iteration 21Q: 3 clusters Score -633731.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3494 members Mstep: Class 2 contains 3029 members Entering Unmasked Estep Score: -633744.750000 Penalty: 2854.504150 Iteration 22Q: 3 clusters Score -633744.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3521 members Mstep: Class 2 contains 3002 members Entering Unmasked Estep Score: -633757.750000 Penalty: 2854.504150 Iteration 23Q: 3 clusters Score -633757.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3555 members Mstep: Class 2 contains 2968 members Entering Unmasked Estep Score: -633770.750000 Penalty: 2854.504150 Iteration 24Q: 3 clusters Score -633770.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3585 members Mstep: Class 2 contains 2938 members Entering Unmasked Estep Score: -633785.375000 Penalty: 2854.504150 Iteration 25Q: 3 clusters Score -633785.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3614 members Mstep: Class 2 contains 2909 members Entering Unmasked Estep Score: -633795.687500 Penalty: 2854.504150 Iteration 26Q: 3 clusters Score -633795.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3640 members Mstep: Class 2 contains 2883 members Entering Unmasked Estep Score: -633804.000000 Penalty: 2854.504150 Iteration 27Q: 3 clusters Score -633804 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3672 members Mstep: Class 2 contains 2851 members Entering Unmasked Estep Score: -633814.312500 Penalty: 2854.504150 Iteration 28Q: 3 clusters Score -633814.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3704 members Mstep: Class 2 contains 2819 members Entering Unmasked Estep Score: -633825.375000 Penalty: 2854.504150 Iteration 29Q: 3 clusters Score -633825.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3735 members Mstep: Class 2 contains 2788 members Entering Unmasked Estep Score: -633834.437500 Penalty: 2854.504150 Iteration 30Q: 3 clusters Score -633834.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3769 members Mstep: Class 2 contains 2754 members Entering Unmasked Estep Score: -633842.437500 Penalty: 2854.504150 Iteration 31Q: 3 clusters Score -633842.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3788 members Mstep: Class 2 contains 2735 members Entering Unmasked Estep Score: -633849.312500 Penalty: 2854.504150 Iteration 32Q: 3 clusters Score -633849.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3802 members Mstep: Class 2 contains 2721 members Entering Unmasked Estep Score: -633853.812500 Penalty: 2854.504150 Iteration 33Q: 3 clusters Score -633853.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3822 members Mstep: Class 2 contains 2701 members Entering Unmasked Estep Score: -633859.000000 Penalty: 2854.504150 Iteration 34Q: 3 clusters Score -633859 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3832 members Mstep: Class 2 contains 2691 members Entering Unmasked Estep Score: -633860.312500 Penalty: 2854.504150 Iteration 35Q: 3 clusters Score -633860.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3837 members Mstep: Class 2 contains 2686 members Entering Unmasked Estep Score: -633863.125000 Penalty: 2854.504150 Iteration 36Q: 3 clusters Score -633863.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3837 members Mstep: Class 2 contains 2686 members Entering Unmasked Estep Score: -633862.312500 Penalty: 2854.504150 Iteration 37Q: 3 clusters Score -633862.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3835 members Mstep: Class 2 contains 2688 members Entering Unmasked Estep Score: -633862.250000 Penalty: 2854.504150 Iteration 38Q: 3 clusters Score -633862.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3836 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -633864.437500 Penalty: 2854.504150 Iteration 39Q: 3 clusters Score -633864.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3836 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -633864.187500 Penalty: 2854.504150 Iteration 40F: 3 clusters Score -633864.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3839 members Mstep: Class 2 contains 2684 members Entering Unmasked Estep Score: -633863.187500 Penalty: 2854.504150 Iteration 41Q: 3 clusters Score -633863.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3841 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -633863.250000 Penalty: 2854.504150 Iteration 42Q: 3 clusters Score -633863.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3842 members Mstep: Class 2 contains 2681 members Entering Unmasked Estep Score: -633864.125000 Penalty: 2854.504150 Iteration 43Q: 3 clusters Score -633864.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3843 members Mstep: Class 2 contains 2680 members Entering Unmasked Estep Score: -633864.875000 Penalty: 2854.504150 Iteration 44Q: 3 clusters Score -633864.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3843 members Mstep: Class 2 contains 2680 members Entering Unmasked Estep Score: -633864.875000 Penalty: 2854.504150 Iteration 45F: 3 clusters Score -633864.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (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: -258753.578125 Penalty: 1302.758789 Iteration 0F: 2 clusters Score -258753.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -256004.968750 Penalty: 2605.517578 Iteration 0F: 3 clusters Score -256005 nChanged 1146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -256656.000000 Penalty: 2605.517578 Iteration 1F: 3 clusters Score -256656 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -256836.906250 Penalty: 2605.517578 Iteration 2F: 3 clusters Score -256836.9 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -256972.328125 Penalty: 2605.517578 Iteration 3F: 3 clusters Score -256972.3 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -257078.796875 Penalty: 2605.517578 Iteration 4F: 3 clusters Score -257078.8 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -257158.296875 Penalty: 2605.517578 Iteration 5Q: 3 clusters Score -257158.3 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -257235.671875 Penalty: 2605.517578 Iteration 6Q: 3 clusters Score -257235.7 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -257318.234375 Penalty: 2605.517578 Iteration 7Q: 3 clusters Score -257318.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -257390.187500 Penalty: 2605.517578 Iteration 8Q: 3 clusters Score -257390.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -257456.750000 Penalty: 2605.517578 Iteration 9Q: 3 clusters Score -257456.8 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -257528.281250 Penalty: 2605.517578 Iteration 10Q: 3 clusters Score -257528.3 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -257593.562500 Penalty: 2605.517578 Iteration 11Q: 3 clusters Score -257593.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -257655.906250 Penalty: 2605.517578 Iteration 12Q: 3 clusters Score -257655.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -257724.312500 Penalty: 2605.517578 Iteration 13Q: 3 clusters Score -257724.3 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2226 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -257799.875000 Penalty: 2605.517578 Iteration 14Q: 3 clusters Score -257799.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -257894.906250 Penalty: 2605.517578 Iteration 15Q: 3 clusters Score -257894.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -258005.640625 Penalty: 2605.517578 Iteration 16Q: 3 clusters Score -258005.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -258103.343750 Penalty: 2605.517578 Iteration 17Q: 3 clusters Score -258103.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -258188.281250 Penalty: 2605.517578 Iteration 18Q: 3 clusters Score -258188.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2404 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -258251.734375 Penalty: 2605.517578 Iteration 19Q: 3 clusters Score -258251.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -258297.171875 Penalty: 2605.517578 Iteration 20F: 3 clusters Score -258297.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2455 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -258341.062500 Penalty: 2605.517578 Iteration 21Q: 3 clusters Score -258341.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -258378.296875 Penalty: 2605.517578 Iteration 22Q: 3 clusters Score -258378.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2496 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -258408.187500 Penalty: 2605.517578 Iteration 23Q: 3 clusters Score -258408.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -258433.015625 Penalty: 2605.517578 Iteration 24Q: 3 clusters Score -258433 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2527 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -258456.796875 Penalty: 2605.517578 Iteration 25Q: 3 clusters Score -258456.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -258490.703125 Penalty: 2605.517578 Iteration 26Q: 3 clusters Score -258490.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2552 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -258506.890625 Penalty: 2605.517578 Iteration 27Q: 3 clusters Score -258506.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2563 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -258522.375000 Penalty: 2605.517578 Iteration 28Q: 3 clusters Score -258522.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2577 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -258542.031250 Penalty: 2605.517578 Iteration 29Q: 3 clusters Score -258542 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2591 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -258578.843750 Penalty: 2605.517578 Iteration 30Q: 3 clusters Score -258578.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -258608.781250 Penalty: 2605.517578 Iteration 31Q: 3 clusters Score -258608.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2610 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -258619.781250 Penalty: 2605.517578 Iteration 32Q: 3 clusters Score -258619.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2615 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -258624.468750 Penalty: 2605.517578 Iteration 33Q: 3 clusters Score -258624.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2618 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -258628.812500 Penalty: 2605.517578 Iteration 34Q: 3 clusters Score -258628.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -258629.765625 Penalty: 2605.517578 Iteration 35Q: 3 clusters Score -258629.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -258630.687500 Penalty: 2605.517578 Iteration 36Q: 3 clusters Score -258630.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -258631.250000 Penalty: 2605.517578 Iteration 37Q: 3 clusters Score -258631.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -258631.250000 Penalty: 2605.517578 Iteration 38F: 3 clusters Score -258631.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (318 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Entering Unmasked Estep Score: -24107.523438 Penalty: 936.333374 Iteration 0F: 2 clusters Score -24107.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -23259.859375 Penalty: 1872.666748 Iteration 0F: 3 clusters Score -23259.86 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -23440.638672 Penalty: 1872.666748 Iteration 1F: 3 clusters Score -23440.64 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -23461.892578 Penalty: 1872.666748 Iteration 2Q: 3 clusters Score -23461.89 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -23478.773438 Penalty: 1872.666748 Iteration 3Q: 3 clusters Score -23478.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -23479.984375 Penalty: 1872.666748 Iteration 4Q: 3 clusters Score -23479.98 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -23479.984375 Penalty: 1872.666748 Iteration 5F: 3 clusters Score -23479.98 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (2386 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Entering Unmasked Estep Score: -236904.031250 Penalty: 1263.823242 Iteration 0F: 2 clusters Score -236904 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -234536.437500 Penalty: 2527.646484 Iteration 0F: 3 clusters Score -234536.4 nChanged 872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -235036.281250 Penalty: 2527.646484 Iteration 1F: 3 clusters Score -235036.3 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -235160.406250 Penalty: 2527.646484 Iteration 2F: 3 clusters Score -235160.4 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -235246.531250 Penalty: 2527.646484 Iteration 3F: 3 clusters Score -235246.5 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -235289.703125 Penalty: 2527.646484 Iteration 4Q: 3 clusters Score -235289.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -235325.281250 Penalty: 2527.646484 Iteration 5Q: 3 clusters Score -235325.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -235357.218750 Penalty: 2527.646484 Iteration 6Q: 3 clusters Score -235357.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -235383.812500 Penalty: 2527.646484 Iteration 7Q: 3 clusters Score -235383.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -235413.515625 Penalty: 2527.646484 Iteration 8Q: 3 clusters Score -235413.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -235436.015625 Penalty: 2527.646484 Iteration 9Q: 3 clusters Score -235436 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -235456.921875 Penalty: 2527.646484 Iteration 10Q: 3 clusters Score -235456.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -235482.968750 Penalty: 2527.646484 Iteration 11Q: 3 clusters Score -235483 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -235506.859375 Penalty: 2527.646484 Iteration 12Q: 3 clusters Score -235506.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -235530.406250 Penalty: 2527.646484 Iteration 13Q: 3 clusters Score -235530.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -235553.109375 Penalty: 2527.646484 Iteration 14Q: 3 clusters Score -235553.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -235576.750000 Penalty: 2527.646484 Iteration 15Q: 3 clusters Score -235576.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -235601.515625 Penalty: 2527.646484 Iteration 16Q: 3 clusters Score -235601.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -235623.828125 Penalty: 2527.646484 Iteration 17Q: 3 clusters Score -235623.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -235651.578125 Penalty: 2527.646484 Iteration 18Q: 3 clusters Score -235651.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -235675.281250 Penalty: 2527.646484 Iteration 19Q: 3 clusters Score -235675.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -235687.578125 Penalty: 2527.646484 Iteration 20F: 3 clusters Score -235687.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -235699.781250 Penalty: 2527.646484 Iteration 21Q: 3 clusters Score -235699.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -235708.359375 Penalty: 2527.646484 Iteration 22Q: 3 clusters Score -235708.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -235715.375000 Penalty: 2527.646484 Iteration 23Q: 3 clusters Score -235715.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -235720.671875 Penalty: 2527.646484 Iteration 24Q: 3 clusters Score -235720.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -235726.046875 Penalty: 2527.646484 Iteration 25Q: 3 clusters Score -235726 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -235727.734375 Penalty: 2527.646484 Iteration 26Q: 3 clusters Score -235727.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -235730.312500 Penalty: 2527.646484 Iteration 27Q: 3 clusters Score -235730.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -235731.500000 Penalty: 2527.646484 Iteration 28Q: 3 clusters Score -235731.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -235733.109375 Penalty: 2527.646484 Iteration 29Q: 3 clusters Score -235733.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -235735.234375 Penalty: 2527.646484 Iteration 30Q: 3 clusters Score -235735.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -235736.859375 Penalty: 2527.646484 Iteration 31Q: 3 clusters Score -235736.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -235739.296875 Penalty: 2527.646484 Iteration 32Q: 3 clusters Score -235739.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -235740.515625 Penalty: 2527.646484 Iteration 33Q: 3 clusters Score -235740.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -235743.828125 Penalty: 2527.646484 Iteration 34Q: 3 clusters Score -235743.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -235746.421875 Penalty: 2527.646484 Iteration 35Q: 3 clusters Score -235746.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -235751.375000 Penalty: 2527.646484 Iteration 36Q: 3 clusters Score -235751.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -235755.812500 Penalty: 2527.646484 Iteration 37Q: 3 clusters Score -235755.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -235760.062500 Penalty: 2527.646484 Iteration 38Q: 3 clusters Score -235760.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -235763.046875 Penalty: 2527.646484 Iteration 39Q: 3 clusters Score -235763 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -235764.937500 Penalty: 2527.646484 Iteration 40F: 3 clusters Score -235764.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -235768.203125 Penalty: 2527.646484 Iteration 41Q: 3 clusters Score -235768.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -235770.671875 Penalty: 2527.646484 Iteration 42Q: 3 clusters Score -235770.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -235772.578125 Penalty: 2527.646484 Iteration 43Q: 3 clusters Score -235772.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -235778.125000 Penalty: 2527.646484 Iteration 44Q: 3 clusters Score -235778.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -235781.765625 Penalty: 2527.646484 Iteration 45Q: 3 clusters Score -235781.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -235782.781250 Penalty: 2527.646484 Iteration 46Q: 3 clusters Score -235782.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -235783.984375 Penalty: 2527.646484 Iteration 47Q: 3 clusters Score -235784 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -235785.218750 Penalty: 2527.646484 Iteration 48Q: 3 clusters Score -235785.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -235786.031250 Penalty: 2527.646484 Iteration 49Q: 3 clusters Score -235786 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -235785.890625 Penalty: 2527.646484 Iteration 50Q: 3 clusters Score -235785.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -235787.000000 Penalty: 2527.646484 Iteration 51Q: 3 clusters Score -235787 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -235788.156250 Penalty: 2527.646484 Iteration 52Q: 3 clusters Score -235788.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -235788.968750 Penalty: 2527.646484 Iteration 53Q: 3 clusters Score -235789 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -235790.890625 Penalty: 2527.646484 Iteration 54Q: 3 clusters Score -235790.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -235791.796875 Penalty: 2527.646484 Iteration 55Q: 3 clusters Score -235791.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -235794.812500 Penalty: 2527.646484 Iteration 56Q: 3 clusters Score -235794.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -235797.703125 Penalty: 2527.646484 Iteration 57Q: 3 clusters Score -235797.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -235801.234375 Penalty: 2527.646484 Iteration 58Q: 3 clusters Score -235801.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -235802.265625 Penalty: 2527.646484 Iteration 59Q: 3 clusters Score -235802.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -235803.406250 Penalty: 2527.646484 Iteration 60F: 3 clusters Score -235803.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -235803.968750 Penalty: 2527.646484 Iteration 61Q: 3 clusters Score -235804 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -235807.250000 Penalty: 2527.646484 Iteration 62Q: 3 clusters Score -235807.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -235808.421875 Penalty: 2527.646484 Iteration 63Q: 3 clusters Score -235808.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -235810.750000 Penalty: 2527.646484 Iteration 64Q: 3 clusters Score -235810.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -235812.500000 Penalty: 2527.646484 Iteration 65Q: 3 clusters Score -235812.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -235816.406250 Penalty: 2527.646484 Iteration 66Q: 3 clusters Score -235816.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -235823.234375 Penalty: 2527.646484 Iteration 67Q: 3 clusters Score -235823.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -235827.703125 Penalty: 2527.646484 Iteration 68Q: 3 clusters Score -235827.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -235830.937500 Penalty: 2527.646484 Iteration 69Q: 3 clusters Score -235830.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -235837.234375 Penalty: 2527.646484 Iteration 70Q: 3 clusters Score -235837.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -235841.015625 Penalty: 2527.646484 Iteration 71Q: 3 clusters Score -235841 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -235846.250000 Penalty: 2527.646484 Iteration 72Q: 3 clusters Score -235846.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -235849.328125 Penalty: 2527.646484 Iteration 73Q: 3 clusters Score -235849.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -235850.750000 Penalty: 2527.646484 Iteration 74Q: 3 clusters Score -235850.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -235851.453125 Penalty: 2527.646484 Iteration 75Q: 3 clusters Score -235851.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -235851.453125 Penalty: 2527.646484 Iteration 76F: 3 clusters Score -235851.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (3414 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3414 members Entering Unmasked Estep Score: -335937.906250 Penalty: 1322.041504 Iteration 0F: 2 clusters Score -335937.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -333008.375000 Penalty: 2644.083008 Iteration 0F: 3 clusters Score -333008.4 nChanged 1227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -333726.656250 Penalty: 2644.083008 Iteration 1F: 3 clusters Score -333726.7 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -333860.281250 Penalty: 2644.083008 Iteration 2F: 3 clusters Score -333860.3 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -333943.093750 Penalty: 2644.083008 Iteration 3F: 3 clusters Score -333943.1 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -334011.062500 Penalty: 2644.083008 Iteration 4Q: 3 clusters Score -334011.1 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -334052.500000 Penalty: 2644.083008 Iteration 5Q: 3 clusters Score -334052.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 1828 members Entering Unmasked Estep Score: -334077.281250 Penalty: 2644.083008 Iteration 6Q: 3 clusters Score -334077.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -334095.250000 Penalty: 2644.083008 Iteration 7Q: 3 clusters Score -334095.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -334111.312500 Penalty: 2644.083008 Iteration 8Q: 3 clusters Score -334111.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -334126.843750 Penalty: 2644.083008 Iteration 9Q: 3 clusters Score -334126.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -334143.406250 Penalty: 2644.083008 Iteration 10Q: 3 clusters Score -334143.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -334159.281250 Penalty: 2644.083008 Iteration 11Q: 3 clusters Score -334159.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -334176.000000 Penalty: 2644.083008 Iteration 12Q: 3 clusters Score -334176 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -334187.562500 Penalty: 2644.083008 Iteration 13Q: 3 clusters Score -334187.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -334199.781250 Penalty: 2644.083008 Iteration 14Q: 3 clusters Score -334199.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -334210.906250 Penalty: 2644.083008 Iteration 15Q: 3 clusters Score -334210.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -334224.406250 Penalty: 2644.083008 Iteration 16Q: 3 clusters Score -334224.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -334235.093750 Penalty: 2644.083008 Iteration 17Q: 3 clusters Score -334235.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -334245.687500 Penalty: 2644.083008 Iteration 18Q: 3 clusters Score -334245.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -334255.281250 Penalty: 2644.083008 Iteration 19Q: 3 clusters Score -334255.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -334263.093750 Penalty: 2644.083008 Iteration 20F: 3 clusters Score -334263.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -334272.062500 Penalty: 2644.083008 Iteration 21Q: 3 clusters Score -334272.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -334277.218750 Penalty: 2644.083008 Iteration 22Q: 3 clusters Score -334277.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -334281.781250 Penalty: 2644.083008 Iteration 23Q: 3 clusters Score -334281.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -334286.718750 Penalty: 2644.083008 Iteration 24Q: 3 clusters Score -334286.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -334293.093750 Penalty: 2644.083008 Iteration 25Q: 3 clusters Score -334293.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -334300.156250 Penalty: 2644.083008 Iteration 26Q: 3 clusters Score -334300.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -334308.625000 Penalty: 2644.083008 Iteration 27Q: 3 clusters Score -334308.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -334319.406250 Penalty: 2644.083008 Iteration 28Q: 3 clusters Score -334319.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -334328.843750 Penalty: 2644.083008 Iteration 29Q: 3 clusters Score -334328.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -334337.656250 Penalty: 2644.083008 Iteration 30Q: 3 clusters Score -334337.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -334347.750000 Penalty: 2644.083008 Iteration 31Q: 3 clusters Score -334347.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -334355.437500 Penalty: 2644.083008 Iteration 32Q: 3 clusters Score -334355.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -334362.687500 Penalty: 2644.083008 Iteration 33Q: 3 clusters Score -334362.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -334371.125000 Penalty: 2644.083008 Iteration 34Q: 3 clusters Score -334371.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -334377.687500 Penalty: 2644.083008 Iteration 35Q: 3 clusters Score -334377.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -334384.406250 Penalty: 2644.083008 Iteration 36Q: 3 clusters Score -334384.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -334391.968750 Penalty: 2644.083008 Iteration 37Q: 3 clusters Score -334392 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -334400.843750 Penalty: 2644.083008 Iteration 38Q: 3 clusters Score -334400.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -334407.656250 Penalty: 2644.083008 Iteration 39Q: 3 clusters Score -334407.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -334414.218750 Penalty: 2644.083008 Iteration 40F: 3 clusters Score -334414.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -334420.343750 Penalty: 2644.083008 Iteration 41Q: 3 clusters Score -334420.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -334424.593750 Penalty: 2644.083008 Iteration 42Q: 3 clusters Score -334424.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -334428.656250 Penalty: 2644.083008 Iteration 43Q: 3 clusters Score -334428.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -334432.000000 Penalty: 2644.083008 Iteration 44Q: 3 clusters Score -334432 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -334434.906250 Penalty: 2644.083008 Iteration 45Q: 3 clusters Score -334434.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -334441.343750 Penalty: 2644.083008 Iteration 46Q: 3 clusters Score -334441.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -334446.968750 Penalty: 2644.083008 Iteration 47Q: 3 clusters Score -334447 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -334451.500000 Penalty: 2644.083008 Iteration 48Q: 3 clusters Score -334451.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -334457.156250 Penalty: 2644.083008 Iteration 49Q: 3 clusters Score -334457.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -334462.500000 Penalty: 2644.083008 Iteration 50Q: 3 clusters Score -334462.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -334471.062500 Penalty: 2644.083008 Iteration 51Q: 3 clusters Score -334471.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -334479.968750 Penalty: 2644.083008 Iteration 52Q: 3 clusters Score -334480 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -334487.093750 Penalty: 2644.083008 Iteration 53Q: 3 clusters Score -334487.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -334493.406250 Penalty: 2644.083008 Iteration 54Q: 3 clusters Score -334493.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -334498.218750 Penalty: 2644.083008 Iteration 55Q: 3 clusters Score -334498.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -334503.343750 Penalty: 2644.083008 Iteration 56Q: 3 clusters Score -334503.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -334507.562500 Penalty: 2644.083008 Iteration 57Q: 3 clusters Score -334507.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -334510.656250 Penalty: 2644.083008 Iteration 58Q: 3 clusters Score -334510.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -334512.750000 Penalty: 2644.083008 Iteration 59Q: 3 clusters Score -334512.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -334513.031250 Penalty: 2644.083008 Iteration 60F: 3 clusters Score -334513 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -334514.031250 Penalty: 2644.083008 Iteration 61Q: 3 clusters Score -334514 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -334514.718750 Penalty: 2644.083008 Iteration 62Q: 3 clusters Score -334514.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -334515.156250 Penalty: 2644.083008 Iteration 63Q: 3 clusters Score -334515.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -334516.718750 Penalty: 2644.083008 Iteration 64Q: 3 clusters Score -334516.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -334517.906250 Penalty: 2644.083008 Iteration 65Q: 3 clusters Score -334517.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -334520.156250 Penalty: 2644.083008 Iteration 66Q: 3 clusters Score -334520.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -334520.625000 Penalty: 2644.083008 Iteration 67Q: 3 clusters Score -334520.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -334520.968750 Penalty: 2644.083008 Iteration 68Q: 3 clusters Score -334521 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -334521.125000 Penalty: 2644.083008 Iteration 69Q: 3 clusters Score -334521.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -334521.000000 Penalty: 2644.083008 Iteration 70Q: 3 clusters Score -334521 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -334521.000000 Penalty: 2644.083008 Iteration 71F: 3 clusters Score -334521 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (2053 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Entering Unmasked Estep Score: -190469.546875 Penalty: 1239.396851 Iteration 0F: 2 clusters Score -190469.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -188384.625000 Penalty: 2478.793701 Iteration 0F: 3 clusters Score -188384.6 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -188900.093750 Penalty: 2478.793701 Iteration 1F: 3 clusters Score -188900.1 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -189028.093750 Penalty: 2478.793701 Iteration 2F: 3 clusters Score -189028.1 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -189107.843750 Penalty: 2478.793701 Iteration 3Q: 3 clusters Score -189107.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -189164.734375 Penalty: 2478.793701 Iteration 4Q: 3 clusters Score -189164.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -189212.218750 Penalty: 2478.793701 Iteration 5Q: 3 clusters Score -189212.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -189240.812500 Penalty: 2478.793701 Iteration 6Q: 3 clusters Score -189240.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -189257.125000 Penalty: 2478.793701 Iteration 7Q: 3 clusters Score -189257.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -189270.062500 Penalty: 2478.793701 Iteration 8Q: 3 clusters Score -189270.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -189279.859375 Penalty: 2478.793701 Iteration 9Q: 3 clusters Score -189279.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -189289.078125 Penalty: 2478.793701 Iteration 10Q: 3 clusters Score -189289.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -189297.968750 Penalty: 2478.793701 Iteration 11Q: 3 clusters Score -189298 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -189304.328125 Penalty: 2478.793701 Iteration 12Q: 3 clusters Score -189304.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -189311.265625 Penalty: 2478.793701 Iteration 13Q: 3 clusters Score -189311.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -189314.968750 Penalty: 2478.793701 Iteration 14Q: 3 clusters Score -189315 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -189317.453125 Penalty: 2478.793701 Iteration 15Q: 3 clusters Score -189317.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -189319.578125 Penalty: 2478.793701 Iteration 16Q: 3 clusters Score -189319.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -189320.937500 Penalty: 2478.793701 Iteration 17Q: 3 clusters Score -189320.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -189322.906250 Penalty: 2478.793701 Iteration 18Q: 3 clusters Score -189322.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -189324.687500 Penalty: 2478.793701 Iteration 19Q: 3 clusters Score -189324.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -189324.625000 Penalty: 2478.793701 Iteration 20F: 3 clusters Score -189324.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (14574 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14574 members Entering Unmasked Estep Score: -1359835.625000 Penalty: 1557.886597 Iteration 0F: 2 clusters Score -1359836 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7246 members Mstep: Class 2 contains 7328 members Entering Unmasked Estep Score: -1349759.750000 Penalty: 3115.773193 Iteration 0F: 3 clusters Score -1349760 nChanged 6446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7066 members Mstep: Class 2 contains 7508 members Entering Unmasked Estep Score: -1353381.875000 Penalty: 3115.773193 Iteration 1F: 3 clusters Score -1353382 nChanged 909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6987 members Mstep: Class 2 contains 7587 members Entering Unmasked Estep Score: -1353796.500000 Penalty: 3115.773193 Iteration 2F: 3 clusters Score -1353796 nChanged 804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6867 members Mstep: Class 2 contains 7707 members Entering Unmasked Estep Score: -1354173.750000 Penalty: 3115.773193 Iteration 3F: 3 clusters Score -1354174 nChanged 740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6715 members Mstep: Class 2 contains 7859 members Entering Unmasked Estep Score: -1354534.500000 Penalty: 3115.773193 Iteration 4F: 3 clusters Score -1354534 nChanged 727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6502 members Mstep: Class 2 contains 8072 members Entering Unmasked Estep Score: -1354908.625000 Penalty: 3115.773193 Iteration 5Q: 3 clusters Score -1354909 nChanged 708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6268 members Mstep: Class 2 contains 8306 members Entering Unmasked Estep Score: -1355299.500000 Penalty: 3115.773193 Iteration 6Q: 3 clusters Score -1355300 nChanged 701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6007 members Mstep: Class 2 contains 8567 members Entering Unmasked Estep Score: -1355768.000000 Penalty: 3115.773193 Iteration 7Q: 3 clusters Score -1355768 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5738 members Mstep: Class 2 contains 8836 members Entering Unmasked Estep Score: -1356275.500000 Penalty: 3115.773193 Iteration 8Q: 3 clusters Score -1356276 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5461 members Mstep: Class 2 contains 9113 members Entering Unmasked Estep Score: -1356702.500000 Penalty: 3115.773193 Iteration 9Q: 3 clusters Score -1356702 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5225 members Mstep: Class 2 contains 9349 members Entering Unmasked Estep Score: -1357000.250000 Penalty: 3115.773193 Iteration 10Q: 3 clusters Score -1357000 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4984 members Mstep: Class 2 contains 9590 members Entering Unmasked Estep Score: -1357231.875000 Penalty: 3115.773193 Iteration 11Q: 3 clusters Score -1357232 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4776 members Mstep: Class 2 contains 9798 members Entering Unmasked Estep Score: -1357381.125000 Penalty: 3115.773193 Iteration 12Q: 3 clusters Score -1357381 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4592 members Mstep: Class 2 contains 9982 members Entering Unmasked Estep Score: -1357489.000000 Penalty: 3115.773193 Iteration 13Q: 3 clusters Score -1357489 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4408 members Mstep: Class 2 contains 10166 members Entering Unmasked Estep Score: -1357595.125000 Penalty: 3115.773193 Iteration 14Q: 3 clusters Score -1357595 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4241 members Mstep: Class 2 contains 10333 members Entering Unmasked Estep Score: -1357703.250000 Penalty: 3115.773193 Iteration 15Q: 3 clusters Score -1357703 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4100 members Mstep: Class 2 contains 10474 members Entering Unmasked Estep Score: -1357800.875000 Penalty: 3115.773193 Iteration 16Q: 3 clusters Score -1357801 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3956 members Mstep: Class 2 contains 10618 members Entering Unmasked Estep Score: -1357910.875000 Penalty: 3115.773193 Iteration 17Q: 3 clusters Score -1357911 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3835 members Mstep: Class 2 contains 10739 members Entering Unmasked Estep Score: -1357983.625000 Penalty: 3115.773193 Iteration 18Q: 3 clusters Score -1357984 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3711 members Mstep: Class 2 contains 10863 members Entering Unmasked Estep Score: -1358039.500000 Penalty: 3115.773193 Iteration 19Q: 3 clusters Score -1358040 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3611 members Mstep: Class 2 contains 10963 members Entering Unmasked Estep Score: -1358080.750000 Penalty: 3115.773193 Iteration 20F: 3 clusters Score -1358081 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3524 members Mstep: Class 2 contains 11050 members Entering Unmasked Estep Score: -1358114.875000 Penalty: 3115.773193 Iteration 21Q: 3 clusters Score -1358115 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3452 members Mstep: Class 2 contains 11122 members Entering Unmasked Estep Score: -1358137.250000 Penalty: 3115.773193 Iteration 22Q: 3 clusters Score -1358137 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3396 members Mstep: Class 2 contains 11178 members Entering Unmasked Estep Score: -1358149.125000 Penalty: 3115.773193 Iteration 23Q: 3 clusters Score -1358149 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3342 members Mstep: Class 2 contains 11232 members Entering Unmasked Estep Score: -1358163.125000 Penalty: 3115.773193 Iteration 24Q: 3 clusters Score -1358163 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3286 members Mstep: Class 2 contains 11288 members Entering Unmasked Estep Score: -1358179.250000 Penalty: 3115.773193 Iteration 25Q: 3 clusters Score -1358179 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3226 members Mstep: Class 2 contains 11348 members Entering Unmasked Estep Score: -1358194.500000 Penalty: 3115.773193 Iteration 26Q: 3 clusters Score -1358194 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3175 members Mstep: Class 2 contains 11399 members Entering Unmasked Estep Score: -1358210.750000 Penalty: 3115.773193 Iteration 27Q: 3 clusters Score -1358211 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3126 members Mstep: Class 2 contains 11448 members Entering Unmasked Estep Score: -1358222.875000 Penalty: 3115.773193 Iteration 28Q: 3 clusters Score -1358223 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3087 members Mstep: Class 2 contains 11487 members Entering Unmasked Estep Score: -1358231.625000 Penalty: 3115.773193 Iteration 29Q: 3 clusters Score -1358232 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3036 members Mstep: Class 2 contains 11538 members Entering Unmasked Estep Score: -1358250.000000 Penalty: 3115.773193 Iteration 30Q: 3 clusters Score -1358250 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2973 members Mstep: Class 2 contains 11601 members Entering Unmasked Estep Score: -1358269.000000 Penalty: 3115.773193 Iteration 31Q: 3 clusters Score -1358269 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 11675 members Entering Unmasked Estep Score: -1358297.375000 Penalty: 3115.773193 Iteration 32Q: 3 clusters Score -1358297 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2839 members Mstep: Class 2 contains 11735 members Entering Unmasked Estep Score: -1358321.250000 Penalty: 3115.773193 Iteration 33Q: 3 clusters Score -1358321 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2778 members Mstep: Class 2 contains 11796 members Entering Unmasked Estep Score: -1358346.750000 Penalty: 3115.773193 Iteration 34Q: 3 clusters Score -1358347 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 11861 members Entering Unmasked Estep Score: -1358369.250000 Penalty: 3115.773193 Iteration 35Q: 3 clusters Score -1358369 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2643 members Mstep: Class 2 contains 11931 members Entering Unmasked Estep Score: -1358398.000000 Penalty: 3115.773193 Iteration 36Q: 3 clusters Score -1358398 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2582 members Mstep: Class 2 contains 11992 members Entering Unmasked Estep Score: -1358423.875000 Penalty: 3115.773193 Iteration 37Q: 3 clusters Score -1358424 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2530 members Mstep: Class 2 contains 12044 members Entering Unmasked Estep Score: -1358442.125000 Penalty: 3115.773193 Iteration 38Q: 3 clusters Score -1358442 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 12096 members Entering Unmasked Estep Score: -1358458.625000 Penalty: 3115.773193 Iteration 39Q: 3 clusters Score -1358459 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2429 members Mstep: Class 2 contains 12145 members Entering Unmasked Estep Score: -1358481.000000 Penalty: 3115.773193 Iteration 40F: 3 clusters Score -1358481 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2387 members Mstep: Class 2 contains 12187 members Entering Unmasked Estep Score: -1358491.750000 Penalty: 3115.773193 Iteration 41Q: 3 clusters Score -1358492 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 12228 members Entering Unmasked Estep Score: -1358500.375000 Penalty: 3115.773193 Iteration 42Q: 3 clusters Score -1358500 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 12270 members Entering Unmasked Estep Score: -1358514.250000 Penalty: 3115.773193 Iteration 43Q: 3 clusters Score -1358514 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 12305 members Entering Unmasked Estep Score: -1358521.500000 Penalty: 3115.773193 Iteration 44Q: 3 clusters Score -1358522 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 12335 members Entering Unmasked Estep Score: -1358531.750000 Penalty: 3115.773193 Iteration 45Q: 3 clusters Score -1358532 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 12360 members Entering Unmasked Estep Score: -1358536.625000 Penalty: 3115.773193 Iteration 46Q: 3 clusters Score -1358537 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 12388 members Entering Unmasked Estep Score: -1358543.000000 Penalty: 3115.773193 Iteration 47Q: 3 clusters Score -1358543 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 12409 members Entering Unmasked Estep Score: -1358548.375000 Penalty: 3115.773193 Iteration 48Q: 3 clusters Score -1358548 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 12422 members Entering Unmasked Estep Score: -1358549.250000 Penalty: 3115.773193 Iteration 49Q: 3 clusters Score -1358549 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 12439 members Entering Unmasked Estep Score: -1358554.375000 Penalty: 3115.773193 Iteration 50Q: 3 clusters Score -1358554 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 12458 members Entering Unmasked Estep Score: -1358554.250000 Penalty: 3115.773193 Iteration 51Q: 3 clusters Score -1358554 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 12479 members Entering Unmasked Estep Score: -1358561.000000 Penalty: 3115.773193 Iteration 52Q: 3 clusters Score -1358561 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 12493 members Entering Unmasked Estep Score: -1358565.250000 Penalty: 3115.773193 Iteration 53Q: 3 clusters Score -1358565 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 12503 members Entering Unmasked Estep Score: -1358567.875000 Penalty: 3115.773193 Iteration 54Q: 3 clusters Score -1358568 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 12507 members Entering Unmasked Estep Score: -1358569.500000 Penalty: 3115.773193 Iteration 55Q: 3 clusters Score -1358570 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 12519 members Entering Unmasked Estep Score: -1358572.250000 Penalty: 3115.773193 Iteration 56Q: 3 clusters Score -1358572 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 12532 members Entering Unmasked Estep Score: -1358574.500000 Penalty: 3115.773193 Iteration 57Q: 3 clusters Score -1358574 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 12546 members Entering Unmasked Estep Score: -1358577.375000 Penalty: 3115.773193 Iteration 58Q: 3 clusters Score -1358577 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 12554 members Entering Unmasked Estep Score: -1358581.125000 Penalty: 3115.773193 Iteration 59Q: 3 clusters Score -1358581 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 12559 members Entering Unmasked Estep Score: -1358583.125000 Penalty: 3115.773193 Iteration 60F: 3 clusters Score -1358583 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 12564 members Entering Unmasked Estep Score: -1358580.500000 Penalty: 3115.773193 Iteration 61Q: 3 clusters Score -1358580 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 12569 members Entering Unmasked Estep Score: -1358581.500000 Penalty: 3115.773193 Iteration 62Q: 3 clusters Score -1358582 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 12573 members Entering Unmasked Estep Score: -1358581.875000 Penalty: 3115.773193 Iteration 63Q: 3 clusters Score -1358582 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 12575 members Entering Unmasked Estep Score: -1358583.750000 Penalty: 3115.773193 Iteration 64Q: 3 clusters Score -1358584 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 12577 members Entering Unmasked Estep Score: -1358581.750000 Penalty: 3115.773193 Iteration 65Q: 3 clusters Score -1358582 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Mstep: Class 2 contains 12579 members Entering Unmasked Estep Score: -1358585.500000 Penalty: 3115.773193 Iteration 66Q: 3 clusters Score -1358586 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 12587 members Entering Unmasked Estep Score: -1358587.125000 Penalty: 3115.773193 Iteration 67Q: 3 clusters Score -1358587 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 12594 members Entering Unmasked Estep Score: -1358589.375000 Penalty: 3115.773193 Iteration 68Q: 3 clusters Score -1358589 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 12601 members Entering Unmasked Estep Score: -1358584.625000 Penalty: 3115.773193 Iteration 69Q: 3 clusters Score -1358585 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 12605 members Entering Unmasked Estep Score: -1358586.250000 Penalty: 3115.773193 Iteration 70Q: 3 clusters Score -1358586 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 12609 members Entering Unmasked Estep Score: -1358587.125000 Penalty: 3115.773193 Iteration 71Q: 3 clusters Score -1358587 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 12615 members Entering Unmasked Estep Score: -1358587.375000 Penalty: 3115.773193 Iteration 72Q: 3 clusters Score -1358587 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 12620 members Entering Unmasked Estep Score: -1358590.625000 Penalty: 3115.773193 Iteration 73Q: 3 clusters Score -1358591 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 12627 members Entering Unmasked Estep Score: -1358590.125000 Penalty: 3115.773193 Iteration 74Q: 3 clusters Score -1358590 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 12632 members Entering Unmasked Estep Score: -1358589.875000 Penalty: 3115.773193 Iteration 75Q: 3 clusters Score -1358590 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 12637 members Entering Unmasked Estep Score: -1358591.875000 Penalty: 3115.773193 Iteration 76Q: 3 clusters Score -1358592 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 12639 members Entering Unmasked Estep Score: -1358591.750000 Penalty: 3115.773193 Iteration 77Q: 3 clusters Score -1358592 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 12642 members Entering Unmasked Estep Score: -1358593.500000 Penalty: 3115.773193 Iteration 78Q: 3 clusters Score -1358594 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 12645 members Entering Unmasked Estep Score: -1358592.625000 Penalty: 3115.773193 Iteration 79Q: 3 clusters Score -1358593 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 12647 members Entering Unmasked Estep Score: -1358596.250000 Penalty: 3115.773193 Iteration 80F: 3 clusters Score -1358596 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 12654 members Entering Unmasked Estep Score: -1358598.000000 Penalty: 3115.773193 Iteration 81Q: 3 clusters Score -1358598 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 12659 members Entering Unmasked Estep Score: -1358596.625000 Penalty: 3115.773193 Iteration 82Q: 3 clusters Score -1358597 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 12662 members Entering Unmasked Estep Score: -1358594.875000 Penalty: 3115.773193 Iteration 83Q: 3 clusters Score -1358595 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 12666 members Entering Unmasked Estep Score: -1358595.875000 Penalty: 3115.773193 Iteration 84Q: 3 clusters Score -1358596 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 12668 members Entering Unmasked Estep Score: -1358598.750000 Penalty: 3115.773193 Iteration 85Q: 3 clusters Score -1358599 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 12672 members Entering Unmasked Estep Score: -1358599.375000 Penalty: 3115.773193 Iteration 86Q: 3 clusters Score -1358599 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 12675 members Entering Unmasked Estep Score: -1358597.875000 Penalty: 3115.773193 Iteration 87Q: 3 clusters Score -1358598 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 12679 members Entering Unmasked Estep Score: -1358600.375000 Penalty: 3115.773193 Iteration 88Q: 3 clusters Score -1358600 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 12681 members Entering Unmasked Estep Score: -1358599.875000 Penalty: 3115.773193 Iteration 89Q: 3 clusters Score -1358600 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 12682 members Entering Unmasked Estep Score: -1358599.250000 Penalty: 3115.773193 Iteration 90Q: 3 clusters Score -1358599 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 12684 members Entering Unmasked Estep Score: -1358599.500000 Penalty: 3115.773193 Iteration 91Q: 3 clusters Score -1358600 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 12687 members Entering Unmasked Estep Score: -1358601.125000 Penalty: 3115.773193 Iteration 92Q: 3 clusters Score -1358601 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 12688 members Entering Unmasked Estep Score: -1358602.500000 Penalty: 3115.773193 Iteration 93Q: 3 clusters Score -1358602 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 12689 members Entering Unmasked Estep Score: -1358603.000000 Penalty: 3115.773193 Iteration 94Q: 3 clusters Score -1358603 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 12689 members Entering Unmasked Estep Score: -1358603.000000 Penalty: 3115.773193 Iteration 95F: 3 clusters Score -1358603 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (34400 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34400 members Entering Unmasked Estep Score: -3299409.750000 Penalty: 1697.444458 Iteration 0F: 2 clusters Score -3299410 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17228 members Mstep: Class 2 contains 17172 members Entering Unmasked Estep Score: -3276211.500000 Penalty: 3394.888916 Iteration 0F: 3 clusters Score -3276212 nChanged 16017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17295 members Mstep: Class 2 contains 17105 members Entering Unmasked Estep Score: -3285084.000000 Penalty: 3394.888916 Iteration 1F: 3 clusters Score -3285084 nChanged 1367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17276 members Mstep: Class 2 contains 17124 members Entering Unmasked Estep Score: -3285493.250000 Penalty: 3394.888916 Iteration 2Q: 3 clusters Score -3285493 nChanged 1332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17304 members Mstep: Class 2 contains 17096 members Entering Unmasked Estep Score: -3285891.750000 Penalty: 3394.888916 Iteration 3Q: 3 clusters Score -3285892 nChanged 1355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17283 members Mstep: Class 2 contains 17117 members Entering Unmasked Estep Score: -3286314.500000 Penalty: 3394.888916 Iteration 4Q: 3 clusters Score -3286314 nChanged 1309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17264 members Mstep: Class 2 contains 17136 members Entering Unmasked Estep Score: -3286727.250000 Penalty: 3394.888916 Iteration 5Q: 3 clusters Score -3286727 nChanged 1312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17246 members Mstep: Class 2 contains 17154 members Entering Unmasked Estep Score: -3287187.250000 Penalty: 3394.888916 Iteration 6Q: 3 clusters Score -3287187 nChanged 1395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17183 members Mstep: Class 2 contains 17217 members Entering Unmasked Estep Score: -3287723.750000 Penalty: 3394.888916 Iteration 7Q: 3 clusters Score -3287724 nChanged 1423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17128 members Mstep: Class 2 contains 17272 members Entering Unmasked Estep Score: -3288321.000000 Penalty: 3394.888916 Iteration 8Q: 3 clusters Score -3288321 nChanged 1526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17022 members Mstep: Class 2 contains 17378 members Entering Unmasked Estep Score: -3289108.500000 Penalty: 3394.888916 Iteration 9Q: 3 clusters Score -3289108 nChanged 1646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16842 members Mstep: Class 2 contains 17558 members Entering Unmasked Estep Score: -3290034.750000 Penalty: 3394.888916 Iteration 10Q: 3 clusters Score -3290035 nChanged 1705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16619 members Mstep: Class 2 contains 17781 members Entering Unmasked Estep Score: -3291149.500000 Penalty: 3394.888916 Iteration 11Q: 3 clusters Score -3291150 nChanged 1712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16359 members Mstep: Class 2 contains 18041 members Entering Unmasked Estep Score: -3292165.500000 Penalty: 3394.888916 Iteration 12Q: 3 clusters Score -3292166 nChanged 1423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16164 members Mstep: Class 2 contains 18236 members Entering Unmasked Estep Score: -3292869.000000 Penalty: 3394.888916 Iteration 13Q: 3 clusters Score -3292869 nChanged 1103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16025 members Mstep: Class 2 contains 18375 members Entering Unmasked Estep Score: -3293273.000000 Penalty: 3394.888916 Iteration 14Q: 3 clusters Score -3293273 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15878 members Mstep: Class 2 contains 18522 members Entering Unmasked Estep Score: -3293476.500000 Penalty: 3394.888916 Iteration 15Q: 3 clusters Score -3293476 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15750 members Mstep: Class 2 contains 18650 members Entering Unmasked Estep Score: -3293597.000000 Penalty: 3394.888916 Iteration 16Q: 3 clusters Score -3293597 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15621 members Mstep: Class 2 contains 18779 members Entering Unmasked Estep Score: -3293700.750000 Penalty: 3394.888916 Iteration 17Q: 3 clusters Score -3293701 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15491 members Mstep: Class 2 contains 18909 members Entering Unmasked Estep Score: -3293788.250000 Penalty: 3394.888916 Iteration 18Q: 3 clusters Score -3293788 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15352 members Mstep: Class 2 contains 19048 members Entering Unmasked Estep Score: -3293898.000000 Penalty: 3394.888916 Iteration 19Q: 3 clusters Score -3293898 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15190 members Mstep: Class 2 contains 19210 members Entering Unmasked Estep Score: -3293985.250000 Penalty: 3394.888916 Iteration 20F: 3 clusters Score -3293985 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15024 members Mstep: Class 2 contains 19376 members Entering Unmasked Estep Score: -3294082.250000 Penalty: 3394.888916 Iteration 21Q: 3 clusters Score -3294082 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14866 members Mstep: Class 2 contains 19534 members Entering Unmasked Estep Score: -3294155.750000 Penalty: 3394.888916 Iteration 22Q: 3 clusters Score -3294156 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14716 members Mstep: Class 2 contains 19684 members Entering Unmasked Estep Score: -3294252.750000 Penalty: 3394.888916 Iteration 23Q: 3 clusters Score -3294253 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14570 members Mstep: Class 2 contains 19830 members Entering Unmasked Estep Score: -3294303.500000 Penalty: 3394.888916 Iteration 24Q: 3 clusters Score -3294304 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14419 members Mstep: Class 2 contains 19981 members Entering Unmasked Estep Score: -3294361.500000 Penalty: 3394.888916 Iteration 25Q: 3 clusters Score -3294362 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14280 members Mstep: Class 2 contains 20120 members Entering Unmasked Estep Score: -3294378.000000 Penalty: 3394.888916 Iteration 26Q: 3 clusters Score -3294378 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14136 members Mstep: Class 2 contains 20264 members Entering Unmasked Estep Score: -3294415.500000 Penalty: 3394.888916 Iteration 27Q: 3 clusters Score -3294416 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14006 members Mstep: Class 2 contains 20394 members Entering Unmasked Estep Score: -3294444.750000 Penalty: 3394.888916 Iteration 28Q: 3 clusters Score -3294445 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13864 members Mstep: Class 2 contains 20536 members Entering Unmasked Estep Score: -3294475.000000 Penalty: 3394.888916 Iteration 29Q: 3 clusters Score -3294475 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13733 members Mstep: Class 2 contains 20667 members Entering Unmasked Estep Score: -3294504.250000 Penalty: 3394.888916 Iteration 30Q: 3 clusters Score -3294504 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13598 members Mstep: Class 2 contains 20802 members Entering Unmasked Estep Score: -3294535.750000 Penalty: 3394.888916 Iteration 31Q: 3 clusters Score -3294536 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13463 members Mstep: Class 2 contains 20937 members Entering Unmasked Estep Score: -3294565.000000 Penalty: 3394.888916 Iteration 32Q: 3 clusters Score -3294565 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13318 members Mstep: Class 2 contains 21082 members Entering Unmasked Estep Score: -3294603.750000 Penalty: 3394.888916 Iteration 33Q: 3 clusters Score -3294604 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13187 members Mstep: Class 2 contains 21213 members Entering Unmasked Estep Score: -3294641.750000 Penalty: 3394.888916 Iteration 34Q: 3 clusters Score -3294642 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13036 members Mstep: Class 2 contains 21364 members Entering Unmasked Estep Score: -3294662.250000 Penalty: 3394.888916 Iteration 35Q: 3 clusters Score -3294662 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12875 members Mstep: Class 2 contains 21525 members Entering Unmasked Estep Score: -3294694.750000 Penalty: 3394.888916 Iteration 36Q: 3 clusters Score -3294695 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12711 members Mstep: Class 2 contains 21689 members Entering Unmasked Estep Score: -3294721.000000 Penalty: 3394.888916 Iteration 37Q: 3 clusters Score -3294721 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12556 members Mstep: Class 2 contains 21844 members Entering Unmasked Estep Score: -3294755.000000 Penalty: 3394.888916 Iteration 38Q: 3 clusters Score -3294755 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12368 members Mstep: Class 2 contains 22032 members Entering Unmasked Estep Score: -3294798.500000 Penalty: 3394.888916 Iteration 39Q: 3 clusters Score -3294798 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12192 members Mstep: Class 2 contains 22208 members Entering Unmasked Estep Score: -3294827.250000 Penalty: 3394.888916 Iteration 40F: 3 clusters Score -3294827 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12003 members Mstep: Class 2 contains 22397 members Entering Unmasked Estep Score: -3294871.750000 Penalty: 3394.888916 Iteration 41Q: 3 clusters Score -3294872 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11832 members Mstep: Class 2 contains 22568 members Entering Unmasked Estep Score: -3294915.000000 Penalty: 3394.888916 Iteration 42Q: 3 clusters Score -3294915 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11647 members Mstep: Class 2 contains 22753 members Entering Unmasked Estep Score: -3294951.500000 Penalty: 3394.888916 Iteration 43Q: 3 clusters Score -3294952 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11480 members Mstep: Class 2 contains 22920 members Entering Unmasked Estep Score: -3294970.750000 Penalty: 3394.888916 Iteration 44Q: 3 clusters Score -3294971 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11298 members Mstep: Class 2 contains 23102 members Entering Unmasked Estep Score: -3295003.500000 Penalty: 3394.888916 Iteration 45Q: 3 clusters Score -3295004 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11110 members Mstep: Class 2 contains 23290 members Entering Unmasked Estep Score: -3295041.500000 Penalty: 3394.888916 Iteration 46Q: 3 clusters Score -3295042 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10922 members Mstep: Class 2 contains 23478 members Entering Unmasked Estep Score: -3295066.000000 Penalty: 3394.888916 Iteration 47Q: 3 clusters Score -3295066 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10705 members Mstep: Class 2 contains 23695 members Entering Unmasked Estep Score: -3295104.750000 Penalty: 3394.888916 Iteration 48Q: 3 clusters Score -3295105 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10474 members Mstep: Class 2 contains 23926 members Entering Unmasked Estep Score: -3295138.750000 Penalty: 3394.888916 Iteration 49Q: 3 clusters Score -3295139 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10240 members Mstep: Class 2 contains 24160 members Entering Unmasked Estep Score: -3295189.750000 Penalty: 3394.888916 Iteration 50Q: 3 clusters Score -3295190 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10000 members Mstep: Class 2 contains 24400 members Entering Unmasked Estep Score: -3295255.000000 Penalty: 3394.888916 Iteration 51Q: 3 clusters Score -3295255 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9751 members Mstep: Class 2 contains 24649 members Entering Unmasked Estep Score: -3295307.250000 Penalty: 3394.888916 Iteration 52Q: 3 clusters Score -3295307 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9514 members Mstep: Class 2 contains 24886 members Entering Unmasked Estep Score: -3295365.000000 Penalty: 3394.888916 Iteration 53Q: 3 clusters Score -3295365 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9305 members Mstep: Class 2 contains 25095 members Entering Unmasked Estep Score: -3295396.500000 Penalty: 3394.888916 Iteration 54Q: 3 clusters Score -3295396 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9102 members Mstep: Class 2 contains 25298 members Entering Unmasked Estep Score: -3295427.750000 Penalty: 3394.888916 Iteration 55Q: 3 clusters Score -3295428 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8902 members Mstep: Class 2 contains 25498 members Entering Unmasked Estep Score: -3295454.250000 Penalty: 3394.888916 Iteration 56Q: 3 clusters Score -3295454 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8695 members Mstep: Class 2 contains 25705 members Entering Unmasked Estep Score: -3295483.250000 Penalty: 3394.888916 Iteration 57Q: 3 clusters Score -3295483 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8488 members Mstep: Class 2 contains 25912 members Entering Unmasked Estep Score: -3295538.250000 Penalty: 3394.888916 Iteration 58Q: 3 clusters Score -3295538 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8269 members Mstep: Class 2 contains 26131 members Entering Unmasked Estep Score: -3295574.250000 Penalty: 3394.888916 Iteration 59Q: 3 clusters Score -3295574 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8062 members Mstep: Class 2 contains 26338 members Entering Unmasked Estep Score: -3295615.250000 Penalty: 3394.888916 Iteration 60F: 3 clusters Score -3295615 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7861 members Mstep: Class 2 contains 26539 members Entering Unmasked Estep Score: -3295658.000000 Penalty: 3394.888916 Iteration 61Q: 3 clusters Score -3295658 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7642 members Mstep: Class 2 contains 26758 members Entering Unmasked Estep Score: -3295707.250000 Penalty: 3394.888916 Iteration 62Q: 3 clusters Score -3295707 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7423 members Mstep: Class 2 contains 26977 members Entering Unmasked Estep Score: -3295747.000000 Penalty: 3394.888916 Iteration 63Q: 3 clusters Score -3295747 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7168 members Mstep: Class 2 contains 27232 members Entering Unmasked Estep Score: -3295794.000000 Penalty: 3394.888916 Iteration 64Q: 3 clusters Score -3295794 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6906 members Mstep: Class 2 contains 27494 members Entering Unmasked Estep Score: -3295868.750000 Penalty: 3394.888916 Iteration 65Q: 3 clusters Score -3295869 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6671 members Mstep: Class 2 contains 27729 members Entering Unmasked Estep Score: -3295905.750000 Penalty: 3394.888916 Iteration 66Q: 3 clusters Score -3295906 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6414 members Mstep: Class 2 contains 27986 members Entering Unmasked Estep Score: -3295956.250000 Penalty: 3394.888916 Iteration 67Q: 3 clusters Score -3295956 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6155 members Mstep: Class 2 contains 28245 members Entering Unmasked Estep Score: -3296015.750000 Penalty: 3394.888916 Iteration 68Q: 3 clusters Score -3296016 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5882 members Mstep: Class 2 contains 28518 members Entering Unmasked Estep Score: -3296086.750000 Penalty: 3394.888916 Iteration 69Q: 3 clusters Score -3296087 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5583 members Mstep: Class 2 contains 28817 members Entering Unmasked Estep Score: -3296174.750000 Penalty: 3394.888916 Iteration 70Q: 3 clusters Score -3296175 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5301 members Mstep: Class 2 contains 29099 members Entering Unmasked Estep Score: -3296261.250000 Penalty: 3394.888916 Iteration 71Q: 3 clusters Score -3296261 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5008 members Mstep: Class 2 contains 29392 members Entering Unmasked Estep Score: -3296353.750000 Penalty: 3394.888916 Iteration 72Q: 3 clusters Score -3296354 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4728 members Mstep: Class 2 contains 29672 members Entering Unmasked Estep Score: -3296460.000000 Penalty: 3394.888916 Iteration 73Q: 3 clusters Score -3296460 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4442 members Mstep: Class 2 contains 29958 members Entering Unmasked Estep Score: -3296543.750000 Penalty: 3394.888916 Iteration 74Q: 3 clusters Score -3296544 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4157 members Mstep: Class 2 contains 30243 members Entering Unmasked Estep Score: -3296651.750000 Penalty: 3394.888916 Iteration 75Q: 3 clusters Score -3296652 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3870 members Mstep: Class 2 contains 30530 members Entering Unmasked Estep Score: -3296760.250000 Penalty: 3394.888916 Iteration 76Q: 3 clusters Score -3296760 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3565 members Mstep: Class 2 contains 30835 members Entering Unmasked Estep Score: -3296887.750000 Penalty: 3394.888916 Iteration 77Q: 3 clusters Score -3296888 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3290 members Mstep: Class 2 contains 31110 members Entering Unmasked Estep Score: -3296989.250000 Penalty: 3394.888916 Iteration 78Q: 3 clusters Score -3296989 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3027 members Mstep: Class 2 contains 31373 members Entering Unmasked Estep Score: -3297110.000000 Penalty: 3394.888916 Iteration 79Q: 3 clusters Score -3297110 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2809 members Mstep: Class 2 contains 31591 members Entering Unmasked Estep Score: -3297190.500000 Penalty: 3394.888916 Iteration 80F: 3 clusters Score -3297190 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2612 members Mstep: Class 2 contains 31788 members Entering Unmasked Estep Score: -3297272.500000 Penalty: 3394.888916 Iteration 81Q: 3 clusters Score -3297272 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 31976 members Entering Unmasked Estep Score: -3297327.500000 Penalty: 3394.888916 Iteration 82Q: 3 clusters Score -3297328 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 32162 members Entering Unmasked Estep Score: -3297408.750000 Penalty: 3394.888916 Iteration 83Q: 3 clusters Score -3297409 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 32334 members Entering Unmasked Estep Score: -3297478.000000 Penalty: 3394.888916 Iteration 84Q: 3 clusters Score -3297478 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 32487 members Entering Unmasked Estep Score: -3297554.000000 Penalty: 3394.888916 Iteration 85Q: 3 clusters Score -3297554 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 32624 members Entering Unmasked Estep Score: -3297606.500000 Penalty: 3394.888916 Iteration 86Q: 3 clusters Score -3297606 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 32748 members Entering Unmasked Estep Score: -3297637.000000 Penalty: 3394.888916 Iteration 87Q: 3 clusters Score -3297637 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 32839 members Entering Unmasked Estep Score: -3297664.000000 Penalty: 3394.888916 Iteration 88Q: 3 clusters Score -3297664 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 32922 members Entering Unmasked Estep Score: -3297699.250000 Penalty: 3394.888916 Iteration 89Q: 3 clusters Score -3297699 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 33003 members Entering Unmasked Estep Score: -3297733.000000 Penalty: 3394.888916 Iteration 90Q: 3 clusters Score -3297733 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 33065 members Entering Unmasked Estep Score: -3297752.000000 Penalty: 3394.888916 Iteration 91Q: 3 clusters Score -3297752 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 33135 members Entering Unmasked Estep Score: -3297784.750000 Penalty: 3394.888916 Iteration 92Q: 3 clusters Score -3297785 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 33207 members Entering Unmasked Estep Score: -3297814.500000 Penalty: 3394.888916 Iteration 93Q: 3 clusters Score -3297814 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 33266 members Entering Unmasked Estep Score: -3297837.500000 Penalty: 3394.888916 Iteration 94Q: 3 clusters Score -3297838 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 33331 members Entering Unmasked Estep Score: -3297877.000000 Penalty: 3394.888916 Iteration 95Q: 3 clusters Score -3297877 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 33387 members Entering Unmasked Estep Score: -3297897.500000 Penalty: 3394.888916 Iteration 96Q: 3 clusters Score -3297898 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 33432 members Entering Unmasked Estep Score: -3297909.000000 Penalty: 3394.888916 Iteration 97Q: 3 clusters Score -3297909 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 33466 members Entering Unmasked Estep Score: -3297921.750000 Penalty: 3394.888916 Iteration 98Q: 3 clusters Score -3297922 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 33485 members Entering Unmasked Estep Score: -3297935.500000 Penalty: 3394.888916 Iteration 99Q: 3 clusters Score -3297936 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 33508 members Entering Unmasked Estep Score: -3297954.750000 Penalty: 3394.888916 Iteration 100F: 3 clusters Score -3297955 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 33538 members Entering Unmasked Estep Score: -3297965.500000 Penalty: 3394.888916 Iteration 101Q: 3 clusters Score -3297966 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 33561 members Entering Unmasked Estep Score: -3297972.500000 Penalty: 3394.888916 Iteration 102Q: 3 clusters Score -3297972 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 33574 members Entering Unmasked Estep Score: -3297975.250000 Penalty: 3394.888916 Iteration 103Q: 3 clusters Score -3297975 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 33593 members Entering Unmasked Estep Score: -3297990.250000 Penalty: 3394.888916 Iteration 104Q: 3 clusters Score -3297990 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 33606 members Entering Unmasked Estep Score: -3297990.750000 Penalty: 3394.888916 Iteration 105Q: 3 clusters Score -3297991 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 33615 members Entering Unmasked Estep Score: -3297993.000000 Penalty: 3394.888916 Iteration 106Q: 3 clusters Score -3297993 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 33621 members Entering Unmasked Estep Score: -3297996.500000 Penalty: 3394.888916 Iteration 107Q: 3 clusters Score -3297996 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 33629 members Entering Unmasked Estep Score: -3298003.000000 Penalty: 3394.888916 Iteration 108Q: 3 clusters Score -3298003 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 33637 members Entering Unmasked Estep Score: -3298013.000000 Penalty: 3394.888916 Iteration 109Q: 3 clusters Score -3298013 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 33643 members Entering Unmasked Estep Score: -3298009.500000 Penalty: 3394.888916 Iteration 110Q: 3 clusters Score -3298010 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 33647 members Entering Unmasked Estep Score: -3298013.000000 Penalty: 3394.888916 Iteration 111Q: 3 clusters Score -3298013 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 33650 members Entering Unmasked Estep Score: -3298016.250000 Penalty: 3394.888916 Iteration 112Q: 3 clusters Score -3298016 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 33652 members Entering Unmasked Estep Score: -3298015.250000 Penalty: 3394.888916 Iteration 113Q: 3 clusters Score -3298015 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 33654 members Entering Unmasked Estep Score: -3298015.000000 Penalty: 3394.888916 Iteration 114Q: 3 clusters Score -3298015 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 33657 members Entering Unmasked Estep Score: -3298017.250000 Penalty: 3394.888916 Iteration 115Q: 3 clusters Score -3298017 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 33660 members Entering Unmasked Estep Score: -3298017.750000 Penalty: 3394.888916 Iteration 116Q: 3 clusters Score -3298018 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 33661 members Entering Unmasked Estep Score: -3298018.000000 Penalty: 3394.888916 Iteration 117Q: 3 clusters Score -3298018 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 33662 members Entering Unmasked Estep Score: -3298019.250000 Penalty: 3394.888916 Iteration 118Q: 3 clusters Score -3298019 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 33663 members Entering Unmasked Estep Score: -3298018.750000 Penalty: 3394.888916 Iteration 119Q: 3 clusters Score -3298019 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 33665 members Entering Unmasked Estep Score: -3298020.500000 Penalty: 3394.888916 Iteration 120F: 3 clusters Score -3298020 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (327 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Entering Unmasked Estep Score: -27809.710938 Penalty: 940.868591 Iteration 0F: 2 clusters Score -27809.71 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -26904.660156 Penalty: 1881.737183 Iteration 0F: 3 clusters Score -26904.66 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -27028.386719 Penalty: 1881.737183 Iteration 1F: 3 clusters Score -27028.39 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -27108.941406 Penalty: 1881.737183 Iteration 2F: 3 clusters Score -27108.94 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -27152.837891 Penalty: 1881.737183 Iteration 3Q: 3 clusters Score -27152.84 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -27171.845703 Penalty: 1881.737183 Iteration 4Q: 3 clusters Score -27171.85 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -27184.781250 Penalty: 1881.737183 Iteration 5Q: 3 clusters Score -27184.78 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -27186.587891 Penalty: 1881.737183 Iteration 6Q: 3 clusters Score -27186.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -27190.337891 Penalty: 1881.737183 Iteration 7Q: 3 clusters Score -27190.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -27195.550781 Penalty: 1881.737183 Iteration 8Q: 3 clusters Score -27195.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -27199.949219 Penalty: 1881.737183 Iteration 9Q: 3 clusters Score -27199.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -27202.886719 Penalty: 1881.737183 Iteration 10Q: 3 clusters Score -27202.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -27204.154297 Penalty: 1881.737183 Iteration 11Q: 3 clusters Score -27204.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -27204.154297 Penalty: 1881.737183 Iteration 12F: 3 clusters Score -27204.15 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (142132 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142132 members Entering Unmasked Estep Score: -14153580.000000 Penalty: 1927.983154 Iteration 0F: 2 clusters Score -1.415358e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71163 members Mstep: Class 2 contains 70969 members Entering Unmasked Estep Score: -14058856.000000 Penalty: 3855.966309 Iteration 0F: 3 clusters Score -1.405886e+07 nChanged 68274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72889 members Mstep: Class 2 contains 69243 members Entering Unmasked Estep Score: -14098771.000000 Penalty: 3855.966309 Iteration 1F: 3 clusters Score -1.409877e+07 nChanged 4217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74142 members Mstep: Class 2 contains 67990 members Entering Unmasked Estep Score: -14099708.000000 Penalty: 3855.966309 Iteration 2Q: 3 clusters Score -1.409971e+07 nChanged 4622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76178 members Mstep: Class 2 contains 65954 members Entering Unmasked Estep Score: -14100922.000000 Penalty: 3855.966309 Iteration 3Q: 3 clusters Score -1.410092e+07 nChanged 5227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79293 members Mstep: Class 2 contains 62839 members Entering Unmasked Estep Score: -14102525.000000 Penalty: 3855.966309 Iteration 4Q: 3 clusters Score -1.410252e+07 nChanged 6187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84126 members Mstep: Class 2 contains 58006 members Entering Unmasked Estep Score: -14105050.000000 Penalty: 3855.966309 Iteration 5Q: 3 clusters Score -1.410505e+07 nChanged 7692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91086 members Mstep: Class 2 contains 51046 members Entering Unmasked Estep Score: -14109121.000000 Penalty: 3855.966309 Iteration 6F: 3 clusters Score -1.410912e+07 nChanged 9595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100351 members Mstep: Class 2 contains 41781 members Entering Unmasked Estep Score: -14115320.000000 Penalty: 3855.966309 Iteration 7F: 3 clusters Score -1.411532e+07 nChanged 11476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111723 members Mstep: Class 2 contains 30409 members Entering Unmasked Estep Score: -14124382.000000 Penalty: 3855.966309 Iteration 8F: 3 clusters Score -1.412438e+07 nChanged 11530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123221 members Mstep: Class 2 contains 18911 members Entering Unmasked Estep Score: -14134607.000000 Penalty: 3855.966309 Iteration 9F: 3 clusters Score -1.413461e+07 nChanged 9286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132501 members Mstep: Class 2 contains 9631 members Entering Unmasked Estep Score: -14143274.000000 Penalty: 3855.966309 Iteration 10F: 3 clusters Score -1.414327e+07 nChanged 5602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138103 members Mstep: Class 2 contains 4029 members Entering Unmasked Estep Score: -14148457.000000 Penalty: 3855.966309 Iteration 11Q: 3 clusters Score -1.414846e+07 nChanged 2503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140604 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -14150583.000000 Penalty: 3855.966309 Iteration 12Q: 3 clusters Score -1.415058e+07 nChanged 912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141516 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -14151364.000000 Penalty: 3855.966309 Iteration 13Q: 3 clusters Score -1.415136e+07 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141802 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -14151648.000000 Penalty: 3855.966309 Iteration 14Q: 3 clusters Score -1.415165e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141901 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -14151756.000000 Penalty: 3855.966309 Iteration 15Q: 3 clusters Score -1.415176e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141925 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -14151790.000000 Penalty: 3855.966309 Iteration 16Q: 3 clusters Score -1.415179e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141935 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -14151809.000000 Penalty: 3855.966309 Iteration 17Q: 3 clusters Score -1.415181e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141942 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -14151828.000000 Penalty: 3855.966309 Iteration 18Q: 3 clusters Score -1.415183e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141945 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -14151846.000000 Penalty: 3855.966309 Iteration 19Q: 3 clusters Score -1.415185e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141951 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -14151855.000000 Penalty: 3855.966309 Iteration 20F: 3 clusters Score -1.415186e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141957 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -14151885.000000 Penalty: 3855.966309 Iteration 21Q: 3 clusters Score -1.415188e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141961 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -14151906.000000 Penalty: 3855.966309 Iteration 22Q: 3 clusters Score -1.415191e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141960 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -14151919.000000 Penalty: 3855.966309 Iteration 23Q: 3 clusters Score -1.415192e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141961 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -14151918.000000 Penalty: 3855.966309 Iteration 24Q: 3 clusters Score -1.415192e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141962 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -14151913.000000 Penalty: 3855.966309 Iteration 25Q: 3 clusters Score -1.415191e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141963 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -14151922.000000 Penalty: 3855.966309 Iteration 26Q: 3 clusters Score -1.415192e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141963 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -14151932.000000 Penalty: 3855.966309 Iteration 27Q: 3 clusters Score -1.415193e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141964 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -14151929.000000 Penalty: 3855.966309 Iteration 28Q: 3 clusters Score -1.415193e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141964 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -14151929.000000 Penalty: 3855.966309 Iteration 29F: 3 clusters Score -1.415193e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (836 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Entering Unmasked Estep Score: -75146.750000 Penalty: 1093.402100 Iteration 0F: 2 clusters Score -75146.75 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -73829.382812 Penalty: 2186.804199 Iteration 0F: 3 clusters Score -73829.38 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -74127.304688 Penalty: 2186.804199 Iteration 1F: 3 clusters Score -74127.3 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -74278.320312 Penalty: 2186.804199 Iteration 2F: 3 clusters Score -74278.32 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -74401.671875 Penalty: 2186.804199 Iteration 3F: 3 clusters Score -74401.67 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -74483.085938 Penalty: 2186.804199 Iteration 4Q: 3 clusters Score -74483.09 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -74540.156250 Penalty: 2186.804199 Iteration 5Q: 3 clusters Score -74540.16 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -74590.851562 Penalty: 2186.804199 Iteration 6Q: 3 clusters Score -74590.85 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -74616.804688 Penalty: 2186.804199 Iteration 7Q: 3 clusters Score -74616.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -74625.382812 Penalty: 2186.804199 Iteration 8Q: 3 clusters Score -74625.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -74627.929688 Penalty: 2186.804199 Iteration 9Q: 3 clusters Score -74627.93 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -74629.656250 Penalty: 2186.804199 Iteration 10Q: 3 clusters Score -74629.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -74629.656250 Penalty: 2186.804199 Iteration 11F: 3 clusters Score -74629.66 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (2431 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2431 members Entering Unmasked Estep Score: -232765.453125 Penalty: 1266.859497 Iteration 0F: 2 clusters Score -232765.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -230375.687500 Penalty: 2533.718994 Iteration 0F: 3 clusters Score -230375.7 nChanged 893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -230917.109375 Penalty: 2533.718994 Iteration 1F: 3 clusters Score -230917.1 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -231045.218750 Penalty: 2533.718994 Iteration 2F: 3 clusters Score -231045.2 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -231136.218750 Penalty: 2533.718994 Iteration 3F: 3 clusters Score -231136.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -231189.703125 Penalty: 2533.718994 Iteration 4Q: 3 clusters Score -231189.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -231222.593750 Penalty: 2533.718994 Iteration 5Q: 3 clusters Score -231222.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -231244.750000 Penalty: 2533.718994 Iteration 6Q: 3 clusters Score -231244.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -231260.656250 Penalty: 2533.718994 Iteration 7Q: 3 clusters Score -231260.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -231273.421875 Penalty: 2533.718994 Iteration 8Q: 3 clusters Score -231273.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -231287.312500 Penalty: 2533.718994 Iteration 9Q: 3 clusters Score -231287.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -231298.546875 Penalty: 2533.718994 Iteration 10Q: 3 clusters Score -231298.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -231309.843750 Penalty: 2533.718994 Iteration 11Q: 3 clusters Score -231309.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -231322.625000 Penalty: 2533.718994 Iteration 12Q: 3 clusters Score -231322.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -231333.125000 Penalty: 2533.718994 Iteration 13Q: 3 clusters Score -231333.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -231349.140625 Penalty: 2533.718994 Iteration 14Q: 3 clusters Score -231349.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -231364.734375 Penalty: 2533.718994 Iteration 15Q: 3 clusters Score -231364.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -231375.203125 Penalty: 2533.718994 Iteration 16Q: 3 clusters Score -231375.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -231385.640625 Penalty: 2533.718994 Iteration 17Q: 3 clusters Score -231385.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -231391.046875 Penalty: 2533.718994 Iteration 18Q: 3 clusters Score -231391 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -231395.703125 Penalty: 2533.718994 Iteration 19Q: 3 clusters Score -231395.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -231401.656250 Penalty: 2533.718994 Iteration 20F: 3 clusters Score -231401.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -231406.640625 Penalty: 2533.718994 Iteration 21Q: 3 clusters Score -231406.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -231410.656250 Penalty: 2533.718994 Iteration 22Q: 3 clusters Score -231410.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -231416.343750 Penalty: 2533.718994 Iteration 23Q: 3 clusters Score -231416.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -231420.281250 Penalty: 2533.718994 Iteration 24Q: 3 clusters Score -231420.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -231424.890625 Penalty: 2533.718994 Iteration 25Q: 3 clusters Score -231424.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -231432.406250 Penalty: 2533.718994 Iteration 26Q: 3 clusters Score -231432.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -231439.765625 Penalty: 2533.718994 Iteration 27Q: 3 clusters Score -231439.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -231451.234375 Penalty: 2533.718994 Iteration 28Q: 3 clusters Score -231451.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -231460.078125 Penalty: 2533.718994 Iteration 29Q: 3 clusters Score -231460.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -231475.406250 Penalty: 2533.718994 Iteration 30Q: 3 clusters Score -231475.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -231484.218750 Penalty: 2533.718994 Iteration 31Q: 3 clusters Score -231484.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -231499.984375 Penalty: 2533.718994 Iteration 32Q: 3 clusters Score -231500 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -231511.500000 Penalty: 2533.718994 Iteration 33Q: 3 clusters Score -231511.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -231524.109375 Penalty: 2533.718994 Iteration 34Q: 3 clusters Score -231524.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -231532.218750 Penalty: 2533.718994 Iteration 35Q: 3 clusters Score -231532.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -231541.531250 Penalty: 2533.718994 Iteration 36Q: 3 clusters Score -231541.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -231549.312500 Penalty: 2533.718994 Iteration 37Q: 3 clusters Score -231549.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -231558.562500 Penalty: 2533.718994 Iteration 38Q: 3 clusters Score -231558.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -231567.734375 Penalty: 2533.718994 Iteration 39Q: 3 clusters Score -231567.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -231579.375000 Penalty: 2533.718994 Iteration 40F: 3 clusters Score -231579.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -231592.312500 Penalty: 2533.718994 Iteration 41Q: 3 clusters Score -231592.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -231599.656250 Penalty: 2533.718994 Iteration 42Q: 3 clusters Score -231599.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -231605.156250 Penalty: 2533.718994 Iteration 43Q: 3 clusters Score -231605.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -231610.328125 Penalty: 2533.718994 Iteration 44Q: 3 clusters Score -231610.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -231616.218750 Penalty: 2533.718994 Iteration 45Q: 3 clusters Score -231616.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -231619.531250 Penalty: 2533.718994 Iteration 46Q: 3 clusters Score -231619.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -231622.093750 Penalty: 2533.718994 Iteration 47Q: 3 clusters Score -231622.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -231623.265625 Penalty: 2533.718994 Iteration 48Q: 3 clusters Score -231623.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -231624.718750 Penalty: 2533.718994 Iteration 49Q: 3 clusters Score -231624.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -231625.843750 Penalty: 2533.718994 Iteration 50Q: 3 clusters Score -231625.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -231627.968750 Penalty: 2533.718994 Iteration 51Q: 3 clusters Score -231628 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -231631.093750 Penalty: 2533.718994 Iteration 52Q: 3 clusters Score -231631.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -231632.500000 Penalty: 2533.718994 Iteration 53Q: 3 clusters Score -231632.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -231633.390625 Penalty: 2533.718994 Iteration 54Q: 3 clusters Score -231633.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -231634.734375 Penalty: 2533.718994 Iteration 55Q: 3 clusters Score -231634.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -231634.875000 Penalty: 2533.718994 Iteration 56Q: 3 clusters Score -231634.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -231634.875000 Penalty: 2533.718994 Iteration 57F: 3 clusters Score -231634.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2965 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 8999 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1488 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2052 members Mstep: Class 12 contains 12648 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91872 members Mstep: Class 15 contains 6523 members Mstep: Class 16 contains 3032 members Mstep: Class 17 contains 318 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14574 members Mstep: Class 22 contains 34400 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142132 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2431 members Entering Unmasked Estep ConsiderDeletion Score: -33086104.000000 Penalty: 53869.488281 Iteration 199Q: 27 clusters Score -3.30861e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2965 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 9003 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1489 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2052 members Mstep: Class 12 contains 12648 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91872 members Mstep: Class 15 contains 6523 members Mstep: Class 16 contains 3032 members Mstep: Class 17 contains 318 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14573 members Mstep: Class 22 contains 34396 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142132 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2431 members Entering Unmasked Estep ConsiderDeletion Score: -33086136.000000 Penalty: 53869.488281 Iteration 200F: 27 clusters Score -3.308614e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2965 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 9005 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1490 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2052 members Mstep: Class 12 contains 12648 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91872 members Mstep: Class 15 contains 6522 members Mstep: Class 16 contains 3032 members Mstep: Class 17 contains 318 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14573 members Mstep: Class 22 contains 34397 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142129 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2431 members Entering Unmasked Estep ConsiderDeletion Score: -33086120.000000 Penalty: 53869.488281 Iteration 201Q: 27 clusters Score -3.308612e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2965 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 9007 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1490 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2052 members Mstep: Class 12 contains 12648 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91872 members Mstep: Class 15 contains 6522 members Mstep: Class 16 contains 3032 members Mstep: Class 17 contains 318 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14573 members Mstep: Class 22 contains 34397 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142127 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2431 members Entering Unmasked Estep ConsiderDeletion Score: -33086130.000000 Penalty: 53869.488281 Iteration 202Q: 27 clusters Score -3.308613e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2965 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 9008 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1490 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2052 members Mstep: Class 12 contains 12648 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91872 members Mstep: Class 15 contains 6522 members Mstep: Class 16 contains 3032 members Mstep: Class 17 contains 318 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14573 members Mstep: Class 22 contains 34396 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142127 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2431 members Entering Unmasked Estep ConsiderDeletion Score: -33086128.000000 Penalty: 53869.488281 Iteration 203Q: 27 clusters Score -3.308613e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2965 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 9010 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1490 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2052 members Mstep: Class 12 contains 12648 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91872 members Mstep: Class 15 contains 6522 members Mstep: Class 16 contains 3032 members Mstep: Class 17 contains 318 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14572 members Mstep: Class 22 contains 34395 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142127 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2431 members Entering Unmasked Estep ConsiderDeletion Score: -33086132.000000 Penalty: 53869.488281 Iteration 204Q: 27 clusters Score -3.308613e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2965 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 9013 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1490 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2052 members Mstep: Class 12 contains 12648 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91872 members Mstep: Class 15 contains 6522 members Mstep: Class 16 contains 3032 members Mstep: Class 17 contains 318 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14572 members Mstep: Class 22 contains 34393 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142126 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2431 members Entering Unmasked Estep ConsiderDeletion Score: -33086132.000000 Penalty: 53869.488281 Iteration 205Q: 27 clusters Score -3.308613e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2965 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 9016 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1490 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2052 members Mstep: Class 12 contains 12648 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91872 members Mstep: Class 15 contains 6522 members Mstep: Class 16 contains 3032 members Mstep: Class 17 contains 318 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14572 members Mstep: Class 22 contains 34391 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142125 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2431 members Entering Unmasked Estep ConsiderDeletion Score: -33086124.000000 Penalty: 53869.488281 Iteration 206Q: 27 clusters Score -3.308612e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2966 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 9016 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1490 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2052 members Mstep: Class 12 contains 12648 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91872 members Mstep: Class 15 contains 6522 members Mstep: Class 16 contains 3032 members Mstep: Class 17 contains 318 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14572 members Mstep: Class 22 contains 34390 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142125 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2431 members Entering Unmasked Estep ConsiderDeletion Score: -33086140.000000 Penalty: 53869.488281 Iteration 207Q: 27 clusters Score -3.308614e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2966 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 9016 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 1490 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 1337 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 2052 members Mstep: Class 12 contains 12648 members Mstep: Class 13 contains 820 members Mstep: Class 14 contains 91872 members Mstep: Class 15 contains 6522 members Mstep: Class 16 contains 3032 members Mstep: Class 17 contains 318 members Mstep: Class 18 contains 2386 members Mstep: Class 19 contains 3414 members Mstep: Class 20 contains 2053 members Mstep: Class 21 contains 14572 members Mstep: Class 22 contains 34390 members Mstep: Class 23 contains 327 members Mstep: Class 24 contains 142125 members Mstep: Class 25 contains 836 members Mstep: Class 26 contains 2431 members Entering Unmasked Estep ConsiderDeletion Score: -33086140.000000 Penalty: 53869.488281 Iteration 208F: 27 clusters Score -3.308614e+07 nChanged 0 Entering ConstructFrom: Score: -33086140.000000 Penalty: 53869.488281 Entering ConstructFrom: Trying to split cluster 1 (510 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Entering Unmasked Estep Score: -43834.781250 Penalty: 1013.091736 Iteration 0F: 2 clusters Score -43834.78 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -42807.269531 Penalty: 2026.183472 Iteration 0F: 3 clusters Score -42807.27 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -42996.910156 Penalty: 2026.183472 Iteration 1F: 3 clusters Score -42996.91 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -43098.402344 Penalty: 2026.183472 Iteration 2F: 3 clusters Score -43098.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -43190.425781 Penalty: 2026.183472 Iteration 3Q: 3 clusters Score -43190.43 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -43257.343750 Penalty: 2026.183472 Iteration 4F: 3 clusters Score -43257.34 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -43309.406250 Penalty: 2026.183472 Iteration 5F: 3 clusters Score -43309.41 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -43385.527344 Penalty: 2026.183472 Iteration 6Q: 3 clusters Score -43385.53 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -43470.398438 Penalty: 2026.183472 Iteration 7F: 3 clusters Score -43470.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -43512.878906 Penalty: 2026.183472 Iteration 8Q: 3 clusters Score -43512.88 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -43533.609375 Penalty: 2026.183472 Iteration 9Q: 3 clusters Score -43533.61 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -43542.449219 Penalty: 2026.183472 Iteration 10Q: 3 clusters Score -43542.45 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -43550.394531 Penalty: 2026.183472 Iteration 11Q: 3 clusters Score -43550.39 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -43557.035156 Penalty: 2026.183472 Iteration 12Q: 3 clusters Score -43557.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -43566.593750 Penalty: 2026.183472 Iteration 13Q: 3 clusters Score -43566.59 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -43580.414062 Penalty: 2026.183472 Iteration 14Q: 3 clusters Score -43580.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -43583.218750 Penalty: 2026.183472 Iteration 15Q: 3 clusters Score -43583.22 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -43597.281250 Penalty: 2026.183472 Iteration 16Q: 3 clusters Score -43597.28 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -43605.441406 Penalty: 2026.183472 Iteration 17Q: 3 clusters Score -43605.44 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -43613.890625 Penalty: 2026.183472 Iteration 18Q: 3 clusters Score -43613.89 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -43613.890625 Penalty: 2026.183472 Iteration 19F: 3 clusters Score -43613.89 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (2966 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2966 members Entering Unmasked Estep Score: -258324.531250 Penalty: 1299.182495 Iteration 0F: 2 clusters Score -258324.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -255624.328125 Penalty: 2598.364990 Iteration 0F: 3 clusters Score -255624.3 nChanged 1101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -256214.515625 Penalty: 2598.364990 Iteration 1F: 3 clusters Score -256214.5 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -256378.609375 Penalty: 2598.364990 Iteration 2F: 3 clusters Score -256378.6 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -256482.796875 Penalty: 2598.364990 Iteration 3F: 3 clusters Score -256482.8 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -256561.531250 Penalty: 2598.364990 Iteration 4Q: 3 clusters Score -256561.5 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -256627.140625 Penalty: 2598.364990 Iteration 5Q: 3 clusters Score -256627.1 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -256684.468750 Penalty: 2598.364990 Iteration 6Q: 3 clusters Score -256684.5 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -256739.250000 Penalty: 2598.364990 Iteration 7Q: 3 clusters Score -256739.2 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -256806.171875 Penalty: 2598.364990 Iteration 8Q: 3 clusters Score -256806.2 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -256890.250000 Penalty: 2598.364990 Iteration 9Q: 3 clusters Score -256890.2 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -256954.937500 Penalty: 2598.364990 Iteration 10Q: 3 clusters Score -256954.9 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -257027.281250 Penalty: 2598.364990 Iteration 11Q: 3 clusters Score -257027.3 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -257096.015625 Penalty: 2598.364990 Iteration 12Q: 3 clusters Score -257096 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 2244 members Entering Unmasked Estep Score: -257168.078125 Penalty: 2598.364990 Iteration 13Q: 3 clusters Score -257168.1 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -257245.812500 Penalty: 2598.364990 Iteration 14Q: 3 clusters Score -257245.8 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -257338.234375 Penalty: 2598.364990 Iteration 15Q: 3 clusters Score -257338.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 2504 members Entering Unmasked Estep Score: -257428.296875 Penalty: 2598.364990 Iteration 16Q: 3 clusters Score -257428.3 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -257498.859375 Penalty: 2598.364990 Iteration 17Q: 3 clusters Score -257498.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 2633 members Entering Unmasked Estep Score: -257543.875000 Penalty: 2598.364990 Iteration 18Q: 3 clusters Score -257543.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 2677 members Entering Unmasked Estep Score: -257581.343750 Penalty: 2598.364990 Iteration 19Q: 3 clusters Score -257581.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 2716 members Entering Unmasked Estep Score: -257627.968750 Penalty: 2598.364990 Iteration 20F: 3 clusters Score -257628 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 2745 members Entering Unmasked Estep Score: -257675.156250 Penalty: 2598.364990 Iteration 21Q: 3 clusters Score -257675.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 2763 members Entering Unmasked Estep Score: -257694.640625 Penalty: 2598.364990 Iteration 22Q: 3 clusters Score -257694.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 2778 members Entering Unmasked Estep Score: -257707.343750 Penalty: 2598.364990 Iteration 23Q: 3 clusters Score -257707.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 2787 members Entering Unmasked Estep Score: -257715.375000 Penalty: 2598.364990 Iteration 24Q: 3 clusters Score -257715.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 2793 members Entering Unmasked Estep Score: -257720.093750 Penalty: 2598.364990 Iteration 25Q: 3 clusters Score -257720.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -257723.046875 Penalty: 2598.364990 Iteration 26Q: 3 clusters Score -257723 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 2797 members Entering Unmasked Estep Score: -257724.343750 Penalty: 2598.364990 Iteration 27Q: 3 clusters Score -257724.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 2798 members Entering Unmasked Estep Score: -257724.359375 Penalty: 2598.364990 Iteration 28Q: 3 clusters Score -257724.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 2800 members Entering Unmasked Estep Score: -257726.093750 Penalty: 2598.364990 Iteration 29Q: 3 clusters Score -257726.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -257726.593750 Penalty: 2598.364990 Iteration 30Q: 3 clusters Score -257726.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -257726.593750 Penalty: 2598.364990 Iteration 31F: 3 clusters Score -257726.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (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: -133497.140625 Penalty: 1180.859497 Iteration 0F: 2 clusters Score -133497.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -131741.875000 Penalty: 2361.718994 Iteration 0F: 3 clusters Score -131741.9 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -132138.796875 Penalty: 2361.718994 Iteration 1F: 3 clusters Score -132138.8 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -132293.937500 Penalty: 2361.718994 Iteration 2F: 3 clusters Score -132293.9 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -132398.453125 Penalty: 2361.718994 Iteration 3F: 3 clusters Score -132398.5 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -132492.531250 Penalty: 2361.718994 Iteration 4Q: 3 clusters Score -132492.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -132582.125000 Penalty: 2361.718994 Iteration 5Q: 3 clusters Score -132582.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -132657.671875 Penalty: 2361.718994 Iteration 6Q: 3 clusters Score -132657.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -132721.609375 Penalty: 2361.718994 Iteration 7Q: 3 clusters Score -132721.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -132754.531250 Penalty: 2361.718994 Iteration 8Q: 3 clusters Score -132754.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -132775.046875 Penalty: 2361.718994 Iteration 9Q: 3 clusters Score -132775 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -132796.640625 Penalty: 2361.718994 Iteration 10Q: 3 clusters Score -132796.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -132813.093750 Penalty: 2361.718994 Iteration 11Q: 3 clusters Score -132813.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -132823.109375 Penalty: 2361.718994 Iteration 12Q: 3 clusters Score -132823.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -132835.250000 Penalty: 2361.718994 Iteration 13Q: 3 clusters Score -132835.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -132844.609375 Penalty: 2361.718994 Iteration 14Q: 3 clusters Score -132844.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -132853.812500 Penalty: 2361.718994 Iteration 15Q: 3 clusters Score -132853.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -132861.015625 Penalty: 2361.718994 Iteration 16Q: 3 clusters Score -132861 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -132866.640625 Penalty: 2361.718994 Iteration 17Q: 3 clusters Score -132866.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -132870.796875 Penalty: 2361.718994 Iteration 18Q: 3 clusters Score -132870.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -132873.343750 Penalty: 2361.718994 Iteration 19Q: 3 clusters Score -132873.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -132873.703125 Penalty: 2361.718994 Iteration 20F: 3 clusters Score -132873.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -132874.578125 Penalty: 2361.718994 Iteration 21Q: 3 clusters Score -132874.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -132874.937500 Penalty: 2361.718994 Iteration 22Q: 3 clusters Score -132874.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -132875.796875 Penalty: 2361.718994 Iteration 23Q: 3 clusters Score -132875.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -132877.453125 Penalty: 2361.718994 Iteration 24Q: 3 clusters Score -132877.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -132880.531250 Penalty: 2361.718994 Iteration 25Q: 3 clusters Score -132880.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -132884.406250 Penalty: 2361.718994 Iteration 26Q: 3 clusters Score -132884.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -132886.437500 Penalty: 2361.718994 Iteration 27Q: 3 clusters Score -132886.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -132886.968750 Penalty: 2361.718994 Iteration 28Q: 3 clusters Score -132887 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -132888.312500 Penalty: 2361.718994 Iteration 29Q: 3 clusters Score -132888.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -132891.531250 Penalty: 2361.718994 Iteration 30Q: 3 clusters Score -132891.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -132895.562500 Penalty: 2361.718994 Iteration 31Q: 3 clusters Score -132895.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -132902.781250 Penalty: 2361.718994 Iteration 32Q: 3 clusters Score -132902.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -132909.218750 Penalty: 2361.718994 Iteration 33Q: 3 clusters Score -132909.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -132910.515625 Penalty: 2361.718994 Iteration 34Q: 3 clusters Score -132910.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -132912.875000 Penalty: 2361.718994 Iteration 35Q: 3 clusters Score -132912.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -132915.687500 Penalty: 2361.718994 Iteration 36Q: 3 clusters Score -132915.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -132919.921875 Penalty: 2361.718994 Iteration 37Q: 3 clusters Score -132919.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -132923.921875 Penalty: 2361.718994 Iteration 38Q: 3 clusters Score -132923.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -132925.250000 Penalty: 2361.718994 Iteration 39Q: 3 clusters Score -132925.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -132927.296875 Penalty: 2361.718994 Iteration 40F: 3 clusters Score -132927.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -132929.921875 Penalty: 2361.718994 Iteration 41Q: 3 clusters Score -132929.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -132931.312500 Penalty: 2361.718994 Iteration 42Q: 3 clusters Score -132931.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -132931.312500 Penalty: 2361.718994 Iteration 43F: 3 clusters Score -132931.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (9016 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9016 members Entering Unmasked Estep Score: -835494.187500 Penalty: 1479.847900 Iteration 0F: 2 clusters Score -835494.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4542 members Mstep: Class 2 contains 4474 members Entering Unmasked Estep Score: -828960.187500 Penalty: 2959.695801 Iteration 0F: 3 clusters Score -828960.2 nChanged 3864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4656 members Mstep: Class 2 contains 4360 members Entering Unmasked Estep Score: -830991.625000 Penalty: 2959.695801 Iteration 1F: 3 clusters Score -830991.6 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4675 members Mstep: Class 2 contains 4341 members Entering Unmasked Estep Score: -831209.312500 Penalty: 2959.695801 Iteration 2F: 3 clusters Score -831209.3 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4722 members Mstep: Class 2 contains 4294 members Entering Unmasked Estep Score: -831351.812500 Penalty: 2959.695801 Iteration 3Q: 3 clusters Score -831351.8 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4788 members Mstep: Class 2 contains 4228 members Entering Unmasked Estep Score: -831459.562500 Penalty: 2959.695801 Iteration 4Q: 3 clusters Score -831459.6 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4892 members Mstep: Class 2 contains 4124 members Entering Unmasked Estep Score: -831536.500000 Penalty: 2959.695801 Iteration 5Q: 3 clusters Score -831536.5 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4980 members Mstep: Class 2 contains 4036 members Entering Unmasked Estep Score: -831595.562500 Penalty: 2959.695801 Iteration 6Q: 3 clusters Score -831595.6 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5093 members Mstep: Class 2 contains 3923 members Entering Unmasked Estep Score: -831649.000000 Penalty: 2959.695801 Iteration 7Q: 3 clusters Score -831649 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5215 members Mstep: Class 2 contains 3801 members Entering Unmasked Estep Score: -831716.625000 Penalty: 2959.695801 Iteration 8Q: 3 clusters Score -831716.6 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5349 members Mstep: Class 2 contains 3667 members Entering Unmasked Estep Score: -831789.062500 Penalty: 2959.695801 Iteration 9Q: 3 clusters Score -831789.1 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5500 members Mstep: Class 2 contains 3516 members Entering Unmasked Estep Score: -831894.437500 Penalty: 2959.695801 Iteration 10Q: 3 clusters Score -831894.4 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5679 members Mstep: Class 2 contains 3337 members Entering Unmasked Estep Score: -832057.812500 Penalty: 2959.695801 Iteration 11Q: 3 clusters Score -832057.8 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5910 members Mstep: Class 2 contains 3106 members Entering Unmasked Estep Score: -832288.187500 Penalty: 2959.695801 Iteration 12Q: 3 clusters Score -832288.2 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6168 members Mstep: Class 2 contains 2848 members Entering Unmasked Estep Score: -832580.875000 Penalty: 2959.695801 Iteration 13Q: 3 clusters Score -832580.9 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6400 members Mstep: Class 2 contains 2616 members Entering Unmasked Estep Score: -832873.750000 Penalty: 2959.695801 Iteration 14Q: 3 clusters Score -832873.8 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6605 members Mstep: Class 2 contains 2411 members Entering Unmasked Estep Score: -833164.687500 Penalty: 2959.695801 Iteration 15Q: 3 clusters Score -833164.7 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6756 members Mstep: Class 2 contains 2260 members Entering Unmasked Estep Score: -833379.250000 Penalty: 2959.695801 Iteration 16Q: 3 clusters Score -833379.2 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6860 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -833550.500000 Penalty: 2959.695801 Iteration 17Q: 3 clusters Score -833550.5 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6962 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -833688.250000 Penalty: 2959.695801 Iteration 18Q: 3 clusters Score -833688.2 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7056 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -833787.375000 Penalty: 2959.695801 Iteration 19Q: 3 clusters Score -833787.4 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7138 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -833860.125000 Penalty: 2959.695801 Iteration 20F: 3 clusters Score -833860.1 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7235 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -833920.125000 Penalty: 2959.695801 Iteration 21Q: 3 clusters Score -833920.1 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7290 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -833959.937500 Penalty: 2959.695801 Iteration 22Q: 3 clusters Score -833959.9 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7340 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -833987.437500 Penalty: 2959.695801 Iteration 23Q: 3 clusters Score -833987.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7389 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -834010.562500 Penalty: 2959.695801 Iteration 24Q: 3 clusters Score -834010.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7434 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -834032.937500 Penalty: 2959.695801 Iteration 25Q: 3 clusters Score -834032.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7480 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -834055.875000 Penalty: 2959.695801 Iteration 26Q: 3 clusters Score -834055.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7523 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -834073.062500 Penalty: 2959.695801 Iteration 27Q: 3 clusters Score -834073.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7557 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -834084.875000 Penalty: 2959.695801 Iteration 28Q: 3 clusters Score -834084.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7589 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -834098.187500 Penalty: 2959.695801 Iteration 29Q: 3 clusters Score -834098.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7616 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -834108.125000 Penalty: 2959.695801 Iteration 30Q: 3 clusters Score -834108.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7637 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -834116.750000 Penalty: 2959.695801 Iteration 31Q: 3 clusters Score -834116.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7658 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -834125.812500 Penalty: 2959.695801 Iteration 32Q: 3 clusters Score -834125.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7683 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -834132.687500 Penalty: 2959.695801 Iteration 33Q: 3 clusters Score -834132.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7712 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -834145.875000 Penalty: 2959.695801 Iteration 34Q: 3 clusters Score -834145.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7742 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -834155.937500 Penalty: 2959.695801 Iteration 35Q: 3 clusters Score -834155.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7768 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -834166.250000 Penalty: 2959.695801 Iteration 36Q: 3 clusters Score -834166.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7780 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -834170.625000 Penalty: 2959.695801 Iteration 37Q: 3 clusters Score -834170.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7789 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -834177.312500 Penalty: 2959.695801 Iteration 38Q: 3 clusters Score -834177.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7804 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -834183.750000 Penalty: 2959.695801 Iteration 39Q: 3 clusters Score -834183.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7821 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -834189.812500 Penalty: 2959.695801 Iteration 40F: 3 clusters Score -834189.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7836 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -834197.687500 Penalty: 2959.695801 Iteration 41Q: 3 clusters Score -834197.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7860 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -834205.062500 Penalty: 2959.695801 Iteration 42Q: 3 clusters Score -834205.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7881 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -834216.375000 Penalty: 2959.695801 Iteration 43Q: 3 clusters Score -834216.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7901 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -834222.250000 Penalty: 2959.695801 Iteration 44Q: 3 clusters Score -834222.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7923 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -834231.000000 Penalty: 2959.695801 Iteration 45Q: 3 clusters Score -834231 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7954 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -834243.750000 Penalty: 2959.695801 Iteration 46Q: 3 clusters Score -834243.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7977 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -834248.875000 Penalty: 2959.695801 Iteration 47Q: 3 clusters Score -834248.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8000 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -834257.500000 Penalty: 2959.695801 Iteration 48Q: 3 clusters Score -834257.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8023 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -834265.562500 Penalty: 2959.695801 Iteration 49Q: 3 clusters Score -834265.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8037 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -834274.625000 Penalty: 2959.695801 Iteration 50Q: 3 clusters Score -834274.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8053 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -834279.687500 Penalty: 2959.695801 Iteration 51Q: 3 clusters Score -834279.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8069 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -834286.500000 Penalty: 2959.695801 Iteration 52Q: 3 clusters Score -834286.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8088 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -834293.687500 Penalty: 2959.695801 Iteration 53Q: 3 clusters Score -834293.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8106 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -834302.875000 Penalty: 2959.695801 Iteration 54Q: 3 clusters Score -834302.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8125 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -834309.937500 Penalty: 2959.695801 Iteration 55Q: 3 clusters Score -834309.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8141 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -834314.562500 Penalty: 2959.695801 Iteration 56Q: 3 clusters Score -834314.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8150 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -834317.562500 Penalty: 2959.695801 Iteration 57Q: 3 clusters Score -834317.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8156 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -834317.250000 Penalty: 2959.695801 Iteration 58Q: 3 clusters Score -834317.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8159 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -834319.687500 Penalty: 2959.695801 Iteration 59Q: 3 clusters Score -834319.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8160 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -834321.000000 Penalty: 2959.695801 Iteration 60F: 3 clusters Score -834321 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8162 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -834322.000000 Penalty: 2959.695801 Iteration 61Q: 3 clusters Score -834322 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8166 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -834322.750000 Penalty: 2959.695801 Iteration 62Q: 3 clusters Score -834322.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8170 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -834324.187500 Penalty: 2959.695801 Iteration 63Q: 3 clusters Score -834324.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8172 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -834324.625000 Penalty: 2959.695801 Iteration 64Q: 3 clusters Score -834324.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8174 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -834325.312500 Penalty: 2959.695801 Iteration 65Q: 3 clusters Score -834325.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8175 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -834327.562500 Penalty: 2959.695801 Iteration 66Q: 3 clusters Score -834327.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8182 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -834330.062500 Penalty: 2959.695801 Iteration 67Q: 3 clusters Score -834330.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8189 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -834332.375000 Penalty: 2959.695801 Iteration 68Q: 3 clusters Score -834332.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8195 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -834337.062500 Penalty: 2959.695801 Iteration 69Q: 3 clusters Score -834337.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8200 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -834339.375000 Penalty: 2959.695801 Iteration 70Q: 3 clusters Score -834339.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8205 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -834341.562500 Penalty: 2959.695801 Iteration 71Q: 3 clusters Score -834341.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8206 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -834342.812500 Penalty: 2959.695801 Iteration 72Q: 3 clusters Score -834342.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8208 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -834342.687500 Penalty: 2959.695801 Iteration 73Q: 3 clusters Score -834342.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8216 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -834347.437500 Penalty: 2959.695801 Iteration 74Q: 3 clusters Score -834347.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8221 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -834349.687500 Penalty: 2959.695801 Iteration 75Q: 3 clusters Score -834349.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8225 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -834352.062500 Penalty: 2959.695801 Iteration 76Q: 3 clusters Score -834352.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8229 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -834353.687500 Penalty: 2959.695801 Iteration 77Q: 3 clusters Score -834353.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8231 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -834354.125000 Penalty: 2959.695801 Iteration 78Q: 3 clusters Score -834354.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8236 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -834357.375000 Penalty: 2959.695801 Iteration 79Q: 3 clusters Score -834357.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8239 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -834358.625000 Penalty: 2959.695801 Iteration 80F: 3 clusters Score -834358.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8241 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -834360.187500 Penalty: 2959.695801 Iteration 81Q: 3 clusters Score -834360.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8241 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -834360.187500 Penalty: 2959.695801 Iteration 82F: 3 clusters Score -834360.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (1730 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Entering Unmasked Estep Score: -154225.187500 Penalty: 1211.579956 Iteration 0F: 2 clusters Score -154225.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -152301.625000 Penalty: 2423.159912 Iteration 0F: 3 clusters Score -152301.6 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -152746.703125 Penalty: 2423.159912 Iteration 1F: 3 clusters Score -152746.7 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -152918.406250 Penalty: 2423.159912 Iteration 2F: 3 clusters Score -152918.4 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -153053.875000 Penalty: 2423.159912 Iteration 3F: 3 clusters Score -153053.9 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -153159.265625 Penalty: 2423.159912 Iteration 4F: 3 clusters Score -153159.3 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -153240.953125 Penalty: 2423.159912 Iteration 5Q: 3 clusters Score -153241 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -153309.453125 Penalty: 2423.159912 Iteration 6Q: 3 clusters Score -153309.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -153367.093750 Penalty: 2423.159912 Iteration 7Q: 3 clusters Score -153367.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -153411.015625 Penalty: 2423.159912 Iteration 8Q: 3 clusters Score -153411 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -153451.906250 Penalty: 2423.159912 Iteration 9Q: 3 clusters Score -153451.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -153485.500000 Penalty: 2423.159912 Iteration 10Q: 3 clusters Score -153485.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -153510.031250 Penalty: 2423.159912 Iteration 11Q: 3 clusters Score -153510 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -153527.796875 Penalty: 2423.159912 Iteration 12Q: 3 clusters Score -153527.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -153544.546875 Penalty: 2423.159912 Iteration 13Q: 3 clusters Score -153544.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -153566.671875 Penalty: 2423.159912 Iteration 14Q: 3 clusters Score -153566.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -153589.453125 Penalty: 2423.159912 Iteration 15Q: 3 clusters Score -153589.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -153612.546875 Penalty: 2423.159912 Iteration 16Q: 3 clusters Score -153612.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -153632.093750 Penalty: 2423.159912 Iteration 17Q: 3 clusters Score -153632.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -153646.703125 Penalty: 2423.159912 Iteration 18Q: 3 clusters Score -153646.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -153665.781250 Penalty: 2423.159912 Iteration 19Q: 3 clusters Score -153665.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -153688.453125 Penalty: 2423.159912 Iteration 20F: 3 clusters Score -153688.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -153713.109375 Penalty: 2423.159912 Iteration 21Q: 3 clusters Score -153713.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -153732.140625 Penalty: 2423.159912 Iteration 22Q: 3 clusters Score -153732.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -153747.093750 Penalty: 2423.159912 Iteration 23Q: 3 clusters Score -153747.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -153759.390625 Penalty: 2423.159912 Iteration 24Q: 3 clusters Score -153759.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -153772.703125 Penalty: 2423.159912 Iteration 25Q: 3 clusters Score -153772.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -153780.203125 Penalty: 2423.159912 Iteration 26Q: 3 clusters Score -153780.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -153791.765625 Penalty: 2423.159912 Iteration 27Q: 3 clusters Score -153791.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -153805.953125 Penalty: 2423.159912 Iteration 28Q: 3 clusters Score -153806 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -153815.625000 Penalty: 2423.159912 Iteration 29Q: 3 clusters Score -153815.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -153826.984375 Penalty: 2423.159912 Iteration 30Q: 3 clusters Score -153827 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -153831.781250 Penalty: 2423.159912 Iteration 31Q: 3 clusters Score -153831.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -153834.015625 Penalty: 2423.159912 Iteration 32Q: 3 clusters Score -153834 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -153835.703125 Penalty: 2423.159912 Iteration 33Q: 3 clusters Score -153835.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -153838.312500 Penalty: 2423.159912 Iteration 34Q: 3 clusters Score -153838.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -153840.703125 Penalty: 2423.159912 Iteration 35Q: 3 clusters Score -153840.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -153841.812500 Penalty: 2423.159912 Iteration 36Q: 3 clusters Score -153841.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -153843.296875 Penalty: 2423.159912 Iteration 37Q: 3 clusters Score -153843.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -153845.328125 Penalty: 2423.159912 Iteration 38Q: 3 clusters Score -153845.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -153847.390625 Penalty: 2423.159912 Iteration 39Q: 3 clusters Score -153847.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -153850.187500 Penalty: 2423.159912 Iteration 40F: 3 clusters Score -153850.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -153858.171875 Penalty: 2423.159912 Iteration 41Q: 3 clusters Score -153858.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -153868.890625 Penalty: 2423.159912 Iteration 42Q: 3 clusters Score -153868.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -153873.156250 Penalty: 2423.159912 Iteration 43Q: 3 clusters Score -153873.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -153886.812500 Penalty: 2423.159912 Iteration 44Q: 3 clusters Score -153886.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -153898.593750 Penalty: 2423.159912 Iteration 45Q: 3 clusters Score -153898.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -153905.671875 Penalty: 2423.159912 Iteration 46Q: 3 clusters Score -153905.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -153910.437500 Penalty: 2423.159912 Iteration 47Q: 3 clusters Score -153910.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -153916.312500 Penalty: 2423.159912 Iteration 48Q: 3 clusters Score -153916.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -153922.171875 Penalty: 2423.159912 Iteration 49Q: 3 clusters Score -153922.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -153929.921875 Penalty: 2423.159912 Iteration 50Q: 3 clusters Score -153929.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -153935.390625 Penalty: 2423.159912 Iteration 51Q: 3 clusters Score -153935.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -153939.718750 Penalty: 2423.159912 Iteration 52Q: 3 clusters Score -153939.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -153944.640625 Penalty: 2423.159912 Iteration 53Q: 3 clusters Score -153944.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -153949.078125 Penalty: 2423.159912 Iteration 54Q: 3 clusters Score -153949.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -153953.234375 Penalty: 2423.159912 Iteration 55Q: 3 clusters Score -153953.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -153954.093750 Penalty: 2423.159912 Iteration 56Q: 3 clusters Score -153954.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -153954.093750 Penalty: 2423.159912 Iteration 57F: 3 clusters Score -153954.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1490 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Entering Unmasked Estep Score: -151860.734375 Penalty: 1187.311401 Iteration 0F: 2 clusters Score -151860.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -150074.687500 Penalty: 2374.622803 Iteration 0F: 3 clusters Score -150074.7 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -150355.156250 Penalty: 2374.622803 Iteration 1F: 3 clusters Score -150355.2 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -150445.531250 Penalty: 2374.622803 Iteration 2F: 3 clusters Score -150445.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -150500.875000 Penalty: 2374.622803 Iteration 3Q: 3 clusters Score -150500.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -150537.687500 Penalty: 2374.622803 Iteration 4Q: 3 clusters Score -150537.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -150567.984375 Penalty: 2374.622803 Iteration 5Q: 3 clusters Score -150568 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -150587.328125 Penalty: 2374.622803 Iteration 6Q: 3 clusters Score -150587.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -150601.171875 Penalty: 2374.622803 Iteration 7Q: 3 clusters Score -150601.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -150614.218750 Penalty: 2374.622803 Iteration 8Q: 3 clusters Score -150614.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -150622.671875 Penalty: 2374.622803 Iteration 9Q: 3 clusters Score -150622.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -150629.203125 Penalty: 2374.622803 Iteration 10Q: 3 clusters Score -150629.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -150640.890625 Penalty: 2374.622803 Iteration 11Q: 3 clusters Score -150640.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -150650.187500 Penalty: 2374.622803 Iteration 12Q: 3 clusters Score -150650.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -150657.062500 Penalty: 2374.622803 Iteration 13Q: 3 clusters Score -150657.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -150665.656250 Penalty: 2374.622803 Iteration 14Q: 3 clusters Score -150665.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -150677.375000 Penalty: 2374.622803 Iteration 15Q: 3 clusters Score -150677.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -150688.531250 Penalty: 2374.622803 Iteration 16Q: 3 clusters Score -150688.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -150696.937500 Penalty: 2374.622803 Iteration 17Q: 3 clusters Score -150696.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -150708.015625 Penalty: 2374.622803 Iteration 18Q: 3 clusters Score -150708 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -150718.390625 Penalty: 2374.622803 Iteration 19Q: 3 clusters Score -150718.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -150727.500000 Penalty: 2374.622803 Iteration 20F: 3 clusters Score -150727.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -150737.343750 Penalty: 2374.622803 Iteration 21Q: 3 clusters Score -150737.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -150748.062500 Penalty: 2374.622803 Iteration 22Q: 3 clusters Score -150748.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -150754.531250 Penalty: 2374.622803 Iteration 23Q: 3 clusters Score -150754.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -150758.250000 Penalty: 2374.622803 Iteration 24Q: 3 clusters Score -150758.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -150760.937500 Penalty: 2374.622803 Iteration 25Q: 3 clusters Score -150760.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -150767.015625 Penalty: 2374.622803 Iteration 26Q: 3 clusters Score -150767 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -150775.890625 Penalty: 2374.622803 Iteration 27Q: 3 clusters Score -150775.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -150776.078125 Penalty: 2374.622803 Iteration 28Q: 3 clusters Score -150776.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -150776.984375 Penalty: 2374.622803 Iteration 29Q: 3 clusters Score -150777 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -150778.031250 Penalty: 2374.622803 Iteration 30Q: 3 clusters Score -150778 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -150778.390625 Penalty: 2374.622803 Iteration 31Q: 3 clusters Score -150778.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -150779.296875 Penalty: 2374.622803 Iteration 32Q: 3 clusters Score -150779.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -150779.296875 Penalty: 2374.622803 Iteration 33F: 3 clusters Score -150779.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (876 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Entering Unmasked Estep Score: -78818.726562 Penalty: 1100.997070 Iteration 0F: 2 clusters Score -78818.73 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -77469.468750 Penalty: 2201.994141 Iteration 0F: 3 clusters Score -77469.47 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -77703.406250 Penalty: 2201.994141 Iteration 1F: 3 clusters Score -77703.41 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -77801.343750 Penalty: 2201.994141 Iteration 2F: 3 clusters Score -77801.34 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -77893.765625 Penalty: 2201.994141 Iteration 3F: 3 clusters Score -77893.77 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -77960.195312 Penalty: 2201.994141 Iteration 4Q: 3 clusters Score -77960.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -78023.117188 Penalty: 2201.994141 Iteration 5Q: 3 clusters Score -78023.12 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -78074.414062 Penalty: 2201.994141 Iteration 6Q: 3 clusters Score -78074.41 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -78113.968750 Penalty: 2201.994141 Iteration 7Q: 3 clusters Score -78113.97 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -78148.179688 Penalty: 2201.994141 Iteration 8Q: 3 clusters Score -78148.18 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -78169.218750 Penalty: 2201.994141 Iteration 9Q: 3 clusters Score -78169.22 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -78193.757812 Penalty: 2201.994141 Iteration 10Q: 3 clusters Score -78193.76 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -78225.945312 Penalty: 2201.994141 Iteration 11Q: 3 clusters Score -78225.95 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -78308.242188 Penalty: 2201.994141 Iteration 12Q: 3 clusters Score -78308.24 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -78323.929688 Penalty: 2201.994141 Iteration 13Q: 3 clusters Score -78323.93 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -78331.171875 Penalty: 2201.994141 Iteration 14Q: 3 clusters Score -78331.17 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -78343.820312 Penalty: 2201.994141 Iteration 15Q: 3 clusters Score -78343.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -78352.093750 Penalty: 2201.994141 Iteration 16Q: 3 clusters Score -78352.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -78357.000000 Penalty: 2201.994141 Iteration 17Q: 3 clusters Score -78357 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -78362.281250 Penalty: 2201.994141 Iteration 18Q: 3 clusters Score -78362.28 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -78363.085938 Penalty: 2201.994141 Iteration 19Q: 3 clusters Score -78363.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -78363.085938 Penalty: 2201.994141 Iteration 20F: 3 clusters Score -78363.09 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (5029 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5029 members Entering Unmasked Estep Score: -469994.531250 Penalty: 1384.983765 Iteration 0F: 2 clusters Score -469994.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2502 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -465962.000000 Penalty: 2769.967529 Iteration 0F: 3 clusters Score -465962 nChanged 2040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 2561 members Entering Unmasked Estep Score: -467043.937500 Penalty: 2769.967529 Iteration 1F: 3 clusters Score -467043.9 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 2616 members Entering Unmasked Estep Score: -467213.156250 Penalty: 2769.967529 Iteration 2F: 3 clusters Score -467213.2 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 2677 members Entering Unmasked Estep Score: -467332.468750 Penalty: 2769.967529 Iteration 3Q: 3 clusters Score -467332.5 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 2765 members Entering Unmasked Estep Score: -467464.843750 Penalty: 2769.967529 Iteration 4Q: 3 clusters Score -467464.8 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 2861 members Entering Unmasked Estep Score: -467615.500000 Penalty: 2769.967529 Iteration 5Q: 3 clusters Score -467615.5 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 2951 members Entering Unmasked Estep Score: -467773.937500 Penalty: 2769.967529 Iteration 6Q: 3 clusters Score -467773.9 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 3036 members Entering Unmasked Estep Score: -467928.062500 Penalty: 2769.967529 Iteration 7Q: 3 clusters Score -467928.1 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 3120 members Entering Unmasked Estep Score: -468066.000000 Penalty: 2769.967529 Iteration 8Q: 3 clusters Score -468066 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 3202 members Entering Unmasked Estep Score: -468196.781250 Penalty: 2769.967529 Iteration 9Q: 3 clusters Score -468196.8 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 3283 members Entering Unmasked Estep Score: -468305.687500 Penalty: 2769.967529 Iteration 10Q: 3 clusters Score -468305.7 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 3365 members Entering Unmasked Estep Score: -468405.375000 Penalty: 2769.967529 Iteration 11Q: 3 clusters Score -468405.4 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 3437 members Entering Unmasked Estep Score: -468483.093750 Penalty: 2769.967529 Iteration 12Q: 3 clusters Score -468483.1 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 3511 members Entering Unmasked Estep Score: -468550.531250 Penalty: 2769.967529 Iteration 13Q: 3 clusters Score -468550.5 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 3590 members Entering Unmasked Estep Score: -468616.406250 Penalty: 2769.967529 Iteration 14Q: 3 clusters Score -468616.4 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 3663 members Entering Unmasked Estep Score: -468672.843750 Penalty: 2769.967529 Iteration 15Q: 3 clusters Score -468672.8 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 3725 members Entering Unmasked Estep Score: -468713.437500 Penalty: 2769.967529 Iteration 16Q: 3 clusters Score -468713.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 3781 members Entering Unmasked Estep Score: -468743.812500 Penalty: 2769.967529 Iteration 17Q: 3 clusters Score -468743.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 3826 members Entering Unmasked Estep Score: -468765.343750 Penalty: 2769.967529 Iteration 18Q: 3 clusters Score -468765.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 3867 members Entering Unmasked Estep Score: -468789.343750 Penalty: 2769.967529 Iteration 19Q: 3 clusters Score -468789.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 3908 members Entering Unmasked Estep Score: -468810.968750 Penalty: 2769.967529 Iteration 20F: 3 clusters Score -468811 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 3939 members Entering Unmasked Estep Score: -468823.218750 Penalty: 2769.967529 Iteration 21Q: 3 clusters Score -468823.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 3962 members Entering Unmasked Estep Score: -468833.687500 Penalty: 2769.967529 Iteration 22Q: 3 clusters Score -468833.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 3980 members Entering Unmasked Estep Score: -468843.531250 Penalty: 2769.967529 Iteration 23Q: 3 clusters Score -468843.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 4000 members Entering Unmasked Estep Score: -468852.281250 Penalty: 2769.967529 Iteration 24Q: 3 clusters Score -468852.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 4018 members Entering Unmasked Estep Score: -468861.843750 Penalty: 2769.967529 Iteration 25Q: 3 clusters Score -468861.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 4031 members Entering Unmasked Estep Score: -468865.812500 Penalty: 2769.967529 Iteration 26Q: 3 clusters Score -468865.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 4043 members Entering Unmasked Estep Score: -468870.968750 Penalty: 2769.967529 Iteration 27Q: 3 clusters Score -468871 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 4055 members Entering Unmasked Estep Score: -468873.906250 Penalty: 2769.967529 Iteration 28Q: 3 clusters Score -468873.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 4062 members Entering Unmasked Estep Score: -468876.343750 Penalty: 2769.967529 Iteration 29Q: 3 clusters Score -468876.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 4067 members Entering Unmasked Estep Score: -468878.531250 Penalty: 2769.967529 Iteration 30Q: 3 clusters Score -468878.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 4075 members Entering Unmasked Estep Score: -468881.937500 Penalty: 2769.967529 Iteration 31Q: 3 clusters Score -468881.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 4084 members Entering Unmasked Estep Score: -468885.312500 Penalty: 2769.967529 Iteration 32Q: 3 clusters Score -468885.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 4096 members Entering Unmasked Estep Score: -468889.750000 Penalty: 2769.967529 Iteration 33Q: 3 clusters Score -468889.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 4115 members Entering Unmasked Estep Score: -468897.406250 Penalty: 2769.967529 Iteration 34Q: 3 clusters Score -468897.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 4128 members Entering Unmasked Estep Score: -468903.343750 Penalty: 2769.967529 Iteration 35Q: 3 clusters Score -468903.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 4141 members Entering Unmasked Estep Score: -468910.156250 Penalty: 2769.967529 Iteration 36Q: 3 clusters Score -468910.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 4148 members Entering Unmasked Estep Score: -468913.218750 Penalty: 2769.967529 Iteration 37Q: 3 clusters Score -468913.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 4158 members Entering Unmasked Estep Score: -468915.187500 Penalty: 2769.967529 Iteration 38Q: 3 clusters Score -468915.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 4164 members Entering Unmasked Estep Score: -468919.968750 Penalty: 2769.967529 Iteration 39Q: 3 clusters Score -468920 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 4173 members Entering Unmasked Estep Score: -468922.406250 Penalty: 2769.967529 Iteration 40F: 3 clusters Score -468922.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 4180 members Entering Unmasked Estep Score: -468924.531250 Penalty: 2769.967529 Iteration 41Q: 3 clusters Score -468924.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 4185 members Entering Unmasked Estep Score: -468926.156250 Penalty: 2769.967529 Iteration 42Q: 3 clusters Score -468926.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 4189 members Entering Unmasked Estep Score: -468927.718750 Penalty: 2769.967529 Iteration 43Q: 3 clusters Score -468927.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 4195 members Entering Unmasked Estep Score: -468928.531250 Penalty: 2769.967529 Iteration 44Q: 3 clusters Score -468928.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 4198 members Entering Unmasked Estep Score: -468929.000000 Penalty: 2769.967529 Iteration 45Q: 3 clusters Score -468929 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 4198 members Entering Unmasked Estep Score: -468929.000000 Penalty: 2769.967529 Iteration 46F: 3 clusters Score -468929 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (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: -126719.015625 Penalty: 1169.704834 Iteration 0F: 2 clusters Score -126719 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -125043.742188 Penalty: 2339.409668 Iteration 0F: 3 clusters Score -125043.7 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -125394.125000 Penalty: 2339.409668 Iteration 1F: 3 clusters Score -125394.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -125491.000000 Penalty: 2339.409668 Iteration 2F: 3 clusters Score -125491 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -125536.109375 Penalty: 2339.409668 Iteration 3Q: 3 clusters Score -125536.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -125553.218750 Penalty: 2339.409668 Iteration 4Q: 3 clusters Score -125553.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -125564.328125 Penalty: 2339.409668 Iteration 5Q: 3 clusters Score -125564.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -125579.554688 Penalty: 2339.409668 Iteration 6Q: 3 clusters Score -125579.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -125596.398438 Penalty: 2339.409668 Iteration 7Q: 3 clusters Score -125596.4 nChanged 23 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: -125612.164062 Penalty: 2339.409668 Iteration 8Q: 3 clusters Score -125612.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -125623.265625 Penalty: 2339.409668 Iteration 9Q: 3 clusters Score -125623.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -125643.171875 Penalty: 2339.409668 Iteration 10Q: 3 clusters Score -125643.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -125662.390625 Penalty: 2339.409668 Iteration 11Q: 3 clusters Score -125662.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -125684.593750 Penalty: 2339.409668 Iteration 12Q: 3 clusters Score -125684.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -125717.703125 Penalty: 2339.409668 Iteration 13Q: 3 clusters Score -125717.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -125761.625000 Penalty: 2339.409668 Iteration 14Q: 3 clusters Score -125761.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -125809.015625 Penalty: 2339.409668 Iteration 15Q: 3 clusters Score -125809 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -125859.109375 Penalty: 2339.409668 Iteration 16Q: 3 clusters Score -125859.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -125927.140625 Penalty: 2339.409668 Iteration 17Q: 3 clusters Score -125927.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -126001.554688 Penalty: 2339.409668 Iteration 18Q: 3 clusters Score -126001.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -126043.273438 Penalty: 2339.409668 Iteration 19Q: 3 clusters Score -126043.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -126072.703125 Penalty: 2339.409668 Iteration 20F: 3 clusters Score -126072.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -126104.632812 Penalty: 2339.409668 Iteration 21Q: 3 clusters Score -126104.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -126130.468750 Penalty: 2339.409668 Iteration 22Q: 3 clusters Score -126130.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -126150.015625 Penalty: 2339.409668 Iteration 23Q: 3 clusters Score -126150 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -126166.140625 Penalty: 2339.409668 Iteration 24Q: 3 clusters Score -126166.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -126175.578125 Penalty: 2339.409668 Iteration 25Q: 3 clusters Score -126175.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -126183.781250 Penalty: 2339.409668 Iteration 26Q: 3 clusters Score -126183.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -126189.421875 Penalty: 2339.409668 Iteration 27Q: 3 clusters Score -126189.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -126192.960938 Penalty: 2339.409668 Iteration 28Q: 3 clusters Score -126193 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -126195.437500 Penalty: 2339.409668 Iteration 29Q: 3 clusters Score -126195.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -126195.796875 Penalty: 2339.409668 Iteration 30Q: 3 clusters Score -126195.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -126196.328125 Penalty: 2339.409668 Iteration 31Q: 3 clusters Score -126196.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -126196.328125 Penalty: 2339.409668 Iteration 32F: 3 clusters Score -126196.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (403 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Entering Unmasked Estep Score: -33583.945312 Penalty: 974.827209 Iteration 0F: 2 clusters Score -33583.95 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 190 members Entering Unmasked Estep Score: -32615.562500 Penalty: 1949.654419 Iteration 0F: 3 clusters Score -32615.56 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -32753.087891 Penalty: 1949.654419 Iteration 1F: 3 clusters Score -32753.09 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -32792.007812 Penalty: 1949.654419 Iteration 2F: 3 clusters Score -32792.01 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -32810.058594 Penalty: 1949.654419 Iteration 3Q: 3 clusters Score -32810.06 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -32822.746094 Penalty: 1949.654419 Iteration 4Q: 3 clusters Score -32822.75 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -32829.074219 Penalty: 1949.654419 Iteration 5Q: 3 clusters Score -32829.07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -32835.886719 Penalty: 1949.654419 Iteration 6Q: 3 clusters Score -32835.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -32837.777344 Penalty: 1949.654419 Iteration 7Q: 3 clusters Score -32837.78 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -32849.464844 Penalty: 1949.654419 Iteration 8Q: 3 clusters Score -32849.46 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -32854.441406 Penalty: 1949.654419 Iteration 9Q: 3 clusters Score -32854.44 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -32856.917969 Penalty: 1949.654419 Iteration 10Q: 3 clusters Score -32856.92 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -32859.632812 Penalty: 1949.654419 Iteration 11Q: 3 clusters Score -32859.63 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -32860.089844 Penalty: 1949.654419 Iteration 12Q: 3 clusters Score -32860.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -32860.089844 Penalty: 1949.654419 Iteration 13F: 3 clusters Score -32860.09 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (2052 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Entering Unmasked Estep Score: -176712.234375 Penalty: 1239.317627 Iteration 0F: 2 clusters Score -176712.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -174608.375000 Penalty: 2478.635254 Iteration 0F: 3 clusters Score -174608.4 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -175133.343750 Penalty: 2478.635254 Iteration 1F: 3 clusters Score -175133.3 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -175326.671875 Penalty: 2478.635254 Iteration 2F: 3 clusters Score -175326.7 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -175550.156250 Penalty: 2478.635254 Iteration 3F: 3 clusters Score -175550.2 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -175797.031250 Penalty: 2478.635254 Iteration 4F: 3 clusters Score -175797 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -175984.187500 Penalty: 2478.635254 Iteration 5F: 3 clusters Score -175984.2 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -176128.812500 Penalty: 2478.635254 Iteration 6F: 3 clusters Score -176128.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -176212.406250 Penalty: 2478.635254 Iteration 7Q: 3 clusters Score -176212.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -176281.812500 Penalty: 2478.635254 Iteration 8Q: 3 clusters Score -176281.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -176313.593750 Penalty: 2478.635254 Iteration 9Q: 3 clusters Score -176313.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -176326.031250 Penalty: 2478.635254 Iteration 10Q: 3 clusters Score -176326 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -176331.734375 Penalty: 2478.635254 Iteration 11Q: 3 clusters Score -176331.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -176336.281250 Penalty: 2478.635254 Iteration 12Q: 3 clusters Score -176336.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -176337.765625 Penalty: 2478.635254 Iteration 13Q: 3 clusters Score -176337.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -176339.250000 Penalty: 2478.635254 Iteration 14Q: 3 clusters Score -176339.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -176339.250000 Penalty: 2478.635254 Iteration 15F: 3 clusters Score -176339.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (12648 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12648 members Entering Unmasked Estep Score: -1208200.000000 Penalty: 1534.853882 Iteration 0F: 2 clusters Score -1208200 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6367 members Mstep: Class 2 contains 6281 members Entering Unmasked Estep Score: -1199334.875000 Penalty: 3069.707764 Iteration 0F: 3 clusters Score -1199335 nChanged 5578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6689 members Mstep: Class 2 contains 5959 members Entering Unmasked Estep Score: -1202384.250000 Penalty: 3069.707764 Iteration 1F: 3 clusters Score -1202384 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6895 members Mstep: Class 2 contains 5753 members Entering Unmasked Estep Score: -1202701.750000 Penalty: 3069.707764 Iteration 2F: 3 clusters Score -1202702 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7114 members Mstep: Class 2 contains 5534 members Entering Unmasked Estep Score: -1202969.000000 Penalty: 3069.707764 Iteration 3F: 3 clusters Score -1202969 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7389 members Mstep: Class 2 contains 5259 members Entering Unmasked Estep Score: -1203221.375000 Penalty: 3069.707764 Iteration 4Q: 3 clusters Score -1203221 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7706 members Mstep: Class 2 contains 4942 members Entering Unmasked Estep Score: -1203483.125000 Penalty: 3069.707764 Iteration 5Q: 3 clusters Score -1203483 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8078 members Mstep: Class 2 contains 4570 members Entering Unmasked Estep Score: -1203766.625000 Penalty: 3069.707764 Iteration 6Q: 3 clusters Score -1203767 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8509 members Mstep: Class 2 contains 4139 members Entering Unmasked Estep Score: -1204100.500000 Penalty: 3069.707764 Iteration 7Q: 3 clusters Score -1204100 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8946 members Mstep: Class 2 contains 3702 members Entering Unmasked Estep Score: -1204465.875000 Penalty: 3069.707764 Iteration 8Q: 3 clusters Score -1204466 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9435 members Mstep: Class 2 contains 3213 members Entering Unmasked Estep Score: -1204905.250000 Penalty: 3069.707764 Iteration 9Q: 3 clusters Score -1204905 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9886 members Mstep: Class 2 contains 2762 members Entering Unmasked Estep Score: -1205296.750000 Penalty: 3069.707764 Iteration 10Q: 3 clusters Score -1205297 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10292 members Mstep: Class 2 contains 2356 members Entering Unmasked Estep Score: -1205638.250000 Penalty: 3069.707764 Iteration 11Q: 3 clusters Score -1205638 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10641 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -1205925.250000 Penalty: 3069.707764 Iteration 12Q: 3 clusters Score -1205925 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10930 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -1206148.750000 Penalty: 3069.707764 Iteration 13Q: 3 clusters Score -1206149 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11162 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -1206314.625000 Penalty: 3069.707764 Iteration 14Q: 3 clusters Score -1206315 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11367 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -1206440.000000 Penalty: 3069.707764 Iteration 15Q: 3 clusters Score -1206440 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11527 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -1206546.375000 Penalty: 3069.707764 Iteration 16Q: 3 clusters Score -1206546 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11678 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -1206630.875000 Penalty: 3069.707764 Iteration 17Q: 3 clusters Score -1206631 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11790 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -1206697.125000 Penalty: 3069.707764 Iteration 18Q: 3 clusters Score -1206697 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11886 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -1206748.250000 Penalty: 3069.707764 Iteration 19Q: 3 clusters Score -1206748 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11958 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -1206793.750000 Penalty: 3069.707764 Iteration 20F: 3 clusters Score -1206794 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12021 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -1206834.125000 Penalty: 3069.707764 Iteration 21Q: 3 clusters Score -1206834 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12071 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -1206862.125000 Penalty: 3069.707764 Iteration 22Q: 3 clusters Score -1206862 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12106 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -1206890.875000 Penalty: 3069.707764 Iteration 23Q: 3 clusters Score -1206891 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12139 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -1206917.125000 Penalty: 3069.707764 Iteration 24Q: 3 clusters Score -1206917 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12159 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -1206936.000000 Penalty: 3069.707764 Iteration 25Q: 3 clusters Score -1206936 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12178 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -1206948.000000 Penalty: 3069.707764 Iteration 26Q: 3 clusters Score -1206948 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12187 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -1206959.500000 Penalty: 3069.707764 Iteration 27Q: 3 clusters Score -1206960 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12199 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -1206965.375000 Penalty: 3069.707764 Iteration 28Q: 3 clusters Score -1206965 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12207 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -1206971.625000 Penalty: 3069.707764 Iteration 29Q: 3 clusters Score -1206972 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12221 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -1206984.625000 Penalty: 3069.707764 Iteration 30Q: 3 clusters Score -1206985 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12230 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -1206990.250000 Penalty: 3069.707764 Iteration 31Q: 3 clusters Score -1206990 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12236 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -1206993.375000 Penalty: 3069.707764 Iteration 32Q: 3 clusters Score -1206993 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12238 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -1206995.625000 Penalty: 3069.707764 Iteration 33Q: 3 clusters Score -1206996 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12239 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -1206994.875000 Penalty: 3069.707764 Iteration 34Q: 3 clusters Score -1206995 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12242 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -1206996.750000 Penalty: 3069.707764 Iteration 35Q: 3 clusters Score -1206997 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12241 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -1206997.625000 Penalty: 3069.707764 Iteration 36Q: 3 clusters Score -1206998 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12241 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -1206997.625000 Penalty: 3069.707764 Iteration 37F: 3 clusters Score -1206998 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (820 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Entering Unmasked Estep Score: -77464.625000 Penalty: 1090.261963 Iteration 0F: 2 clusters Score -77464.62 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -76129.179688 Penalty: 2180.523926 Iteration 0F: 3 clusters Score -76129.18 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -76364.804688 Penalty: 2180.523926 Iteration 1F: 3 clusters Score -76364.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -76442.859375 Penalty: 2180.523926 Iteration 2F: 3 clusters Score -76442.86 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -76498.062500 Penalty: 2180.523926 Iteration 3Q: 3 clusters Score -76498.06 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -76517.546875 Penalty: 2180.523926 Iteration 4Q: 3 clusters Score -76517.55 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -76531.093750 Penalty: 2180.523926 Iteration 5Q: 3 clusters Score -76531.09 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -76540.007812 Penalty: 2180.523926 Iteration 6Q: 3 clusters Score -76540.01 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -76547.070312 Penalty: 2180.523926 Iteration 7Q: 3 clusters Score -76547.07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -76554.742188 Penalty: 2180.523926 Iteration 8Q: 3 clusters Score -76554.74 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -76566.406250 Penalty: 2180.523926 Iteration 9Q: 3 clusters Score -76566.41 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -76577.179688 Penalty: 2180.523926 Iteration 10Q: 3 clusters Score -76577.18 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -76592.562500 Penalty: 2180.523926 Iteration 11Q: 3 clusters Score -76592.56 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -76604.625000 Penalty: 2180.523926 Iteration 12Q: 3 clusters Score -76604.62 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -76612.500000 Penalty: 2180.523926 Iteration 13Q: 3 clusters Score -76612.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -76621.054688 Penalty: 2180.523926 Iteration 14Q: 3 clusters Score -76621.05 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -76632.242188 Penalty: 2180.523926 Iteration 15Q: 3 clusters Score -76632.24 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -76638.515625 Penalty: 2180.523926 Iteration 16Q: 3 clusters Score -76638.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -76639.179688 Penalty: 2180.523926 Iteration 17Q: 3 clusters Score -76639.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -76639.179688 Penalty: 2180.523926 Iteration 18F: 3 clusters Score -76639.18 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (91872 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91872 members Entering Unmasked Estep Score: -9171171.000000 Penalty: 1857.074585 Iteration 0F: 2 clusters Score -9171171 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45883 members Mstep: Class 2 contains 45989 members Entering Unmasked Estep Score: -9109520.000000 Penalty: 3714.149170 Iteration 0F: 3 clusters Score -9109520 nChanged 43899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43342 members Mstep: Class 2 contains 48530 members Entering Unmasked Estep Score: -9135247.000000 Penalty: 3714.149170 Iteration 1F: 3 clusters Score -9135247 nChanged 3905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41419 members Mstep: Class 2 contains 50453 members Entering Unmasked Estep Score: -9136514.000000 Penalty: 3714.149170 Iteration 2Q: 3 clusters Score -9136514 nChanged 4560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38709 members Mstep: Class 2 contains 53163 members Entering Unmasked Estep Score: -9138402.000000 Penalty: 3714.149170 Iteration 3Q: 3 clusters Score -9138402 nChanged 5422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34973 members Mstep: Class 2 contains 56899 members Entering Unmasked Estep Score: -9140958.000000 Penalty: 3714.149170 Iteration 4F: 3 clusters Score -9140958 nChanged 5917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30366 members Mstep: Class 2 contains 61506 members Entering Unmasked Estep Score: -9144303.000000 Penalty: 3714.149170 Iteration 5F: 3 clusters Score -9144303 nChanged 6309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24967 members Mstep: Class 2 contains 66905 members Entering Unmasked Estep Score: -9148390.000000 Penalty: 3714.149170 Iteration 6F: 3 clusters Score -9148390 nChanged 6182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19319 members Mstep: Class 2 contains 72553 members Entering Unmasked Estep Score: -9152855.000000 Penalty: 3714.149170 Iteration 7F: 3 clusters Score -9152855 nChanged 5705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13760 members Mstep: Class 2 contains 78112 members Entering Unmasked Estep Score: -9157485.000000 Penalty: 3714.149170 Iteration 8F: 3 clusters Score -9157485 nChanged 4680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9102 members Mstep: Class 2 contains 82770 members Entering Unmasked Estep Score: -9161528.000000 Penalty: 3714.149170 Iteration 9F: 3 clusters Score -9161528 nChanged 3437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5669 members Mstep: Class 2 contains 86203 members Entering Unmasked Estep Score: -9164656.000000 Penalty: 3714.149170 Iteration 10Q: 3 clusters Score -9164656 nChanged 2300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3369 members Mstep: Class 2 contains 88503 members Entering Unmasked Estep Score: -9166807.000000 Penalty: 3714.149170 Iteration 11Q: 3 clusters Score -9166807 nChanged 1345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 89840 members Entering Unmasked Estep Score: -9168084.000000 Penalty: 3714.149170 Iteration 12Q: 3 clusters Score -9168084 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 90574 members Entering Unmasked Estep Score: -9168771.000000 Penalty: 3714.149170 Iteration 13Q: 3 clusters Score -9168771 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 90949 members Entering Unmasked Estep Score: -9169084.000000 Penalty: 3714.149170 Iteration 14Q: 3 clusters Score -9169084 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 91150 members Entering Unmasked Estep Score: -9169223.000000 Penalty: 3714.149170 Iteration 15Q: 3 clusters Score -9169223 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 91281 members Entering Unmasked Estep Score: -9169329.000000 Penalty: 3714.149170 Iteration 16Q: 3 clusters Score -9169329 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 91362 members Entering Unmasked Estep Score: -9169384.000000 Penalty: 3714.149170 Iteration 17Q: 3 clusters Score -9169384 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 91418 members Entering Unmasked Estep Score: -9169424.000000 Penalty: 3714.149170 Iteration 18Q: 3 clusters Score -9169424 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 91447 members Entering Unmasked Estep Score: -9169462.000000 Penalty: 3714.149170 Iteration 19Q: 3 clusters Score -9169462 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 91473 members Entering Unmasked Estep Score: -9169492.000000 Penalty: 3714.149170 Iteration 20F: 3 clusters Score -9169492 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 91492 members Entering Unmasked Estep Score: -9169505.000000 Penalty: 3714.149170 Iteration 21Q: 3 clusters Score -9169505 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 91504 members Entering Unmasked Estep Score: -9169520.000000 Penalty: 3714.149170 Iteration 22Q: 3 clusters Score -9169520 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 91512 members Entering Unmasked Estep Score: -9169519.000000 Penalty: 3714.149170 Iteration 23Q: 3 clusters Score -9169519 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 91518 members Entering Unmasked Estep Score: -9169530.000000 Penalty: 3714.149170 Iteration 24Q: 3 clusters Score -9169530 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 91519 members Entering Unmasked Estep Score: -9169527.000000 Penalty: 3714.149170 Iteration 25Q: 3 clusters Score -9169527 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 91519 members Entering Unmasked Estep Score: -9169534.000000 Penalty: 3714.149170 Iteration 26Q: 3 clusters Score -9169534 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 91520 members Entering Unmasked Estep Score: -9169530.000000 Penalty: 3714.149170 Iteration 27Q: 3 clusters Score -9169530 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 91523 members Entering Unmasked Estep Score: -9169530.000000 Penalty: 3714.149170 Iteration 28Q: 3 clusters Score -9169530 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 91526 members Entering Unmasked Estep Score: -9169539.000000 Penalty: 3714.149170 Iteration 29Q: 3 clusters Score -9169539 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 91527 members Entering Unmasked Estep Score: -9169537.000000 Penalty: 3714.149170 Iteration 30Q: 3 clusters Score -9169537 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 91529 members Entering Unmasked Estep Score: -9169543.000000 Penalty: 3714.149170 Iteration 31Q: 3 clusters Score -9169543 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 91532 members Entering Unmasked Estep Score: -9169549.000000 Penalty: 3714.149170 Iteration 32Q: 3 clusters Score -9169549 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 91534 members Entering Unmasked Estep Score: -9169551.000000 Penalty: 3714.149170 Iteration 33Q: 3 clusters Score -9169551 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 91537 members Entering Unmasked Estep Score: -9169561.000000 Penalty: 3714.149170 Iteration 34Q: 3 clusters Score -9169561 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 91538 members Entering Unmasked Estep Score: -9169561.000000 Penalty: 3714.149170 Iteration 35Q: 3 clusters Score -9169561 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 91539 members Entering Unmasked Estep Score: -9169567.000000 Penalty: 3714.149170 Iteration 36Q: 3 clusters Score -9169567 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 91539 members Entering Unmasked Estep Score: -9169570.000000 Penalty: 3714.149170 Iteration 37Q: 3 clusters Score -9169570 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 91541 members Entering Unmasked Estep Score: -9169562.000000 Penalty: 3714.149170 Iteration 38Q: 3 clusters Score -9169562 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 91542 members Entering Unmasked Estep Score: -9169563.000000 Penalty: 3714.149170 Iteration 39Q: 3 clusters Score -9169563 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 91543 members Entering Unmasked Estep Score: -9169564.000000 Penalty: 3714.149170 Iteration 40F: 3 clusters Score -9169564 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 91544 members Entering Unmasked Estep Score: -9169563.000000 Penalty: 3714.149170 Iteration 41Q: 3 clusters Score -9169563 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 91545 members Entering Unmasked Estep Score: -9169565.000000 Penalty: 3714.149170 Iteration 42Q: 3 clusters Score -9169565 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 91546 members Entering Unmasked Estep Score: -9169569.000000 Penalty: 3714.149170 Iteration 43Q: 3 clusters Score -9169569 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 91548 members Entering Unmasked Estep Score: -9169578.000000 Penalty: 3714.149170 Iteration 44Q: 3 clusters Score -9169578 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 91550 members Entering Unmasked Estep Score: -9169578.000000 Penalty: 3714.149170 Iteration 45Q: 3 clusters Score -9169578 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 91550 members Entering Unmasked Estep Score: -9169580.000000 Penalty: 3714.149170 Iteration 46Q: 3 clusters Score -9169580 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 91549 members Entering Unmasked Estep Score: -9169581.000000 Penalty: 3714.149170 Iteration 47Q: 3 clusters Score -9169581 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 91550 members Entering Unmasked Estep Score: -9169587.000000 Penalty: 3714.149170 Iteration 48Q: 3 clusters Score -9169587 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 91550 members Entering Unmasked Estep Score: -9169587.000000 Penalty: 3714.149170 Iteration 49F: 3 clusters Score -9169587 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (6522 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6522 members Entering Unmasked Estep Score: -635541.500000 Penalty: 1427.227173 Iteration 0F: 2 clusters Score -635541.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3234 members Mstep: Class 2 contains 3288 members Entering Unmasked Estep Score: -630568.250000 Penalty: 2854.454346 Iteration 0F: 3 clusters Score -630568.2 nChanged 2729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3097 members Mstep: Class 2 contains 3425 members Entering Unmasked Estep Score: -632096.375000 Penalty: 2854.454346 Iteration 1F: 3 clusters Score -632096.4 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3009 members Mstep: Class 2 contains 3513 members Entering Unmasked Estep Score: -632320.312500 Penalty: 2854.454346 Iteration 2F: 3 clusters Score -632320.3 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2920 members Mstep: Class 2 contains 3602 members Entering Unmasked Estep Score: -632485.812500 Penalty: 2854.454346 Iteration 3F: 3 clusters Score -632485.8 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2837 members Mstep: Class 2 contains 3685 members Entering Unmasked Estep Score: -632598.937500 Penalty: 2854.454346 Iteration 4Q: 3 clusters Score -632598.9 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2750 members Mstep: Class 2 contains 3772 members Entering Unmasked Estep Score: -632705.437500 Penalty: 2854.454346 Iteration 5Q: 3 clusters Score -632705.4 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 3871 members Entering Unmasked Estep Score: -632821.500000 Penalty: 2854.454346 Iteration 6Q: 3 clusters Score -632821.5 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2520 members Mstep: Class 2 contains 4002 members Entering Unmasked Estep Score: -632934.062500 Penalty: 2854.454346 Iteration 7Q: 3 clusters Score -632934.1 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2392 members Mstep: Class 2 contains 4130 members Entering Unmasked Estep Score: -633053.687500 Penalty: 2854.454346 Iteration 8Q: 3 clusters Score -633053.7 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 4258 members Entering Unmasked Estep Score: -633169.687500 Penalty: 2854.454346 Iteration 9Q: 3 clusters Score -633169.7 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 4357 members Entering Unmasked Estep Score: -633280.625000 Penalty: 2854.454346 Iteration 10Q: 3 clusters Score -633280.6 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2036 members Mstep: Class 2 contains 4486 members Entering Unmasked Estep Score: -633409.937500 Penalty: 2854.454346 Iteration 11Q: 3 clusters Score -633409.9 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 4617 members Entering Unmasked Estep Score: -633545.125000 Penalty: 2854.454346 Iteration 12Q: 3 clusters Score -633545.1 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 4757 members Entering Unmasked Estep Score: -633670.187500 Penalty: 2854.454346 Iteration 13Q: 3 clusters Score -633670.2 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 4880 members Entering Unmasked Estep Score: -633766.000000 Penalty: 2854.454346 Iteration 14Q: 3 clusters Score -633766 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 4987 members Entering Unmasked Estep Score: -633841.312500 Penalty: 2854.454346 Iteration 15Q: 3 clusters Score -633841.3 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 5080 members Entering Unmasked Estep Score: -633896.750000 Penalty: 2854.454346 Iteration 16Q: 3 clusters Score -633896.8 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 5171 members Entering Unmasked Estep Score: -633951.625000 Penalty: 2854.454346 Iteration 17Q: 3 clusters Score -633951.6 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 5251 members Entering Unmasked Estep Score: -633996.250000 Penalty: 2854.454346 Iteration 18Q: 3 clusters Score -633996.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 5325 members Entering Unmasked Estep Score: -634042.312500 Penalty: 2854.454346 Iteration 19Q: 3 clusters Score -634042.3 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 5393 members Entering Unmasked Estep Score: -634082.437500 Penalty: 2854.454346 Iteration 20F: 3 clusters Score -634082.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 5459 members Entering Unmasked Estep Score: -634122.437500 Penalty: 2854.454346 Iteration 21Q: 3 clusters Score -634122.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 5519 members Entering Unmasked Estep Score: -634161.500000 Penalty: 2854.454346 Iteration 22Q: 3 clusters Score -634161.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 5571 members Entering Unmasked Estep Score: -634197.750000 Penalty: 2854.454346 Iteration 23Q: 3 clusters Score -634197.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 5614 members Entering Unmasked Estep Score: -634223.125000 Penalty: 2854.454346 Iteration 24Q: 3 clusters Score -634223.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 5643 members Entering Unmasked Estep Score: -634241.000000 Penalty: 2854.454346 Iteration 25Q: 3 clusters Score -634241 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 5676 members Entering Unmasked Estep Score: -634263.312500 Penalty: 2854.454346 Iteration 26Q: 3 clusters Score -634263.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 5703 members Entering Unmasked Estep Score: -634281.375000 Penalty: 2854.454346 Iteration 27Q: 3 clusters Score -634281.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 5727 members Entering Unmasked Estep Score: -634294.562500 Penalty: 2854.454346 Iteration 28Q: 3 clusters Score -634294.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 5751 members Entering Unmasked Estep Score: -634312.312500 Penalty: 2854.454346 Iteration 29Q: 3 clusters Score -634312.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 5774 members Entering Unmasked Estep Score: -634328.312500 Penalty: 2854.454346 Iteration 30Q: 3 clusters Score -634328.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 5784 members Entering Unmasked Estep Score: -634339.000000 Penalty: 2854.454346 Iteration 31Q: 3 clusters Score -634339 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 5788 members Entering Unmasked Estep Score: -634344.937500 Penalty: 2854.454346 Iteration 32Q: 3 clusters Score -634344.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 5791 members Entering Unmasked Estep Score: -634347.875000 Penalty: 2854.454346 Iteration 33Q: 3 clusters Score -634347.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 5793 members Entering Unmasked Estep Score: -634352.125000 Penalty: 2854.454346 Iteration 34Q: 3 clusters Score -634352.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 5796 members Entering Unmasked Estep Score: -634352.625000 Penalty: 2854.454346 Iteration 35Q: 3 clusters Score -634352.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 5797 members Entering Unmasked Estep Score: -634354.500000 Penalty: 2854.454346 Iteration 36Q: 3 clusters Score -634354.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 5798 members Entering Unmasked Estep Score: -634355.812500 Penalty: 2854.454346 Iteration 37Q: 3 clusters Score -634355.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 5799 members Entering Unmasked Estep Score: -634357.687500 Penalty: 2854.454346 Iteration 38Q: 3 clusters Score -634357.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 5802 members Entering Unmasked Estep Score: -634357.750000 Penalty: 2854.454346 Iteration 39Q: 3 clusters Score -634357.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 5804 members Entering Unmasked Estep Score: -634358.875000 Penalty: 2854.454346 Iteration 40F: 3 clusters Score -634358.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 5805 members Entering Unmasked Estep Score: -634359.250000 Penalty: 2854.454346 Iteration 41Q: 3 clusters Score -634359.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 5807 members Entering Unmasked Estep Score: -634358.125000 Penalty: 2854.454346 Iteration 42Q: 3 clusters Score -634358.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 5808 members Entering Unmasked Estep Score: -634359.000000 Penalty: 2854.454346 Iteration 43Q: 3 clusters Score -634359 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 5809 members Entering Unmasked Estep Score: -634359.187500 Penalty: 2854.454346 Iteration 44Q: 3 clusters Score -634359.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 5809 members Entering Unmasked Estep Score: -634359.187500 Penalty: 2854.454346 Iteration 45F: 3 clusters Score -634359.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (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: -258753.578125 Penalty: 1302.758789 Iteration 0F: 2 clusters Score -258753.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -256024.500000 Penalty: 2605.517578 Iteration 0F: 3 clusters Score -256024.5 nChanged 1154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -256692.984375 Penalty: 2605.517578 Iteration 1F: 3 clusters Score -256693 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -256866.328125 Penalty: 2605.517578 Iteration 2F: 3 clusters Score -256866.3 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -256990.406250 Penalty: 2605.517578 Iteration 3F: 3 clusters Score -256990.4 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -257097.953125 Penalty: 2605.517578 Iteration 4Q: 3 clusters Score -257098 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -257178.359375 Penalty: 2605.517578 Iteration 5Q: 3 clusters Score -257178.4 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -257270.531250 Penalty: 2605.517578 Iteration 6Q: 3 clusters Score -257270.5 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -257336.000000 Penalty: 2605.517578 Iteration 7Q: 3 clusters Score -257336 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -257390.796875 Penalty: 2605.517578 Iteration 8Q: 3 clusters Score -257390.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -257442.171875 Penalty: 2605.517578 Iteration 9Q: 3 clusters Score -257442.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -257479.218750 Penalty: 2605.517578 Iteration 10Q: 3 clusters Score -257479.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -257502.921875 Penalty: 2605.517578 Iteration 11Q: 3 clusters Score -257502.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -257523.687500 Penalty: 2605.517578 Iteration 12Q: 3 clusters Score -257523.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -257541.453125 Penalty: 2605.517578 Iteration 13Q: 3 clusters Score -257541.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -257565.531250 Penalty: 2605.517578 Iteration 14Q: 3 clusters Score -257565.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -257597.562500 Penalty: 2605.517578 Iteration 15Q: 3 clusters Score -257597.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -257642.234375 Penalty: 2605.517578 Iteration 16Q: 3 clusters Score -257642.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -257669.968750 Penalty: 2605.517578 Iteration 17Q: 3 clusters Score -257670 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -257691.031250 Penalty: 2605.517578 Iteration 18Q: 3 clusters Score -257691 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -257707.375000 Penalty: 2605.517578 Iteration 19Q: 3 clusters Score -257707.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -257720.906250 Penalty: 2605.517578 Iteration 20F: 3 clusters Score -257720.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -257733.593750 Penalty: 2605.517578 Iteration 21Q: 3 clusters Score -257733.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -257747.359375 Penalty: 2605.517578 Iteration 22Q: 3 clusters Score -257747.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -257760.375000 Penalty: 2605.517578 Iteration 23Q: 3 clusters Score -257760.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -257773.343750 Penalty: 2605.517578 Iteration 24Q: 3 clusters Score -257773.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -257788.171875 Penalty: 2605.517578 Iteration 25Q: 3 clusters Score -257788.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -257803.031250 Penalty: 2605.517578 Iteration 26Q: 3 clusters Score -257803 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -257816.562500 Penalty: 2605.517578 Iteration 27Q: 3 clusters Score -257816.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -257834.250000 Penalty: 2605.517578 Iteration 28Q: 3 clusters Score -257834.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -257856.828125 Penalty: 2605.517578 Iteration 29Q: 3 clusters Score -257856.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -257879.078125 Penalty: 2605.517578 Iteration 30Q: 3 clusters Score -257879.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -257899.234375 Penalty: 2605.517578 Iteration 31Q: 3 clusters Score -257899.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -257920.921875 Penalty: 2605.517578 Iteration 32Q: 3 clusters Score -257920.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -257943.062500 Penalty: 2605.517578 Iteration 33Q: 3 clusters Score -257943.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -257981.421875 Penalty: 2605.517578 Iteration 34Q: 3 clusters Score -257981.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -258036.078125 Penalty: 2605.517578 Iteration 35Q: 3 clusters Score -258036.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -258074.906250 Penalty: 2605.517578 Iteration 36Q: 3 clusters Score -258074.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -258113.796875 Penalty: 2605.517578 Iteration 37Q: 3 clusters Score -258113.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2123 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -258164.187500 Penalty: 2605.517578 Iteration 38Q: 3 clusters Score -258164.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -258210.015625 Penalty: 2605.517578 Iteration 39Q: 3 clusters Score -258210 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -258251.250000 Penalty: 2605.517578 Iteration 40F: 3 clusters Score -258251.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2286 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -258304.640625 Penalty: 2605.517578 Iteration 41Q: 3 clusters Score -258304.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -258361.390625 Penalty: 2605.517578 Iteration 42Q: 3 clusters Score -258361.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -258403.390625 Penalty: 2605.517578 Iteration 43Q: 3 clusters Score -258403.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2419 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -258437.640625 Penalty: 2605.517578 Iteration 44Q: 3 clusters Score -258437.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2452 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -258463.093750 Penalty: 2605.517578 Iteration 45Q: 3 clusters Score -258463.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2474 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -258490.218750 Penalty: 2605.517578 Iteration 46Q: 3 clusters Score -258490.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -258515.015625 Penalty: 2605.517578 Iteration 47Q: 3 clusters Score -258515 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -258530.796875 Penalty: 2605.517578 Iteration 48Q: 3 clusters Score -258530.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -258549.609375 Penalty: 2605.517578 Iteration 49Q: 3 clusters Score -258549.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2543 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -258571.703125 Penalty: 2605.517578 Iteration 50Q: 3 clusters Score -258571.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2561 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -258593.437500 Penalty: 2605.517578 Iteration 51Q: 3 clusters Score -258593.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2577 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -258612.015625 Penalty: 2605.517578 Iteration 52Q: 3 clusters Score -258612 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2587 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -258621.562500 Penalty: 2605.517578 Iteration 53Q: 3 clusters Score -258621.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2590 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -258624.500000 Penalty: 2605.517578 Iteration 54Q: 3 clusters Score -258624.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2591 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -258625.156250 Penalty: 2605.517578 Iteration 55Q: 3 clusters Score -258625.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2593 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -258625.984375 Penalty: 2605.517578 Iteration 56Q: 3 clusters Score -258626 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2594 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -258626.390625 Penalty: 2605.517578 Iteration 57Q: 3 clusters Score -258626.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -258626.703125 Penalty: 2605.517578 Iteration 58Q: 3 clusters Score -258626.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -258626.703125 Penalty: 2605.517578 Iteration 59F: 3 clusters Score -258626.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (318 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Entering Unmasked Estep Score: -24107.523438 Penalty: 936.333374 Iteration 0F: 2 clusters Score -24107.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -23233.050781 Penalty: 1872.666748 Iteration 0F: 3 clusters Score -23233.05 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -23378.310547 Penalty: 1872.666748 Iteration 1F: 3 clusters Score -23378.31 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -23445.570312 Penalty: 1872.666748 Iteration 2F: 3 clusters Score -23445.57 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -23461.728516 Penalty: 1872.666748 Iteration 3Q: 3 clusters Score -23461.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -23467.316406 Penalty: 1872.666748 Iteration 4Q: 3 clusters Score -23467.32 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -23474.892578 Penalty: 1872.666748 Iteration 5Q: 3 clusters Score -23474.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -23484.929688 Penalty: 1872.666748 Iteration 6Q: 3 clusters Score -23484.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -23490.304688 Penalty: 1872.666748 Iteration 7Q: 3 clusters Score -23490.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -23494.445312 Penalty: 1872.666748 Iteration 8Q: 3 clusters Score -23494.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -23503.861328 Penalty: 1872.666748 Iteration 9Q: 3 clusters Score -23503.86 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -23503.861328 Penalty: 1872.666748 Iteration 10F: 3 clusters Score -23503.86 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (2386 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Entering Unmasked Estep Score: -236904.031250 Penalty: 1263.823242 Iteration 0F: 2 clusters Score -236904 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -234625.359375 Penalty: 2527.646484 Iteration 0F: 3 clusters Score -234625.4 nChanged 835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -235118.421875 Penalty: 2527.646484 Iteration 1F: 3 clusters Score -235118.4 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -235231.640625 Penalty: 2527.646484 Iteration 2F: 3 clusters Score -235231.6 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -235305.468750 Penalty: 2527.646484 Iteration 3Q: 3 clusters Score -235305.5 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -235370.640625 Penalty: 2527.646484 Iteration 4Q: 3 clusters Score -235370.6 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -235427.906250 Penalty: 2527.646484 Iteration 5Q: 3 clusters Score -235427.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -235471.484375 Penalty: 2527.646484 Iteration 6Q: 3 clusters Score -235471.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -235507.921875 Penalty: 2527.646484 Iteration 7Q: 3 clusters Score -235507.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -235531.328125 Penalty: 2527.646484 Iteration 8Q: 3 clusters Score -235531.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -235549.250000 Penalty: 2527.646484 Iteration 9Q: 3 clusters Score -235549.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -235562.343750 Penalty: 2527.646484 Iteration 10Q: 3 clusters Score -235562.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -235578.140625 Penalty: 2527.646484 Iteration 11Q: 3 clusters Score -235578.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -235594.156250 Penalty: 2527.646484 Iteration 12Q: 3 clusters Score -235594.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -235612.875000 Penalty: 2527.646484 Iteration 13Q: 3 clusters Score -235612.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -235639.484375 Penalty: 2527.646484 Iteration 14Q: 3 clusters Score -235639.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -235660.765625 Penalty: 2527.646484 Iteration 15Q: 3 clusters Score -235660.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -235678.875000 Penalty: 2527.646484 Iteration 16Q: 3 clusters Score -235678.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -235698.750000 Penalty: 2527.646484 Iteration 17Q: 3 clusters Score -235698.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -235713.656250 Penalty: 2527.646484 Iteration 18Q: 3 clusters Score -235713.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -235732.296875 Penalty: 2527.646484 Iteration 19Q: 3 clusters Score -235732.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -235747.859375 Penalty: 2527.646484 Iteration 20F: 3 clusters Score -235747.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -235756.843750 Penalty: 2527.646484 Iteration 21Q: 3 clusters Score -235756.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -235763.015625 Penalty: 2527.646484 Iteration 22Q: 3 clusters Score -235763 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -235768.359375 Penalty: 2527.646484 Iteration 23Q: 3 clusters Score -235768.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -235776.203125 Penalty: 2527.646484 Iteration 24Q: 3 clusters Score -235776.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -235783.046875 Penalty: 2527.646484 Iteration 25Q: 3 clusters Score -235783 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -235788.437500 Penalty: 2527.646484 Iteration 26Q: 3 clusters Score -235788.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -235792.312500 Penalty: 2527.646484 Iteration 27Q: 3 clusters Score -235792.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -235795.875000 Penalty: 2527.646484 Iteration 28Q: 3 clusters Score -235795.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -235798.734375 Penalty: 2527.646484 Iteration 29Q: 3 clusters Score -235798.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -235800.468750 Penalty: 2527.646484 Iteration 30Q: 3 clusters Score -235800.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -235803.015625 Penalty: 2527.646484 Iteration 31Q: 3 clusters Score -235803 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -235804.843750 Penalty: 2527.646484 Iteration 32Q: 3 clusters Score -235804.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -235805.812500 Penalty: 2527.646484 Iteration 33Q: 3 clusters Score -235805.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -235806.156250 Penalty: 2527.646484 Iteration 34Q: 3 clusters Score -235806.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -235806.156250 Penalty: 2527.646484 Iteration 35F: 3 clusters Score -235806.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (3414 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3414 members Entering Unmasked Estep Score: -335937.906250 Penalty: 1322.041504 Iteration 0F: 2 clusters Score -335937.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -332939.093750 Penalty: 2644.083008 Iteration 0F: 3 clusters Score -332939.1 nChanged 1329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -333661.343750 Penalty: 2644.083008 Iteration 1F: 3 clusters Score -333661.3 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -333804.343750 Penalty: 2644.083008 Iteration 2F: 3 clusters Score -333804.3 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -333895.875000 Penalty: 2644.083008 Iteration 3Q: 3 clusters Score -333895.9 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -333996.687500 Penalty: 2644.083008 Iteration 4Q: 3 clusters Score -333996.7 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -334092.312500 Penalty: 2644.083008 Iteration 5Q: 3 clusters Score -334092.3 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -334157.812500 Penalty: 2644.083008 Iteration 6Q: 3 clusters Score -334157.8 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -334202.468750 Penalty: 2644.083008 Iteration 7Q: 3 clusters Score -334202.5 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -334240.718750 Penalty: 2644.083008 Iteration 8Q: 3 clusters Score -334240.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -334267.031250 Penalty: 2644.083008 Iteration 9Q: 3 clusters Score -334267 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -334288.781250 Penalty: 2644.083008 Iteration 10Q: 3 clusters Score -334288.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -334307.187500 Penalty: 2644.083008 Iteration 11Q: 3 clusters Score -334307.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -334326.750000 Penalty: 2644.083008 Iteration 12Q: 3 clusters Score -334326.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -334345.093750 Penalty: 2644.083008 Iteration 13Q: 3 clusters Score -334345.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -334359.593750 Penalty: 2644.083008 Iteration 14Q: 3 clusters Score -334359.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -334371.468750 Penalty: 2644.083008 Iteration 15Q: 3 clusters Score -334371.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -334382.343750 Penalty: 2644.083008 Iteration 16Q: 3 clusters Score -334382.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -334393.562500 Penalty: 2644.083008 Iteration 17Q: 3 clusters Score -334393.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -334402.093750 Penalty: 2644.083008 Iteration 18Q: 3 clusters Score -334402.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -334406.687500 Penalty: 2644.083008 Iteration 19Q: 3 clusters Score -334406.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -334416.437500 Penalty: 2644.083008 Iteration 20F: 3 clusters Score -334416.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -334423.843750 Penalty: 2644.083008 Iteration 21Q: 3 clusters Score -334423.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -334429.906250 Penalty: 2644.083008 Iteration 22Q: 3 clusters Score -334429.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 1828 members Entering Unmasked Estep Score: -334434.000000 Penalty: 2644.083008 Iteration 23Q: 3 clusters Score -334434 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -334439.000000 Penalty: 2644.083008 Iteration 24Q: 3 clusters Score -334439 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -334444.531250 Penalty: 2644.083008 Iteration 25Q: 3 clusters Score -334444.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -334447.093750 Penalty: 2644.083008 Iteration 26Q: 3 clusters Score -334447.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -334448.406250 Penalty: 2644.083008 Iteration 27Q: 3 clusters Score -334448.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -334448.531250 Penalty: 2644.083008 Iteration 28Q: 3 clusters Score -334448.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -334449.468750 Penalty: 2644.083008 Iteration 29Q: 3 clusters Score -334449.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -334451.937500 Penalty: 2644.083008 Iteration 30Q: 3 clusters Score -334451.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -334452.562500 Penalty: 2644.083008 Iteration 31Q: 3 clusters Score -334452.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -334454.812500 Penalty: 2644.083008 Iteration 32Q: 3 clusters Score -334454.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -334454.843750 Penalty: 2644.083008 Iteration 33Q: 3 clusters Score -334454.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -334454.937500 Penalty: 2644.083008 Iteration 34Q: 3 clusters Score -334454.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -334455.187500 Penalty: 2644.083008 Iteration 35Q: 3 clusters Score -334455.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -334455.187500 Penalty: 2644.083008 Iteration 36F: 3 clusters Score -334455.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (2053 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Entering Unmasked Estep Score: -190469.546875 Penalty: 1239.396851 Iteration 0F: 2 clusters Score -190469.5 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 1034 members Entering Unmasked Estep Score: -188344.140625 Penalty: 2478.793701 Iteration 0F: 3 clusters Score -188344.1 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -188797.703125 Penalty: 2478.793701 Iteration 1F: 3 clusters Score -188797.7 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -188915.953125 Penalty: 2478.793701 Iteration 2F: 3 clusters Score -188916 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -188976.093750 Penalty: 2478.793701 Iteration 3Q: 3 clusters Score -188976.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -189010.125000 Penalty: 2478.793701 Iteration 4Q: 3 clusters Score -189010.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -189033.328125 Penalty: 2478.793701 Iteration 5Q: 3 clusters Score -189033.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -189054.125000 Penalty: 2478.793701 Iteration 6Q: 3 clusters Score -189054.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -189067.859375 Penalty: 2478.793701 Iteration 7Q: 3 clusters Score -189067.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -189082.578125 Penalty: 2478.793701 Iteration 8Q: 3 clusters Score -189082.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -189091.625000 Penalty: 2478.793701 Iteration 9Q: 3 clusters Score -189091.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -189104.468750 Penalty: 2478.793701 Iteration 10Q: 3 clusters Score -189104.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -189115.281250 Penalty: 2478.793701 Iteration 11Q: 3 clusters Score -189115.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -189124.859375 Penalty: 2478.793701 Iteration 12Q: 3 clusters Score -189124.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -189135.765625 Penalty: 2478.793701 Iteration 13Q: 3 clusters Score -189135.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -189152.328125 Penalty: 2478.793701 Iteration 14Q: 3 clusters Score -189152.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -189169.343750 Penalty: 2478.793701 Iteration 15Q: 3 clusters Score -189169.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -189182.234375 Penalty: 2478.793701 Iteration 16Q: 3 clusters Score -189182.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -189190.031250 Penalty: 2478.793701 Iteration 17Q: 3 clusters Score -189190 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -189196.843750 Penalty: 2478.793701 Iteration 18Q: 3 clusters Score -189196.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -189205.171875 Penalty: 2478.793701 Iteration 19Q: 3 clusters Score -189205.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -189209.453125 Penalty: 2478.793701 Iteration 20F: 3 clusters Score -189209.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -189216.437500 Penalty: 2478.793701 Iteration 21Q: 3 clusters Score -189216.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -189220.453125 Penalty: 2478.793701 Iteration 22Q: 3 clusters Score -189220.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -189225.406250 Penalty: 2478.793701 Iteration 23Q: 3 clusters Score -189225.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -189227.625000 Penalty: 2478.793701 Iteration 24Q: 3 clusters Score -189227.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -189230.968750 Penalty: 2478.793701 Iteration 25Q: 3 clusters Score -189231 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -189232.406250 Penalty: 2478.793701 Iteration 26Q: 3 clusters Score -189232.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -189234.421875 Penalty: 2478.793701 Iteration 27Q: 3 clusters Score -189234.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -189234.718750 Penalty: 2478.793701 Iteration 28Q: 3 clusters Score -189234.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -189234.718750 Penalty: 2478.793701 Iteration 29F: 3 clusters Score -189234.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (14572 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14572 members Entering Unmasked Estep Score: -1359656.125000 Penalty: 1557.864258 Iteration 0F: 2 clusters Score -1359656 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7310 members Mstep: Class 2 contains 7262 members Entering Unmasked Estep Score: -1349552.250000 Penalty: 3115.728516 Iteration 0F: 3 clusters Score -1349552 nChanged 6374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7392 members Mstep: Class 2 contains 7180 members Entering Unmasked Estep Score: -1353157.625000 Penalty: 3115.728516 Iteration 1F: 3 clusters Score -1353158 nChanged 939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7385 members Mstep: Class 2 contains 7187 members Entering Unmasked Estep Score: -1353717.750000 Penalty: 3115.728516 Iteration 2F: 3 clusters Score -1353718 nChanged 952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7403 members Mstep: Class 2 contains 7169 members Entering Unmasked Estep Score: -1354498.875000 Penalty: 3115.728516 Iteration 3F: 3 clusters Score -1354499 nChanged 1086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7353 members Mstep: Class 2 contains 7219 members Entering Unmasked Estep Score: -1355522.000000 Penalty: 3115.728516 Iteration 4F: 3 clusters Score -1355522 nChanged 1116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7261 members Mstep: Class 2 contains 7311 members Entering Unmasked Estep Score: -1356534.750000 Penalty: 3115.728516 Iteration 5F: 3 clusters Score -1356535 nChanged 977 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7196 members Mstep: Class 2 contains 7376 members Entering Unmasked Estep Score: -1357276.875000 Penalty: 3115.728516 Iteration 6F: 3 clusters Score -1357277 nChanged 724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7228 members Mstep: Class 2 contains 7344 members Entering Unmasked Estep Score: -1357672.750000 Penalty: 3115.728516 Iteration 7Q: 3 clusters Score -1357673 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7288 members Mstep: Class 2 contains 7284 members Entering Unmasked Estep Score: -1357839.375000 Penalty: 3115.728516 Iteration 8Q: 3 clusters Score -1357839 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7380 members Mstep: Class 2 contains 7192 members Entering Unmasked Estep Score: -1357909.500000 Penalty: 3115.728516 Iteration 9Q: 3 clusters Score -1357910 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7449 members Mstep: Class 2 contains 7123 members Entering Unmasked Estep Score: -1357949.250000 Penalty: 3115.728516 Iteration 10Q: 3 clusters Score -1357949 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7528 members Mstep: Class 2 contains 7044 members Entering Unmasked Estep Score: -1357977.750000 Penalty: 3115.728516 Iteration 11Q: 3 clusters Score -1357978 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7566 members Mstep: Class 2 contains 7006 members Entering Unmasked Estep Score: -1357997.250000 Penalty: 3115.728516 Iteration 12Q: 3 clusters Score -1357997 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7601 members Mstep: Class 2 contains 6971 members Entering Unmasked Estep Score: -1358011.750000 Penalty: 3115.728516 Iteration 13Q: 3 clusters Score -1358012 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7631 members Mstep: Class 2 contains 6941 members Entering Unmasked Estep Score: -1358020.125000 Penalty: 3115.728516 Iteration 14Q: 3 clusters Score -1358020 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7664 members Mstep: Class 2 contains 6908 members Entering Unmasked Estep Score: -1358027.500000 Penalty: 3115.728516 Iteration 15Q: 3 clusters Score -1358028 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7700 members Mstep: Class 2 contains 6872 members Entering Unmasked Estep Score: -1358033.250000 Penalty: 3115.728516 Iteration 16Q: 3 clusters Score -1358033 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7720 members Mstep: Class 2 contains 6852 members Entering Unmasked Estep Score: -1358038.000000 Penalty: 3115.728516 Iteration 17Q: 3 clusters Score -1358038 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7741 members Mstep: Class 2 contains 6831 members Entering Unmasked Estep Score: -1358039.750000 Penalty: 3115.728516 Iteration 18Q: 3 clusters Score -1358040 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7757 members Mstep: Class 2 contains 6815 members Entering Unmasked Estep Score: -1358043.750000 Penalty: 3115.728516 Iteration 19Q: 3 clusters Score -1358044 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7767 members Mstep: Class 2 contains 6805 members Entering Unmasked Estep Score: -1358044.625000 Penalty: 3115.728516 Iteration 20F: 3 clusters Score -1358045 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7764 members Mstep: Class 2 contains 6808 members Entering Unmasked Estep Score: -1358047.375000 Penalty: 3115.728516 Iteration 21Q: 3 clusters Score -1358047 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7766 members Mstep: Class 2 contains 6806 members Entering Unmasked Estep Score: -1358052.000000 Penalty: 3115.728516 Iteration 22Q: 3 clusters Score -1358052 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7768 members Mstep: Class 2 contains 6804 members Entering Unmasked Estep Score: -1358049.250000 Penalty: 3115.728516 Iteration 23Q: 3 clusters Score -1358049 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7769 members Mstep: Class 2 contains 6803 members Entering Unmasked Estep Score: -1358048.375000 Penalty: 3115.728516 Iteration 24Q: 3 clusters Score -1358048 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7775 members Mstep: Class 2 contains 6797 members Entering Unmasked Estep Score: -1358053.500000 Penalty: 3115.728516 Iteration 25Q: 3 clusters Score -1358054 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7778 members Mstep: Class 2 contains 6794 members Entering Unmasked Estep Score: -1358054.875000 Penalty: 3115.728516 Iteration 26Q: 3 clusters Score -1358055 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7784 members Mstep: Class 2 contains 6788 members Entering Unmasked Estep Score: -1358055.625000 Penalty: 3115.728516 Iteration 27Q: 3 clusters Score -1358056 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7790 members Mstep: Class 2 contains 6782 members Entering Unmasked Estep Score: -1358053.875000 Penalty: 3115.728516 Iteration 28Q: 3 clusters Score -1358054 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7794 members Mstep: Class 2 contains 6778 members Entering Unmasked Estep Score: -1358056.375000 Penalty: 3115.728516 Iteration 29Q: 3 clusters Score -1358056 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7797 members Mstep: Class 2 contains 6775 members Entering Unmasked Estep Score: -1358056.625000 Penalty: 3115.728516 Iteration 30Q: 3 clusters Score -1358057 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7800 members Mstep: Class 2 contains 6772 members Entering Unmasked Estep Score: -1358059.500000 Penalty: 3115.728516 Iteration 31Q: 3 clusters Score -1358060 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7801 members Mstep: Class 2 contains 6771 members Entering Unmasked Estep Score: -1358059.625000 Penalty: 3115.728516 Iteration 32Q: 3 clusters Score -1358060 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7800 members Mstep: Class 2 contains 6772 members Entering Unmasked Estep Score: -1358060.000000 Penalty: 3115.728516 Iteration 33Q: 3 clusters Score -1358060 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7798 members Mstep: Class 2 contains 6774 members Entering Unmasked Estep Score: -1358060.750000 Penalty: 3115.728516 Iteration 34Q: 3 clusters Score -1358061 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7799 members Mstep: Class 2 contains 6773 members Entering Unmasked Estep Score: -1358061.875000 Penalty: 3115.728516 Iteration 35Q: 3 clusters Score -1358062 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7799 members Mstep: Class 2 contains 6773 members Entering Unmasked Estep Score: -1358061.875000 Penalty: 3115.728516 Iteration 36F: 3 clusters Score -1358062 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (34390 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34390 members Entering Unmasked Estep Score: -3298502.750000 Penalty: 1697.397217 Iteration 0F: 2 clusters Score -3298503 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17203 members Mstep: Class 2 contains 17187 members Entering Unmasked Estep Score: -3275435.250000 Penalty: 3394.794434 Iteration 0F: 3 clusters Score -3275435 nChanged 16004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16913 members Mstep: Class 2 contains 17477 members Entering Unmasked Estep Score: -3284746.500000 Penalty: 3394.794434 Iteration 1F: 3 clusters Score -3284746 nChanged 1869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16532 members Mstep: Class 2 contains 17858 members Entering Unmasked Estep Score: -3285607.000000 Penalty: 3394.794434 Iteration 2F: 3 clusters Score -3285607 nChanged 2080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15996 members Mstep: Class 2 contains 18394 members Entering Unmasked Estep Score: -3286737.000000 Penalty: 3394.794434 Iteration 3F: 3 clusters Score -3286737 nChanged 2220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15374 members Mstep: Class 2 contains 19016 members Entering Unmasked Estep Score: -3288204.000000 Penalty: 3394.794434 Iteration 4F: 3 clusters Score -3288204 nChanged 2274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14722 members Mstep: Class 2 contains 19668 members Entering Unmasked Estep Score: -3289814.000000 Penalty: 3394.794434 Iteration 5F: 3 clusters Score -3289814 nChanged 2085 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14211 members Mstep: Class 2 contains 20179 members Entering Unmasked Estep Score: -3291242.000000 Penalty: 3394.794434 Iteration 6F: 3 clusters Score -3291242 nChanged 1785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13872 members Mstep: Class 2 contains 20518 members Entering Unmasked Estep Score: -3292168.250000 Penalty: 3394.794434 Iteration 7F: 3 clusters Score -3292168 nChanged 1264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13598 members Mstep: Class 2 contains 20792 members Entering Unmasked Estep Score: -3292637.500000 Penalty: 3394.794434 Iteration 8Q: 3 clusters Score -3292638 nChanged 858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13312 members Mstep: Class 2 contains 21078 members Entering Unmasked Estep Score: -3292915.250000 Penalty: 3394.794434 Iteration 9Q: 3 clusters Score -3292915 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13064 members Mstep: Class 2 contains 21326 members Entering Unmasked Estep Score: -3293064.750000 Penalty: 3394.794434 Iteration 10Q: 3 clusters Score -3293065 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12811 members Mstep: Class 2 contains 21579 members Entering Unmasked Estep Score: -3293192.250000 Penalty: 3394.794434 Iteration 11Q: 3 clusters Score -3293192 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12553 members Mstep: Class 2 contains 21837 members Entering Unmasked Estep Score: -3293282.250000 Penalty: 3394.794434 Iteration 12Q: 3 clusters Score -3293282 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12300 members Mstep: Class 2 contains 22090 members Entering Unmasked Estep Score: -3293387.750000 Penalty: 3394.794434 Iteration 13Q: 3 clusters Score -3293388 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12023 members Mstep: Class 2 contains 22367 members Entering Unmasked Estep Score: -3293479.750000 Penalty: 3394.794434 Iteration 14Q: 3 clusters Score -3293480 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11715 members Mstep: Class 2 contains 22675 members Entering Unmasked Estep Score: -3293563.250000 Penalty: 3394.794434 Iteration 15Q: 3 clusters Score -3293563 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11407 members Mstep: Class 2 contains 22983 members Entering Unmasked Estep Score: -3293654.000000 Penalty: 3394.794434 Iteration 16Q: 3 clusters Score -3293654 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11093 members Mstep: Class 2 contains 23297 members Entering Unmasked Estep Score: -3293733.000000 Penalty: 3394.794434 Iteration 17Q: 3 clusters Score -3293733 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10760 members Mstep: Class 2 contains 23630 members Entering Unmasked Estep Score: -3293817.750000 Penalty: 3394.794434 Iteration 18Q: 3 clusters Score -3293818 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10412 members Mstep: Class 2 contains 23978 members Entering Unmasked Estep Score: -3293935.250000 Penalty: 3394.794434 Iteration 19Q: 3 clusters Score -3293935 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10077 members Mstep: Class 2 contains 24313 members Entering Unmasked Estep Score: -3294023.000000 Penalty: 3394.794434 Iteration 20F: 3 clusters Score -3294023 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9718 members Mstep: Class 2 contains 24672 members Entering Unmasked Estep Score: -3294109.500000 Penalty: 3394.794434 Iteration 21Q: 3 clusters Score -3294110 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9337 members Mstep: Class 2 contains 25053 members Entering Unmasked Estep Score: -3294213.000000 Penalty: 3394.794434 Iteration 22Q: 3 clusters Score -3294213 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8942 members Mstep: Class 2 contains 25448 members Entering Unmasked Estep Score: -3294334.500000 Penalty: 3394.794434 Iteration 23Q: 3 clusters Score -3294334 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8530 members Mstep: Class 2 contains 25860 members Entering Unmasked Estep Score: -3294441.250000 Penalty: 3394.794434 Iteration 24Q: 3 clusters Score -3294441 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8122 members Mstep: Class 2 contains 26268 members Entering Unmasked Estep Score: -3294543.000000 Penalty: 3394.794434 Iteration 25Q: 3 clusters Score -3294543 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7718 members Mstep: Class 2 contains 26672 members Entering Unmasked Estep Score: -3294648.750000 Penalty: 3394.794434 Iteration 26Q: 3 clusters Score -3294649 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7323 members Mstep: Class 2 contains 27067 members Entering Unmasked Estep Score: -3294769.750000 Penalty: 3394.794434 Iteration 27Q: 3 clusters Score -3294770 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6951 members Mstep: Class 2 contains 27439 members Entering Unmasked Estep Score: -3294866.750000 Penalty: 3394.794434 Iteration 28Q: 3 clusters Score -3294867 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6574 members Mstep: Class 2 contains 27816 members Entering Unmasked Estep Score: -3294979.500000 Penalty: 3394.794434 Iteration 29Q: 3 clusters Score -3294980 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6179 members Mstep: Class 2 contains 28211 members Entering Unmasked Estep Score: -3295111.500000 Penalty: 3394.794434 Iteration 30Q: 3 clusters Score -3295112 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5774 members Mstep: Class 2 contains 28616 members Entering Unmasked Estep Score: -3295216.500000 Penalty: 3394.794434 Iteration 31Q: 3 clusters Score -3295216 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5363 members Mstep: Class 2 contains 29027 members Entering Unmasked Estep Score: -3295354.250000 Penalty: 3394.794434 Iteration 32Q: 3 clusters Score -3295354 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5002 members Mstep: Class 2 contains 29388 members Entering Unmasked Estep Score: -3295473.000000 Penalty: 3394.794434 Iteration 33Q: 3 clusters Score -3295473 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4660 members Mstep: Class 2 contains 29730 members Entering Unmasked Estep Score: -3295575.500000 Penalty: 3394.794434 Iteration 34Q: 3 clusters Score -3295576 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4352 members Mstep: Class 2 contains 30038 members Entering Unmasked Estep Score: -3295671.750000 Penalty: 3394.794434 Iteration 35Q: 3 clusters Score -3295672 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4044 members Mstep: Class 2 contains 30346 members Entering Unmasked Estep Score: -3295774.500000 Penalty: 3394.794434 Iteration 36Q: 3 clusters Score -3295774 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3738 members Mstep: Class 2 contains 30652 members Entering Unmasked Estep Score: -3295849.500000 Penalty: 3394.794434 Iteration 37Q: 3 clusters Score -3295850 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3456 members Mstep: Class 2 contains 30934 members Entering Unmasked Estep Score: -3295943.750000 Penalty: 3394.794434 Iteration 38Q: 3 clusters Score -3295944 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3165 members Mstep: Class 2 contains 31225 members Entering Unmasked Estep Score: -3296044.000000 Penalty: 3394.794434 Iteration 39Q: 3 clusters Score -3296044 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2900 members Mstep: Class 2 contains 31490 members Entering Unmasked Estep Score: -3296130.750000 Penalty: 3394.794434 Iteration 40F: 3 clusters Score -3296131 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2631 members Mstep: Class 2 contains 31759 members Entering Unmasked Estep Score: -3296223.500000 Penalty: 3394.794434 Iteration 41Q: 3 clusters Score -3296224 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2376 members Mstep: Class 2 contains 32014 members Entering Unmasked Estep Score: -3296333.250000 Penalty: 3394.794434 Iteration 42Q: 3 clusters Score -3296333 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 32248 members Entering Unmasked Estep Score: -3296424.500000 Penalty: 3394.794434 Iteration 43Q: 3 clusters Score -3296424 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 32474 members Entering Unmasked Estep Score: -3296525.000000 Penalty: 3394.794434 Iteration 44Q: 3 clusters Score -3296525 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 32659 members Entering Unmasked Estep Score: -3296619.750000 Penalty: 3394.794434 Iteration 45Q: 3 clusters Score -3296620 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 32835 members Entering Unmasked Estep Score: -3296681.500000 Penalty: 3394.794434 Iteration 46Q: 3 clusters Score -3296682 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 32964 members Entering Unmasked Estep Score: -3296737.000000 Penalty: 3394.794434 Iteration 47Q: 3 clusters Score -3296737 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 33080 members Entering Unmasked Estep Score: -3296798.750000 Penalty: 3394.794434 Iteration 48Q: 3 clusters Score -3296799 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 33181 members Entering Unmasked Estep Score: -3296849.250000 Penalty: 3394.794434 Iteration 49Q: 3 clusters Score -3296849 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 33274 members Entering Unmasked Estep Score: -3296898.250000 Penalty: 3394.794434 Iteration 50Q: 3 clusters Score -3296898 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 33353 members Entering Unmasked Estep Score: -3296946.750000 Penalty: 3394.794434 Iteration 51Q: 3 clusters Score -3296947 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 33420 members Entering Unmasked Estep Score: -3296976.000000 Penalty: 3394.794434 Iteration 52Q: 3 clusters Score -3296976 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 33469 members Entering Unmasked Estep Score: -3297002.000000 Penalty: 3394.794434 Iteration 53Q: 3 clusters Score -3297002 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 33520 members Entering Unmasked Estep Score: -3297026.750000 Penalty: 3394.794434 Iteration 54Q: 3 clusters Score -3297027 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 33574 members Entering Unmasked Estep Score: -3297051.500000 Penalty: 3394.794434 Iteration 55Q: 3 clusters Score -3297052 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 33613 members Entering Unmasked Estep Score: -3297060.750000 Penalty: 3394.794434 Iteration 56Q: 3 clusters Score -3297061 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 33645 members Entering Unmasked Estep Score: -3297076.000000 Penalty: 3394.794434 Iteration 57Q: 3 clusters Score -3297076 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 33677 members Entering Unmasked Estep Score: -3297100.250000 Penalty: 3394.794434 Iteration 58Q: 3 clusters Score -3297100 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 33701 members Entering Unmasked Estep Score: -3297107.750000 Penalty: 3394.794434 Iteration 59Q: 3 clusters Score -3297108 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 33712 members Entering Unmasked Estep Score: -3297109.750000 Penalty: 3394.794434 Iteration 60F: 3 clusters Score -3297110 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 33722 members Entering Unmasked Estep Score: -3297108.500000 Penalty: 3394.794434 Iteration 61Q: 3 clusters Score -3297108 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 33728 members Entering Unmasked Estep Score: -3297111.500000 Penalty: 3394.794434 Iteration 62Q: 3 clusters Score -3297112 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 33732 members Entering Unmasked Estep Score: -3297110.000000 Penalty: 3394.794434 Iteration 63Q: 3 clusters Score -3297110 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 33739 members Entering Unmasked Estep Score: -3297117.000000 Penalty: 3394.794434 Iteration 64Q: 3 clusters Score -3297117 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 33744 members Entering Unmasked Estep Score: -3297125.750000 Penalty: 3394.794434 Iteration 65Q: 3 clusters Score -3297126 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 33747 members Entering Unmasked Estep Score: -3297122.250000 Penalty: 3394.794434 Iteration 66Q: 3 clusters Score -3297122 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 33750 members Entering Unmasked Estep Score: -3297119.500000 Penalty: 3394.794434 Iteration 67Q: 3 clusters Score -3297120 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 33752 members Entering Unmasked Estep Score: -3297124.750000 Penalty: 3394.794434 Iteration 68Q: 3 clusters Score -3297125 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 33754 members Entering Unmasked Estep Score: -3297125.500000 Penalty: 3394.794434 Iteration 69Q: 3 clusters Score -3297126 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 33755 members Entering Unmasked Estep Score: -3297127.000000 Penalty: 3394.794434 Iteration 70Q: 3 clusters Score -3297127 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 33755 members Entering Unmasked Estep Score: -3297127.000000 Penalty: 3394.794434 Iteration 71F: 3 clusters Score -3297127 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (327 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Entering Unmasked Estep Score: -27809.710938 Penalty: 940.868591 Iteration 0F: 2 clusters Score -27809.71 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -26912.755859 Penalty: 1881.737183 Iteration 0F: 3 clusters Score -26912.76 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -27031.443359 Penalty: 1881.737183 Iteration 1F: 3 clusters Score -27031.44 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -27070.330078 Penalty: 1881.737183 Iteration 2Q: 3 clusters Score -27070.33 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -27087.591797 Penalty: 1881.737183 Iteration 3Q: 3 clusters Score -27087.59 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -27100.498047 Penalty: 1881.737183 Iteration 4Q: 3 clusters Score -27100.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -27104.855469 Penalty: 1881.737183 Iteration 5Q: 3 clusters Score -27104.86 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -27104.855469 Penalty: 1881.737183 Iteration 6F: 3 clusters Score -27104.86 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (142125 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142125 members Entering Unmasked Estep Score: -14152892.000000 Penalty: 1927.975098 Iteration 0F: 2 clusters Score -1.415289e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70899 members Mstep: Class 2 contains 71226 members Entering Unmasked Estep Score: -14057738.000000 Penalty: 3855.950195 Iteration 0F: 3 clusters Score -1.405774e+07 nChanged 68521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66150 members Mstep: Class 2 contains 75975 members Entering Unmasked Estep Score: -14098673.000000 Penalty: 3855.950195 Iteration 1F: 3 clusters Score -1.409867e+07 nChanged 5740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62670 members Mstep: Class 2 contains 79455 members Entering Unmasked Estep Score: -14100765.000000 Penalty: 3855.950195 Iteration 2Q: 3 clusters Score -1.410076e+07 nChanged 7058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57464 members Mstep: Class 2 contains 84661 members Entering Unmasked Estep Score: -14103595.000000 Penalty: 3855.950195 Iteration 3Q: 3 clusters Score -1.41036e+07 nChanged 8658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50160 members Mstep: Class 2 contains 91965 members Entering Unmasked Estep Score: -14108182.000000 Penalty: 3855.950195 Iteration 4F: 3 clusters Score -1.410818e+07 nChanged 10263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40809 members Mstep: Class 2 contains 101316 members Entering Unmasked Estep Score: -14114776.000000 Penalty: 3855.950195 Iteration 5F: 3 clusters Score -1.411478e+07 nChanged 11157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30088 members Mstep: Class 2 contains 112037 members Entering Unmasked Estep Score: -14123504.000000 Penalty: 3855.950195 Iteration 6F: 3 clusters Score -1.41235e+07 nChanged 10916 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19308 members Mstep: Class 2 contains 122817 members Entering Unmasked Estep Score: -14133172.000000 Penalty: 3855.950195 Iteration 7F: 3 clusters Score -1.413317e+07 nChanged 8896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10424 members Mstep: Class 2 contains 131701 members Entering Unmasked Estep Score: -14141598.000000 Penalty: 3855.950195 Iteration 8F: 3 clusters Score -1.41416e+07 nChanged 5791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4633 members Mstep: Class 2 contains 137492 members Entering Unmasked Estep Score: -14146960.000000 Penalty: 3855.950195 Iteration 9Q: 3 clusters Score -1.414696e+07 nChanged 2934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 140426 members Entering Unmasked Estep Score: -14149593.000000 Penalty: 3855.950195 Iteration 10Q: 3 clusters Score -1.414959e+07 nChanged 1069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 141495 members Entering Unmasked Estep Score: -14150529.000000 Penalty: 3855.950195 Iteration 11Q: 3 clusters Score -1.415053e+07 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 141821 members Entering Unmasked Estep Score: -14150884.000000 Penalty: 3855.950195 Iteration 12Q: 3 clusters Score -1.415088e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 141912 members Entering Unmasked Estep Score: -14151012.000000 Penalty: 3855.950195 Iteration 13Q: 3 clusters Score -1.415101e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 141944 members Entering Unmasked Estep Score: -14151099.000000 Penalty: 3855.950195 Iteration 14Q: 3 clusters Score -1.41511e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 141958 members Entering Unmasked Estep Score: -14151137.000000 Penalty: 3855.950195 Iteration 15Q: 3 clusters Score -1.415114e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 141968 members Entering Unmasked Estep Score: -14151168.000000 Penalty: 3855.950195 Iteration 16Q: 3 clusters Score -1.415117e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 141974 members Entering Unmasked Estep Score: -14151180.000000 Penalty: 3855.950195 Iteration 17Q: 3 clusters Score -1.415118e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 141976 members Entering Unmasked Estep Score: -14151190.000000 Penalty: 3855.950195 Iteration 18Q: 3 clusters Score -1.415119e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 141977 members Entering Unmasked Estep Score: -14151187.000000 Penalty: 3855.950195 Iteration 19Q: 3 clusters Score -1.415119e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 141977 members Entering Unmasked Estep Score: -14151209.000000 Penalty: 3855.950195 Iteration 20F: 3 clusters Score -1.415121e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 141978 members Entering Unmasked Estep Score: -14151199.000000 Penalty: 3855.950195 Iteration 21Q: 3 clusters Score -1.41512e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 141979 members Entering Unmasked Estep Score: -14151200.000000 Penalty: 3855.950195 Iteration 22Q: 3 clusters Score -1.41512e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 141979 members Entering Unmasked Estep Score: -14151200.000000 Penalty: 3855.950195 Iteration 23F: 3 clusters Score -1.41512e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (836 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Entering Unmasked Estep Score: -75146.750000 Penalty: 1093.402100 Iteration 0F: 2 clusters Score -75146.75 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 433 members Entering Unmasked Estep Score: -73850.906250 Penalty: 2186.804199 Iteration 0F: 3 clusters Score -73850.91 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -74113.781250 Penalty: 2186.804199 Iteration 1F: 3 clusters Score -74113.78 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -74237.789062 Penalty: 2186.804199 Iteration 2F: 3 clusters Score -74237.79 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -74326.007812 Penalty: 2186.804199 Iteration 3F: 3 clusters Score -74326.01 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -74410.875000 Penalty: 2186.804199 Iteration 4Q: 3 clusters Score -74410.88 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -74470.523438 Penalty: 2186.804199 Iteration 5Q: 3 clusters Score -74470.52 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -74518.078125 Penalty: 2186.804199 Iteration 6Q: 3 clusters Score -74518.08 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -74576.289062 Penalty: 2186.804199 Iteration 7Q: 3 clusters Score -74576.29 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -74632.640625 Penalty: 2186.804199 Iteration 8Q: 3 clusters Score -74632.64 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -74668.679688 Penalty: 2186.804199 Iteration 9Q: 3 clusters Score -74668.68 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -74690.687500 Penalty: 2186.804199 Iteration 10Q: 3 clusters Score -74690.69 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -74718.906250 Penalty: 2186.804199 Iteration 11Q: 3 clusters Score -74718.91 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -74768.234375 Penalty: 2186.804199 Iteration 12Q: 3 clusters Score -74768.23 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -74812.476562 Penalty: 2186.804199 Iteration 13Q: 3 clusters Score -74812.48 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -74850.320312 Penalty: 2186.804199 Iteration 14Q: 3 clusters Score -74850.32 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -74892.156250 Penalty: 2186.804199 Iteration 15Q: 3 clusters Score -74892.16 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -74929.281250 Penalty: 2186.804199 Iteration 16Q: 3 clusters Score -74929.28 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -74953.476562 Penalty: 2186.804199 Iteration 17Q: 3 clusters Score -74953.48 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -74967.382812 Penalty: 2186.804199 Iteration 18Q: 3 clusters Score -74967.38 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -74977.328125 Penalty: 2186.804199 Iteration 19Q: 3 clusters Score -74977.33 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -74991.007812 Penalty: 2186.804199 Iteration 20F: 3 clusters Score -74991.01 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -75009.312500 Penalty: 2186.804199 Iteration 21Q: 3 clusters Score -75009.31 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -75020.882812 Penalty: 2186.804199 Iteration 22Q: 3 clusters Score -75020.88 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -75029.429688 Penalty: 2186.804199 Iteration 23Q: 3 clusters Score -75029.43 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -75031.320312 Penalty: 2186.804199 Iteration 24Q: 3 clusters Score -75031.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -75032.625000 Penalty: 2186.804199 Iteration 25Q: 3 clusters Score -75032.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -75032.625000 Penalty: 2186.804199 Iteration 26F: 3 clusters Score -75032.62 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (2431 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2431 members Entering Unmasked Estep Score: -232765.453125 Penalty: 1266.859497 Iteration 0F: 2 clusters Score -232765.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -230378.218750 Penalty: 2533.718994 Iteration 0F: 3 clusters Score -230378.2 nChanged 876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -230941.046875 Penalty: 2533.718994 Iteration 1F: 3 clusters Score -230941 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -231117.406250 Penalty: 2533.718994 Iteration 2F: 3 clusters Score -231117.4 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -231248.500000 Penalty: 2533.718994 Iteration 3F: 3 clusters Score -231248.5 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -231337.671875 Penalty: 2533.718994 Iteration 4Q: 3 clusters Score -231337.7 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -231414.156250 Penalty: 2533.718994 Iteration 5Q: 3 clusters Score -231414.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -231487.156250 Penalty: 2533.718994 Iteration 6Q: 3 clusters Score -231487.2 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -231542.406250 Penalty: 2533.718994 Iteration 7Q: 3 clusters Score -231542.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -231583.015625 Penalty: 2533.718994 Iteration 8Q: 3 clusters Score -231583 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -231620.359375 Penalty: 2533.718994 Iteration 9Q: 3 clusters Score -231620.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -231646.656250 Penalty: 2533.718994 Iteration 10Q: 3 clusters Score -231646.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -231664.171875 Penalty: 2533.718994 Iteration 11Q: 3 clusters Score -231664.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -231678.625000 Penalty: 2533.718994 Iteration 12Q: 3 clusters Score -231678.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -231688.250000 Penalty: 2533.718994 Iteration 13Q: 3 clusters Score -231688.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -231695.156250 Penalty: 2533.718994 Iteration 14Q: 3 clusters Score -231695.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -231704.312500 Penalty: 2533.718994 Iteration 15Q: 3 clusters Score -231704.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -231710.921875 Penalty: 2533.718994 Iteration 16Q: 3 clusters Score -231710.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -231718.734375 Penalty: 2533.718994 Iteration 17Q: 3 clusters Score -231718.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -231725.281250 Penalty: 2533.718994 Iteration 18Q: 3 clusters Score -231725.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -231727.546875 Penalty: 2533.718994 Iteration 19Q: 3 clusters Score -231727.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -231730.125000 Penalty: 2533.718994 Iteration 20F: 3 clusters Score -231730.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -231732.140625 Penalty: 2533.718994 Iteration 21Q: 3 clusters Score -231732.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -231733.781250 Penalty: 2533.718994 Iteration 22Q: 3 clusters Score -231733.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -231735.546875 Penalty: 2533.718994 Iteration 23Q: 3 clusters Score -231735.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -231737.000000 Penalty: 2533.718994 Iteration 24Q: 3 clusters Score -231737 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -231740.078125 Penalty: 2533.718994 Iteration 25Q: 3 clusters Score -231740.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -231742.953125 Penalty: 2533.718994 Iteration 26Q: 3 clusters Score -231743 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -231746.531250 Penalty: 2533.718994 Iteration 27Q: 3 clusters Score -231746.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -231749.281250 Penalty: 2533.718994 Iteration 28Q: 3 clusters Score -231749.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -231753.765625 Penalty: 2533.718994 Iteration 29Q: 3 clusters Score -231753.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -231757.281250 Penalty: 2533.718994 Iteration 30Q: 3 clusters Score -231757.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -231760.546875 Penalty: 2533.718994 Iteration 31Q: 3 clusters Score -231760.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -231763.843750 Penalty: 2533.718994 Iteration 32Q: 3 clusters Score -231763.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -231763.953125 Penalty: 2533.718994 Iteration 33Q: 3 clusters Score -231764 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -231764.578125 Penalty: 2533.718994 Iteration 34Q: 3 clusters Score -231764.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -231765.765625 Penalty: 2533.718994 Iteration 35Q: 3 clusters Score -231765.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -231767.171875 Penalty: 2533.718994 Iteration 36Q: 3 clusters Score -231767.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -231768.125000 Penalty: 2533.718994 Iteration 37Q: 3 clusters Score -231768.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -231770.953125 Penalty: 2533.718994 Iteration 38Q: 3 clusters Score -231771 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -231774.843750 Penalty: 2533.718994 Iteration 39Q: 3 clusters Score -231774.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -231776.234375 Penalty: 2533.718994 Iteration 40F: 3 clusters Score -231776.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -231776.531250 Penalty: 2533.718994 Iteration 41Q: 3 clusters Score -231776.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -231776.890625 Penalty: 2533.718994 Iteration 42Q: 3 clusters Score -231776.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -231776.890625 Penalty: 2533.718994 Iteration 43F: 3 clusters Score -231776.9 nChanged 0 --- Evaluating fit on full set of 1033838 points --- Entering Unmasked Estep Score: -99330568.000000 Penalty: 58511.128906 22->27 Clusters: Score -99330568.000000, best is -99363920.000000 Starting from 23 clusters... Entering ConstructFrom: --- Running on subset of 344612 points --- Entering CEM Assigned 23 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15513 members Mstep: Class 2 contains 15657 members Mstep: Class 3 contains 15478 members Mstep: Class 4 contains 15572 members Mstep: Class 5 contains 15585 members Mstep: Class 6 contains 15764 members Mstep: Class 7 contains 15501 members Mstep: Class 8 contains 15606 members Mstep: Class 9 contains 15788 members Mstep: Class 10 contains 15771 members Mstep: Class 11 contains 15623 members Mstep: Class 12 contains 15710 members Mstep: Class 13 contains 15444 members Mstep: Class 14 contains 15638 members Mstep: Class 15 contains 15822 members Mstep: Class 16 contains 15828 members Mstep: Class 17 contains 15508 members Mstep: Class 18 contains 15698 members Mstep: Class 19 contains 15658 members Mstep: Class 20 contains 15854 members Mstep: Class 21 contains 15874 members Mstep: Class 22 contains 15720 members Entering Unmasked Estep ConsiderDeletion Deleting Class 14. Lose 510.452789 but Gain 2071.906250 Score: -30822526.000000 Penalty: 43509.968750 Iteration 0F: 22 clusters Score -3.082253e+07 nChanged 327050 Entering Unmasked Mstep Mstep: Class 0 contains 947 members Mstep: Class 1 contains 12278 members Mstep: Class 2 contains 7617 members Mstep: Class 3 contains 10824 members Mstep: Class 4 contains 9588 members Mstep: Class 5 contains 7307 members Mstep: Class 6 contains 13334 members Mstep: Class 7 contains 21366 members Mstep: Class 8 contains 36899 members Mstep: Class 9 contains 20359 members Mstep: Class 10 contains 6773 members Mstep: Class 11 contains 11057 members Mstep: Class 12 contains 14314 members Mstep: Class 13 contains 6731 members Mstep: Class 15 contains 24825 members Mstep: Class 16 contains 17742 members Mstep: Class 17 contains 19984 members Mstep: Class 18 contains 44929 members Mstep: Class 19 contains 12756 members Mstep: Class 20 contains 33613 members Mstep: Class 21 contains 8579 members Mstep: Class 22 contains 2790 members Entering Unmasked Estep ConsiderDeletion Score: -32078244.000000 Penalty: 43509.968750 Iteration 1F: 22 clusters Score -3.207824e+07 nChanged 140956 Entering Unmasked Mstep Mstep: Class 0 contains 355 members Mstep: Class 1 contains 6326 members Mstep: Class 2 contains 4105 members Mstep: Class 3 contains 5942 members Mstep: Class 4 contains 7165 members Mstep: Class 5 contains 6120 members Mstep: Class 6 contains 14319 members Mstep: Class 7 contains 27723 members Mstep: Class 8 contains 70978 members Mstep: Class 9 contains 12887 members Mstep: Class 10 contains 3467 members Mstep: Class 11 contains 6657 members Mstep: Class 12 contains 8028 members Mstep: Class 13 contains 3414 members Mstep: Class 15 contains 22604 members Mstep: Class 16 contains 14092 members Mstep: Class 17 contains 11996 members Mstep: Class 18 contains 64796 members Mstep: Class 19 contains 13492 members Mstep: Class 20 contains 35074 members Mstep: Class 21 contains 3038 members Mstep: Class 22 contains 2034 members Entering Unmasked Estep ConsiderDeletion Score: -32385932.000000 Penalty: 43509.968750 Iteration 2F: 22 clusters Score -3.238593e+07 nChanged 78727 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 3819 members Mstep: Class 2 contains 2727 members Mstep: Class 3 contains 3918 members Mstep: Class 4 contains 4748 members Mstep: Class 5 contains 5086 members Mstep: Class 6 contains 13451 members Mstep: Class 7 contains 24421 members Mstep: Class 8 contains 90490 members Mstep: Class 9 contains 8577 members Mstep: Class 10 contains 2571 members Mstep: Class 11 contains 6695 members Mstep: Class 12 contains 6287 members Mstep: Class 13 contains 2942 members Mstep: Class 15 contains 23301 members Mstep: Class 16 contains 15768 members Mstep: Class 17 contains 6844 members Mstep: Class 18 contains 76918 members Mstep: Class 19 contains 10486 members Mstep: Class 20 contains 32157 members Mstep: Class 21 contains 957 members Mstep: Class 22 contains 2285 members Entering Unmasked Estep ConsiderDeletion Score: -32495790.000000 Penalty: 43509.968750 Iteration 3F: 22 clusters Score -3.249579e+07 nChanged 57213 Entering Unmasked Mstep Mstep: Class 0 contains 97 members Mstep: Class 1 contains 2419 members Mstep: Class 2 contains 1826 members Mstep: Class 3 contains 3215 members Mstep: Class 4 contains 3144 members Mstep: Class 5 contains 4600 members Mstep: Class 6 contains 11645 members Mstep: Class 7 contains 17371 members Mstep: Class 8 contains 106996 members Mstep: Class 9 contains 5471 members Mstep: Class 10 contains 2440 members Mstep: Class 11 contains 8585 members Mstep: Class 12 contains 5392 members Mstep: Class 13 contains 3196 members Mstep: Class 15 contains 23545 members Mstep: Class 16 contains 20605 members Mstep: Class 17 contains 4465 members Mstep: Class 18 contains 83490 members Mstep: Class 19 contains 7306 members Mstep: Class 20 contains 26042 members Mstep: Class 21 contains 565 members Mstep: Class 22 contains 2197 members Entering Unmasked Estep ConsiderDeletion Deleting Class 1. Lose 1462.323975 but Gain 2071.902344 Score: -32569666.000000 Penalty: 41438.066406 Iteration 4F: 21 clusters Score -3.256967e+07 nChanged 47975 Entering Unmasked Mstep Mstep: Class 0 contains 69 members Mstep: Class 2 contains 1172 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2517 members Mstep: Class 5 contains 4124 members Mstep: Class 6 contains 9978 members Mstep: Class 7 contains 10435 members Mstep: Class 8 contains 122743 members Mstep: Class 9 contains 3422 members Mstep: Class 10 contains 3042 members Mstep: Class 11 contains 11137 members Mstep: Class 12 contains 4812 members Mstep: Class 13 contains 3309 members Mstep: Class 15 contains 23089 members Mstep: Class 16 contains 27087 members Mstep: Class 17 contains 3646 members Mstep: Class 18 contains 84361 members Mstep: Class 19 contains 5033 members Mstep: Class 20 contains 19258 members Mstep: Class 21 contains 659 members Mstep: Class 22 contains 2082 members Entering Unmasked Estep ConsiderDeletion Deleting Class 3. Lose 1812.529175 but Gain 2071.902344 Score: -32633118.000000 Penalty: 39366.164062 Iteration 5F: 20 clusters Score -3.263312e+07 nChanged 40718 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 2 contains 824 members Mstep: Class 4 contains 2757 members Mstep: Class 5 contains 3653 members Mstep: Class 6 contains 8907 members Mstep: Class 7 contains 5419 members Mstep: Class 8 contains 137954 members Mstep: Class 9 contains 2064 members Mstep: Class 10 contains 4449 members Mstep: Class 11 contains 15730 members Mstep: Class 12 contains 4584 members Mstep: Class 13 contains 3350 members Mstep: Class 15 contains 21865 members Mstep: Class 16 contains 31902 members Mstep: Class 17 contains 3352 members Mstep: Class 18 contains 78778 members Mstep: Class 19 contains 3234 members Mstep: Class 20 contains 12956 members Mstep: Class 21 contains 745 members Mstep: Class 22 contains 2042 members Entering Unmasked Estep ConsiderDeletion Deleting Class 19. Lose 1954.771484 but Gain 2071.902344 Score: -32679138.000000 Penalty: 37294.261719 Iteration 6F: 19 clusters Score -3.267914e+07 nChanged 36114 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 2 contains 792 members Mstep: Class 4 contains 2804 members Mstep: Class 5 contains 3208 members Mstep: Class 6 contains 8501 members Mstep: Class 7 contains 2531 members Mstep: Class 8 contains 153779 members Mstep: Class 9 contains 1333 members Mstep: Class 10 contains 6208 members Mstep: Class 11 contains 21312 members Mstep: Class 12 contains 4578 members Mstep: Class 13 contains 3349 members Mstep: Class 15 contains 21454 members Mstep: Class 16 contains 33823 members Mstep: Class 17 contains 3152 members Mstep: Class 18 contains 66972 members Mstep: Class 20 contains 7977 members Mstep: Class 21 contains 751 members Mstep: Class 22 contains 2050 members Entering Unmasked Estep ConsiderDeletion Deleting Class 7. Lose 1242.491089 but Gain 2071.906250 Score: -32714856.000000 Penalty: 35222.355469 Iteration 7F: 18 clusters Score -3.271486e+07 nChanged 33078 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 2 contains 918 members Mstep: Class 4 contains 2551 members Mstep: Class 5 contains 2922 members Mstep: Class 6 contains 8504 members Mstep: Class 8 contains 170752 members Mstep: Class 9 contains 987 members Mstep: Class 10 contains 8287 members Mstep: Class 11 contains 26789 members Mstep: Class 12 contains 4697 members Mstep: Class 13 contains 3314 members Mstep: Class 15 contains 21424 members Mstep: Class 16 contains 33022 members Mstep: Class 17 contains 3068 members Mstep: Class 18 contains 50033 members Mstep: Class 20 contains 4456 members Mstep: Class 21 contains 789 members Mstep: Class 22 contains 2065 members Entering Unmasked Estep ConsiderDeletion Score: -32745548.000000 Penalty: 35222.355469 Iteration 8F: 18 clusters Score -3.274555e+07 nChanged 29662 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 2 contains 1035 members Mstep: Class 4 contains 2404 members Mstep: Class 5 contains 2749 members Mstep: Class 6 contains 8657 members Mstep: Class 8 contains 186505 members Mstep: Class 9 contains 918 members Mstep: Class 10 contains 10502 members Mstep: Class 11 contains 31926 members Mstep: Class 12 contains 4577 members Mstep: Class 13 contains 3267 members Mstep: Class 15 contains 21463 members Mstep: Class 16 contains 30868 members Mstep: Class 17 contains 2988 members Mstep: Class 18 contains 31297 members Mstep: Class 20 contains 2459 members Mstep: Class 21 contains 921 members Mstep: Class 22 contains 2046 members Entering Unmasked Estep ConsiderDeletion Deleting Class 20. Lose 1605.014893 but Gain 2071.902344 Score: -32772732.000000 Penalty: 33150.453125 Iteration 9F: 17 clusters Score -3.277273e+07 nChanged 26240 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 2 contains 1070 members Mstep: Class 4 contains 2378 members Mstep: Class 5 contains 2655 members Mstep: Class 6 contains 8982 members Mstep: Class 8 contains 198564 members Mstep: Class 9 contains 987 members Mstep: Class 10 contains 12706 members Mstep: Class 11 contains 36977 members Mstep: Class 12 contains 4427 members Mstep: Class 13 contains 3215 members Mstep: Class 15 contains 21501 members Mstep: Class 16 contains 29018 members Mstep: Class 17 contains 2881 members Mstep: Class 18 contains 16121 members Mstep: Class 21 contains 1067 members Mstep: Class 22 contains 2034 members Entering Unmasked Estep ConsiderDeletion Score: -32794790.000000 Penalty: 33150.453125 Iteration 10F: 17 clusters Score -3.279479e+07 nChanged 17523 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 2 contains 1085 members Mstep: Class 4 contains 2366 members Mstep: Class 5 contains 2607 members Mstep: Class 6 contains 9359 members Mstep: Class 8 contains 203705 members Mstep: Class 9 contains 1081 members Mstep: Class 10 contains 14787 members Mstep: Class 11 contains 41289 members Mstep: Class 12 contains 4254 members Mstep: Class 13 contains 3147 members Mstep: Class 15 contains 21549 members Mstep: Class 16 contains 26316 members Mstep: Class 17 contains 2789 members Mstep: Class 18 contains 7052 members Mstep: Class 21 contains 1192 members Mstep: Class 22 contains 2004 members Entering Unmasked Estep ConsiderDeletion Score: -32807476.000000 Penalty: 33150.453125 Iteration 11F: 17 clusters Score -3.280748e+07 nChanged 11959 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 2 contains 1090 members Mstep: Class 4 contains 2362 members Mstep: Class 5 contains 2601 members Mstep: Class 6 contains 9783 members Mstep: Class 8 contains 204216 members Mstep: Class 9 contains 1172 members Mstep: Class 10 contains 16872 members Mstep: Class 11 contains 45028 members Mstep: Class 12 contains 4051 members Mstep: Class 13 contains 3084 members Mstep: Class 15 contains 21599 members Mstep: Class 16 contains 23717 members Mstep: Class 17 contains 2749 members Mstep: Class 18 contains 3018 members Mstep: Class 21 contains 1262 members Mstep: Class 22 contains 1978 members Entering Unmasked Estep ConsiderDeletion Deleting Class 18. Lose 1633.942383 but Gain 2071.902344 Score: -32815544.000000 Penalty: 31078.550781 Iteration 12Q: 16 clusters Score -3.281554e+07 nChanged 10408 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 1095 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2632 members Mstep: Class 6 contains 10313 members Mstep: Class 8 contains 203044 members Mstep: Class 9 contains 1225 members Mstep: Class 10 contains 18960 members Mstep: Class 11 contains 48471 members Mstep: Class 12 contains 3932 members Mstep: Class 13 contains 3045 members Mstep: Class 15 contains 21643 members Mstep: Class 16 contains 21859 members Mstep: Class 17 contains 2726 members Mstep: Class 21 contains 1333 members Mstep: Class 22 contains 1946 members Entering Unmasked Estep ConsiderDeletion Score: -32822552.000000 Penalty: 31078.550781 Iteration 13Q: 16 clusters Score -3.282255e+07 nChanged 6793 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 2 contains 1096 members Mstep: Class 4 contains 2359 members Mstep: Class 5 contains 2648 members Mstep: Class 6 contains 10852 members Mstep: Class 8 contains 199661 members Mstep: Class 9 contains 1270 members Mstep: Class 10 contains 20742 members Mstep: Class 11 contains 51385 members Mstep: Class 12 contains 3830 members Mstep: Class 13 contains 2999 members Mstep: Class 15 contains 21663 members Mstep: Class 16 contains 20084 members Mstep: Class 17 contains 2702 members Mstep: Class 21 contains 1384 members Mstep: Class 22 contains 1908 members Entering Unmasked Estep ConsiderDeletion Score: -32826112.000000 Penalty: 31078.550781 Iteration 14Q: 16 clusters Score -3.282611e+07 nChanged 6398 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 2 contains 1097 members Mstep: Class 4 contains 2358 members Mstep: Class 5 contains 2665 members Mstep: Class 6 contains 11535 members Mstep: Class 8 contains 196086 members Mstep: Class 9 contains 1312 members Mstep: Class 10 contains 22415 members Mstep: Class 11 contains 53969 members Mstep: Class 12 contains 3763 members Mstep: Class 13 contains 2961 members Mstep: Class 15 contains 21674 members Mstep: Class 16 contains 18770 members Mstep: Class 17 contains 2690 members Mstep: Class 21 contains 1411 members Mstep: Class 22 contains 1876 members Entering Unmasked Estep ConsiderDeletion Score: -32829604.000000 Penalty: 31078.550781 Iteration 15Q: 16 clusters Score -3.28296e+07 nChanged 6267 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 2 contains 1097 members Mstep: Class 4 contains 2358 members Mstep: Class 5 contains 2676 members Mstep: Class 6 contains 12281 members Mstep: Class 8 contains 192340 members Mstep: Class 9 contains 1343 members Mstep: Class 10 contains 23923 members Mstep: Class 11 contains 56326 members Mstep: Class 12 contains 3717 members Mstep: Class 13 contains 2942 members Mstep: Class 15 contains 21682 members Mstep: Class 16 contains 17944 members Mstep: Class 17 contains 2681 members Mstep: Class 21 contains 1423 members Mstep: Class 22 contains 1849 members Entering Unmasked Estep ConsiderDeletion Score: -32834540.000000 Penalty: 31078.550781 Iteration 16Q: 16 clusters Score -3.283454e+07 nChanged 6712 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 2 contains 1097 members Mstep: Class 4 contains 2358 members Mstep: Class 5 contains 2671 members Mstep: Class 6 contains 13189 members Mstep: Class 8 contains 188043 members Mstep: Class 9 contains 1348 members Mstep: Class 10 contains 25423 members Mstep: Class 11 contains 58487 members Mstep: Class 12 contains 3684 members Mstep: Class 13 contains 2941 members Mstep: Class 15 contains 21711 members Mstep: Class 16 contains 17691 members Mstep: Class 17 contains 2680 members Mstep: Class 21 contains 1428 members Mstep: Class 22 contains 1831 members Entering Unmasked Estep ConsiderDeletion Score: -32844894.000000 Penalty: 31078.550781 Iteration 17Q: 16 clusters Score -3.284489e+07 nChanged 7423 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 2 contains 1097 members Mstep: Class 4 contains 2358 members Mstep: Class 5 contains 2665 members Mstep: Class 6 contains 13726 members Mstep: Class 8 contains 182259 members Mstep: Class 9 contains 1369 members Mstep: Class 10 contains 26852 members Mstep: Class 11 contains 60275 members Mstep: Class 12 contains 3646 members Mstep: Class 13 contains 2944 members Mstep: Class 15 contains 21709 members Mstep: Class 16 contains 19747 members Mstep: Class 17 contains 2679 members Mstep: Class 21 contains 1441 members Mstep: Class 22 contains 1815 members Entering Unmasked Estep ConsiderDeletion Score: -32851668.000000 Penalty: 31078.550781 Iteration 18Q: 16 clusters Score -3.285167e+07 nChanged 8444 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 2 contains 1097 members Mstep: Class 4 contains 2358 members Mstep: Class 5 contains 2654 members Mstep: Class 6 contains 14142 members Mstep: Class 8 contains 175134 members Mstep: Class 9 contains 1393 members Mstep: Class 10 contains 28552 members Mstep: Class 11 contains 62219 members Mstep: Class 12 contains 3629 members Mstep: Class 13 contains 2940 members Mstep: Class 15 contains 21709 members Mstep: Class 16 contains 22823 members Mstep: Class 17 contains 2679 members Mstep: Class 21 contains 1442 members Mstep: Class 22 contains 1811 members Entering Unmasked Estep ConsiderDeletion Score: -32855968.000000 Penalty: 31078.550781 Iteration 19Q: 16 clusters Score -3.285597e+07 nChanged 9295 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 2 contains 1096 members Mstep: Class 4 contains 2358 members Mstep: Class 5 contains 2659 members Mstep: Class 6 contains 14508 members Mstep: Class 8 contains 166979 members Mstep: Class 9 contains 1420 members Mstep: Class 10 contains 30636 members Mstep: Class 11 contains 64426 members Mstep: Class 12 contains 3615 members Mstep: Class 13 contains 2943 members Mstep: Class 15 contains 21710 members Mstep: Class 16 contains 26301 members Mstep: Class 17 contains 2679 members Mstep: Class 21 contains 1448 members Mstep: Class 22 contains 1804 members Entering Unmasked Estep ConsiderDeletion Score: -32860776.000000 Penalty: 31078.550781 Iteration 20F: 16 clusters Score -3.286078e+07 nChanged 10592 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 2 contains 1096 members Mstep: Class 4 contains 2358 members Mstep: Class 5 contains 2682 members Mstep: Class 6 contains 14899 members Mstep: Class 8 contains 157633 members Mstep: Class 9 contains 1456 members Mstep: Class 10 contains 33119 members Mstep: Class 11 contains 66916 members Mstep: Class 12 contains 3605 members Mstep: Class 13 contains 2945 members Mstep: Class 15 contains 21718 members Mstep: Class 16 contains 30232 members Mstep: Class 17 contains 2679 members Mstep: Class 21 contains 1461 members Mstep: Class 22 contains 1783 members Entering Unmasked Estep ConsiderDeletion Score: -32866236.000000 Penalty: 31078.550781 Iteration 21Q: 16 clusters Score -3.286624e+07 nChanged 12532 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 2 contains 1097 members Mstep: Class 4 contains 2358 members Mstep: Class 5 contains 2686 members Mstep: Class 6 contains 15312 members Mstep: Class 8 contains 146522 members Mstep: Class 9 contains 1508 members Mstep: Class 10 contains 36216 members Mstep: Class 11 contains 69713 members Mstep: Class 12 contains 3595 members Mstep: Class 13 contains 2941 members Mstep: Class 15 contains 21725 members Mstep: Class 16 contains 34994 members Mstep: Class 17 contains 2679 members Mstep: Class 21 contains 1467 members Mstep: Class 22 contains 1769 members Entering Unmasked Estep ConsiderDeletion Score: -32873050.000000 Penalty: 31078.550781 Iteration 22Q: 16 clusters Score -3.287305e+07 nChanged 14962 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 2 contains 1097 members Mstep: Class 4 contains 2358 members Mstep: Class 5 contains 2706 members Mstep: Class 6 contains 15736 members Mstep: Class 8 contains 133177 members Mstep: Class 9 contains 1568 members Mstep: Class 10 contains 40035 members Mstep: Class 11 contains 72902 members Mstep: Class 12 contains 3575 members Mstep: Class 13 contains 2933 members Mstep: Class 15 contains 21725 members Mstep: Class 16 contains 40864 members Mstep: Class 17 contains 2679 members Mstep: Class 21 contains 1472 members Mstep: Class 22 contains 1755 members Entering Unmasked Estep ConsiderDeletion Score: -32882418.000000 Penalty: 31078.550781 Iteration 23Q: 16 clusters Score -3.288242e+07 nChanged 18019 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 2 contains 1099 members Mstep: Class 4 contains 2358 members Mstep: Class 5 contains 2722 members Mstep: Class 6 contains 16161 members Mstep: Class 8 contains 116972 members Mstep: Class 9 contains 1662 members Mstep: Class 10 contains 44670 members Mstep: Class 11 contains 76519 members Mstep: Class 12 contains 3581 members Mstep: Class 13 contains 2935 members Mstep: Class 15 contains 21725 members Mstep: Class 16 contains 48289 members Mstep: Class 17 contains 2681 members Mstep: Class 21 contains 1459 members Mstep: Class 22 contains 1749 members Entering Unmasked Estep ConsiderDeletion Score: -32894840.000000 Penalty: 31078.550781 Iteration 24F: 16 clusters Score -3.289484e+07 nChanged 21660 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 2 contains 1100 members Mstep: Class 4 contains 2358 members Mstep: Class 5 contains 2731 members Mstep: Class 6 contains 16727 members Mstep: Class 8 contains 97553 members Mstep: Class 9 contains 1782 members Mstep: Class 10 contains 50347 members Mstep: Class 11 contains 80410 members Mstep: Class 12 contains 3582 members Mstep: Class 13 contains 2928 members Mstep: Class 15 contains 21719 members Mstep: Class 16 contains 57475 members Mstep: Class 17 contains 2680 members Mstep: Class 21 contains 1443 members Mstep: Class 22 contains 1747 members Entering Unmasked Estep ConsiderDeletion Score: -32911806.000000 Penalty: 31078.550781 Iteration 25F: 16 clusters Score -3.291181e+07 nChanged 25156 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 2 contains 1100 members Mstep: Class 4 contains 2358 members Mstep: Class 5 contains 2770 members Mstep: Class 6 contains 17417 members Mstep: Class 8 contains 75242 members Mstep: Class 9 contains 1952 members Mstep: Class 10 contains 57229 members Mstep: Class 11 contains 83957 members Mstep: Class 12 contains 3598 members Mstep: Class 13 contains 2926 members Mstep: Class 15 contains 21709 members Mstep: Class 16 contains 68475 members Mstep: Class 17 contains 2682 members Mstep: Class 21 contains 1416 members Mstep: Class 22 contains 1751 members Entering Unmasked Estep ConsiderDeletion Score: -32933614.000000 Penalty: 31078.550781 Iteration 26F: 16 clusters Score -3.293361e+07 nChanged 27005 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 2 contains 1102 members Mstep: Class 4 contains 2359 members Mstep: Class 5 contains 2809 members Mstep: Class 6 contains 18310 members Mstep: Class 8 contains 52021 members Mstep: Class 9 contains 2221 members Mstep: Class 10 contains 64874 members Mstep: Class 11 contains 86715 members Mstep: Class 12 contains 3615 members Mstep: Class 13 contains 2923 members Mstep: Class 15 contains 21695 members Mstep: Class 16 contains 80115 members Mstep: Class 17 contains 2687 members Mstep: Class 21 contains 1371 members Mstep: Class 22 contains 1765 members Entering Unmasked Estep ConsiderDeletion Score: -32958094.000000 Penalty: 31078.550781 Iteration 27F: 16 clusters Score -3.295809e+07 nChanged 25285 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 2 contains 1102 members Mstep: Class 4 contains 2359 members Mstep: Class 5 contains 2847 members Mstep: Class 6 contains 19261 members Mstep: Class 8 contains 31616 members Mstep: Class 9 contains 2614 members Mstep: Class 10 contains 72910 members Mstep: Class 11 contains 87965 members Mstep: Class 12 contains 3645 members Mstep: Class 13 contains 2923 members Mstep: Class 15 contains 21675 members Mstep: Class 16 contains 89897 members Mstep: Class 17 contains 2692 members Mstep: Class 21 contains 1299 members Mstep: Class 22 contains 1777 members Entering Unmasked Estep ConsiderDeletion Score: -32981232.000000 Penalty: 31078.550781 Iteration 28F: 16 clusters Score -3.298123e+07 nChanged 20599 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 2 contains 1103 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2861 members Mstep: Class 6 contains 20295 members Mstep: Class 8 contains 17151 members Mstep: Class 9 contains 3062 members Mstep: Class 10 contains 81118 members Mstep: Class 11 contains 86870 members Mstep: Class 12 contains 3678 members Mstep: Class 13 contains 2923 members Mstep: Class 15 contains 21668 members Mstep: Class 16 contains 95778 members Mstep: Class 17 contains 2698 members Mstep: Class 21 contains 1209 members Mstep: Class 22 contains 1808 members Entering Unmasked Estep ConsiderDeletion Score: -32998380.000000 Penalty: 31078.550781 Iteration 29F: 16 clusters Score -3.299838e+07 nChanged 15941 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 2 contains 1104 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2851 members Mstep: Class 6 contains 21149 members Mstep: Class 8 contains 8550 members Mstep: Class 9 contains 3516 members Mstep: Class 10 contains 89198 members Mstep: Class 11 contains 83723 members Mstep: Class 12 contains 3718 members Mstep: Class 13 contains 2917 members Mstep: Class 15 contains 21657 members Mstep: Class 16 contains 98181 members Mstep: Class 17 contains 2707 members Mstep: Class 21 contains 1109 members Mstep: Class 22 contains 1842 members Entering Unmasked Estep ConsiderDeletion Score: -33010718.000000 Penalty: 31078.550781 Iteration 30Q: 16 clusters Score -3.301072e+07 nChanged 12787 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 2 contains 1106 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2839 members Mstep: Class 6 contains 21644 members Mstep: Class 8 contains 3958 members Mstep: Class 9 contains 3837 members Mstep: Class 10 contains 97182 members Mstep: Class 11 contains 78846 members Mstep: Class 12 contains 3758 members Mstep: Class 13 contains 2902 members Mstep: Class 15 contains 21639 members Mstep: Class 16 contains 98899 members Mstep: Class 17 contains 2732 members Mstep: Class 21 contains 1016 members Mstep: Class 22 contains 1864 members Entering Unmasked Estep ConsiderDeletion Deleting Class 8. Lose 1970.895508 but Gain 2071.904297 Score: -33020580.000000 Penalty: 29006.646484 Iteration 31Q: 15 clusters Score -3.302058e+07 nChanged 12604 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 2 contains 1106 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2859 members Mstep: Class 6 contains 21746 members Mstep: Class 9 contains 4032 members Mstep: Class 10 contains 105757 members Mstep: Class 11 contains 73674 members Mstep: Class 12 contains 3895 members Mstep: Class 13 contains 2903 members Mstep: Class 15 contains 21626 members Mstep: Class 16 contains 99023 members Mstep: Class 17 contains 2753 members Mstep: Class 21 contains 967 members Mstep: Class 22 contains 1881 members Entering Unmasked Estep ConsiderDeletion Score: -33031470.000000 Penalty: 29006.646484 Iteration 32Q: 15 clusters Score -3.303147e+07 nChanged 8787 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 2 contains 1106 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2829 members Mstep: Class 6 contains 21460 members Mstep: Class 9 contains 4021 members Mstep: Class 10 contains 112015 members Mstep: Class 11 contains 67992 members Mstep: Class 12 contains 3880 members Mstep: Class 13 contains 2900 members Mstep: Class 15 contains 21621 members Mstep: Class 16 contains 98805 members Mstep: Class 17 contains 2778 members Mstep: Class 21 contains 924 members Mstep: Class 22 contains 1891 members Entering Unmasked Estep ConsiderDeletion Score: -33037158.000000 Penalty: 29006.646484 Iteration 33Q: 15 clusters Score -3.303716e+07 nChanged 7681 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 2 contains 1106 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2811 members Mstep: Class 6 contains 20931 members Mstep: Class 9 contains 3923 members Mstep: Class 10 contains 117349 members Mstep: Class 11 contains 63446 members Mstep: Class 12 contains 3882 members Mstep: Class 13 contains 2904 members Mstep: Class 15 contains 21619 members Mstep: Class 16 contains 98672 members Mstep: Class 17 contains 2793 members Mstep: Class 21 contains 898 members Mstep: Class 22 contains 1888 members Entering Unmasked Estep ConsiderDeletion Score: -33041970.000000 Penalty: 29006.646484 Iteration 34Q: 15 clusters Score -3.304197e+07 nChanged 6333 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 2 contains 1106 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2804 members Mstep: Class 6 contains 20332 members Mstep: Class 9 contains 3773 members Mstep: Class 10 contains 121628 members Mstep: Class 11 contains 59994 members Mstep: Class 12 contains 3880 members Mstep: Class 13 contains 2908 members Mstep: Class 15 contains 21624 members Mstep: Class 16 contains 98614 members Mstep: Class 17 contains 2809 members Mstep: Class 21 contains 870 members Mstep: Class 22 contains 1880 members Entering Unmasked Estep ConsiderDeletion Score: -33045148.000000 Penalty: 29006.646484 Iteration 35Q: 15 clusters Score -3.304515e+07 nChanged 4926 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 2 contains 1106 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2794 members Mstep: Class 6 contains 19765 members Mstep: Class 9 contains 3619 members Mstep: Class 10 contains 124875 members Mstep: Class 11 contains 57506 members Mstep: Class 12 contains 3883 members Mstep: Class 13 contains 2914 members Mstep: Class 15 contains 21626 members Mstep: Class 16 contains 98585 members Mstep: Class 17 contains 2817 members Mstep: Class 21 contains 852 members Mstep: Class 22 contains 1880 members Entering Unmasked Estep ConsiderDeletion Score: -33047266.000000 Penalty: 29006.646484 Iteration 36Q: 15 clusters Score -3.304727e+07 nChanged 3963 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 2 contains 1106 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2795 members Mstep: Class 6 contains 19207 members Mstep: Class 9 contains 3496 members Mstep: Class 10 contains 127564 members Mstep: Class 11 contains 55484 members Mstep: Class 12 contains 3884 members Mstep: Class 13 contains 2922 members Mstep: Class 15 contains 21634 members Mstep: Class 16 contains 98587 members Mstep: Class 17 contains 2820 members Mstep: Class 21 contains 845 members Mstep: Class 22 contains 1878 members Entering Unmasked Estep ConsiderDeletion Score: -33048724.000000 Penalty: 29006.646484 Iteration 37Q: 15 clusters Score -3.304872e+07 nChanged 3053 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 2 contains 1106 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2798 members Mstep: Class 6 contains 18712 members Mstep: Class 9 contains 3428 members Mstep: Class 10 contains 129659 members Mstep: Class 11 contains 53931 members Mstep: Class 12 contains 3881 members Mstep: Class 13 contains 2926 members Mstep: Class 15 contains 21640 members Mstep: Class 16 contains 98604 members Mstep: Class 17 contains 2825 members Mstep: Class 21 contains 839 members Mstep: Class 22 contains 1873 members Entering Unmasked Estep ConsiderDeletion Score: -33049674.000000 Penalty: 29006.646484 Iteration 38Q: 15 clusters Score -3.304967e+07 nChanged 2333 Entering ConstructFrom: Score: -33049674.000000 Penalty: 29006.646484 Entering ConstructFrom: Trying to split cluster 2 (1106 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Entering Unmasked Estep Score: -100774.039062 Penalty: 1138.882080 Iteration 0F: 2 clusters Score -100774 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -99313.781250 Penalty: 2277.764160 Iteration 0F: 3 clusters Score -99313.78 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -99674.320312 Penalty: 2277.764160 Iteration 1F: 3 clusters Score -99674.32 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -99896.687500 Penalty: 2277.764160 Iteration 2F: 3 clusters Score -99896.69 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -100135.937500 Penalty: 2277.764160 Iteration 3F: 3 clusters Score -100135.9 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -100314.640625 Penalty: 2277.764160 Iteration 4F: 3 clusters Score -100314.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -100429.210938 Penalty: 2277.764160 Iteration 5F: 3 clusters Score -100429.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -100480.351562 Penalty: 2277.764160 Iteration 6Q: 3 clusters Score -100480.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -100544.492188 Penalty: 2277.764160 Iteration 7Q: 3 clusters Score -100544.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -100569.226562 Penalty: 2277.764160 Iteration 8Q: 3 clusters Score -100569.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -100578.460938 Penalty: 2277.764160 Iteration 9Q: 3 clusters Score -100578.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -100583.476562 Penalty: 2277.764160 Iteration 10Q: 3 clusters Score -100583.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -100584.109375 Penalty: 2277.764160 Iteration 11Q: 3 clusters Score -100584.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -100585.695312 Penalty: 2277.764160 Iteration 12Q: 3 clusters Score -100585.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -100585.695312 Penalty: 2277.764160 Iteration 13F: 3 clusters Score -100585.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2360 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Entering Unmasked Estep Score: -234281.562500 Penalty: 1262.042725 Iteration 0F: 2 clusters Score -234281.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -231956.812500 Penalty: 2524.085449 Iteration 0F: 3 clusters Score -231956.8 nChanged 857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -232501.546875 Penalty: 2524.085449 Iteration 1F: 3 clusters Score -232501.5 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -232603.781250 Penalty: 2524.085449 Iteration 2F: 3 clusters Score -232603.8 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -232662.234375 Penalty: 2524.085449 Iteration 3Q: 3 clusters Score -232662.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -232694.890625 Penalty: 2524.085449 Iteration 4Q: 3 clusters Score -232694.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -232716.093750 Penalty: 2524.085449 Iteration 5Q: 3 clusters Score -232716.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -232727.843750 Penalty: 2524.085449 Iteration 6Q: 3 clusters Score -232727.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -232740.078125 Penalty: 2524.085449 Iteration 7Q: 3 clusters Score -232740.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -232756.390625 Penalty: 2524.085449 Iteration 8Q: 3 clusters Score -232756.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -232766.234375 Penalty: 2524.085449 Iteration 9Q: 3 clusters Score -232766.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -232776.125000 Penalty: 2524.085449 Iteration 10Q: 3 clusters Score -232776.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -232786.375000 Penalty: 2524.085449 Iteration 11Q: 3 clusters Score -232786.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -232796.609375 Penalty: 2524.085449 Iteration 12Q: 3 clusters Score -232796.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -232806.843750 Penalty: 2524.085449 Iteration 13Q: 3 clusters Score -232806.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -232814.500000 Penalty: 2524.085449 Iteration 14Q: 3 clusters Score -232814.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -232818.171875 Penalty: 2524.085449 Iteration 15Q: 3 clusters Score -232818.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -232822.015625 Penalty: 2524.085449 Iteration 16Q: 3 clusters Score -232822 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -232826.328125 Penalty: 2524.085449 Iteration 17Q: 3 clusters Score -232826.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -232829.078125 Penalty: 2524.085449 Iteration 18Q: 3 clusters Score -232829.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -232830.375000 Penalty: 2524.085449 Iteration 19Q: 3 clusters Score -232830.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -232832.984375 Penalty: 2524.085449 Iteration 20F: 3 clusters Score -232833 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -232835.875000 Penalty: 2524.085449 Iteration 21Q: 3 clusters Score -232835.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -232840.625000 Penalty: 2524.085449 Iteration 22Q: 3 clusters Score -232840.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -232844.265625 Penalty: 2524.085449 Iteration 23Q: 3 clusters Score -232844.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -232848.500000 Penalty: 2524.085449 Iteration 24Q: 3 clusters Score -232848.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -232853.546875 Penalty: 2524.085449 Iteration 25Q: 3 clusters Score -232853.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -232856.437500 Penalty: 2524.085449 Iteration 26Q: 3 clusters Score -232856.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -232860.281250 Penalty: 2524.085449 Iteration 27Q: 3 clusters Score -232860.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -232863.000000 Penalty: 2524.085449 Iteration 28Q: 3 clusters Score -232863 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -232865.171875 Penalty: 2524.085449 Iteration 29Q: 3 clusters Score -232865.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -232867.531250 Penalty: 2524.085449 Iteration 30Q: 3 clusters Score -232867.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -232868.187500 Penalty: 2524.085449 Iteration 31Q: 3 clusters Score -232868.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -232870.093750 Penalty: 2524.085449 Iteration 32Q: 3 clusters Score -232870.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -232872.109375 Penalty: 2524.085449 Iteration 33Q: 3 clusters Score -232872.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -232875.109375 Penalty: 2524.085449 Iteration 34Q: 3 clusters Score -232875.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -232878.562500 Penalty: 2524.085449 Iteration 35Q: 3 clusters Score -232878.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -232881.796875 Penalty: 2524.085449 Iteration 36Q: 3 clusters Score -232881.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -232884.437500 Penalty: 2524.085449 Iteration 37Q: 3 clusters Score -232884.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -232888.421875 Penalty: 2524.085449 Iteration 38Q: 3 clusters Score -232888.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -232890.437500 Penalty: 2524.085449 Iteration 39Q: 3 clusters Score -232890.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -232892.250000 Penalty: 2524.085449 Iteration 40F: 3 clusters Score -232892.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -232893.734375 Penalty: 2524.085449 Iteration 41Q: 3 clusters Score -232893.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -232894.578125 Penalty: 2524.085449 Iteration 42Q: 3 clusters Score -232894.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -232895.703125 Penalty: 2524.085449 Iteration 43Q: 3 clusters Score -232895.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -232898.203125 Penalty: 2524.085449 Iteration 44Q: 3 clusters Score -232898.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -232900.328125 Penalty: 2524.085449 Iteration 45Q: 3 clusters Score -232900.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -232902.765625 Penalty: 2524.085449 Iteration 46Q: 3 clusters Score -232902.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -232905.953125 Penalty: 2524.085449 Iteration 47Q: 3 clusters Score -232906 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -232908.390625 Penalty: 2524.085449 Iteration 48Q: 3 clusters Score -232908.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -232910.609375 Penalty: 2524.085449 Iteration 49Q: 3 clusters Score -232910.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -232913.640625 Penalty: 2524.085449 Iteration 50Q: 3 clusters Score -232913.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -232917.609375 Penalty: 2524.085449 Iteration 51Q: 3 clusters Score -232917.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -232923.015625 Penalty: 2524.085449 Iteration 52Q: 3 clusters Score -232923 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -232929.046875 Penalty: 2524.085449 Iteration 53Q: 3 clusters Score -232929 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -232943.468750 Penalty: 2524.085449 Iteration 54Q: 3 clusters Score -232943.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -232954.343750 Penalty: 2524.085449 Iteration 55Q: 3 clusters Score -232954.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -232963.390625 Penalty: 2524.085449 Iteration 56Q: 3 clusters Score -232963.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -232975.328125 Penalty: 2524.085449 Iteration 57Q: 3 clusters Score -232975.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -232985.671875 Penalty: 2524.085449 Iteration 58Q: 3 clusters Score -232985.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -232998.531250 Penalty: 2524.085449 Iteration 59Q: 3 clusters Score -232998.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -233015.984375 Penalty: 2524.085449 Iteration 60F: 3 clusters Score -233016 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -233024.734375 Penalty: 2524.085449 Iteration 61Q: 3 clusters Score -233024.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -233035.437500 Penalty: 2524.085449 Iteration 62Q: 3 clusters Score -233035.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -233052.187500 Penalty: 2524.085449 Iteration 63Q: 3 clusters Score -233052.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -233073.546875 Penalty: 2524.085449 Iteration 64Q: 3 clusters Score -233073.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -233095.062500 Penalty: 2524.085449 Iteration 65Q: 3 clusters Score -233095.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -233117.265625 Penalty: 2524.085449 Iteration 66Q: 3 clusters Score -233117.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -233134.187500 Penalty: 2524.085449 Iteration 67Q: 3 clusters Score -233134.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -233151.281250 Penalty: 2524.085449 Iteration 68Q: 3 clusters Score -233151.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -233169.375000 Penalty: 2524.085449 Iteration 69Q: 3 clusters Score -233169.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -233181.890625 Penalty: 2524.085449 Iteration 70Q: 3 clusters Score -233181.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -233194.328125 Penalty: 2524.085449 Iteration 71Q: 3 clusters Score -233194.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -233200.250000 Penalty: 2524.085449 Iteration 72Q: 3 clusters Score -233200.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -233205.875000 Penalty: 2524.085449 Iteration 73Q: 3 clusters Score -233205.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -233211.406250 Penalty: 2524.085449 Iteration 74Q: 3 clusters Score -233211.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -233217.109375 Penalty: 2524.085449 Iteration 75Q: 3 clusters Score -233217.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -233220.765625 Penalty: 2524.085449 Iteration 76Q: 3 clusters Score -233220.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -233224.750000 Penalty: 2524.085449 Iteration 77Q: 3 clusters Score -233224.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -233226.593750 Penalty: 2524.085449 Iteration 78Q: 3 clusters Score -233226.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -233230.875000 Penalty: 2524.085449 Iteration 79Q: 3 clusters Score -233230.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -233236.390625 Penalty: 2524.085449 Iteration 80F: 3 clusters Score -233236.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -233239.984375 Penalty: 2524.085449 Iteration 81Q: 3 clusters Score -233240 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -233243.531250 Penalty: 2524.085449 Iteration 82Q: 3 clusters Score -233243.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -233246.718750 Penalty: 2524.085449 Iteration 83Q: 3 clusters Score -233246.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -233248.687500 Penalty: 2524.085449 Iteration 84Q: 3 clusters Score -233248.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -233250.640625 Penalty: 2524.085449 Iteration 85Q: 3 clusters Score -233250.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -233253.265625 Penalty: 2524.085449 Iteration 86Q: 3 clusters Score -233253.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -233256.671875 Penalty: 2524.085449 Iteration 87Q: 3 clusters Score -233256.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -233262.046875 Penalty: 2524.085449 Iteration 88Q: 3 clusters Score -233262 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -233264.296875 Penalty: 2524.085449 Iteration 89Q: 3 clusters Score -233264.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -233265.562500 Penalty: 2524.085449 Iteration 90Q: 3 clusters Score -233265.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -233266.578125 Penalty: 2524.085449 Iteration 91Q: 3 clusters Score -233266.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -233267.203125 Penalty: 2524.085449 Iteration 92Q: 3 clusters Score -233267.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -233267.203125 Penalty: 2524.085449 Iteration 93F: 3 clusters Score -233267.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (2805 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2805 members Entering Unmasked Estep Score: -263160.468750 Penalty: 1290.113281 Iteration 0F: 2 clusters Score -263160.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -260571.968750 Penalty: 2580.226562 Iteration 0F: 3 clusters Score -260572 nChanged 1045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -261163.218750 Penalty: 2580.226562 Iteration 1F: 3 clusters Score -261163.2 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -261401.406250 Penalty: 2580.226562 Iteration 2F: 3 clusters Score -261401.4 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -261655.359375 Penalty: 2580.226562 Iteration 3F: 3 clusters Score -261655.4 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -261895.890625 Penalty: 2580.226562 Iteration 4F: 3 clusters Score -261895.9 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -262135.593750 Penalty: 2580.226562 Iteration 5F: 3 clusters Score -262135.6 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -262327.468750 Penalty: 2580.226562 Iteration 6F: 3 clusters Score -262327.5 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -262464.281250 Penalty: 2580.226562 Iteration 7Q: 3 clusters Score -262464.3 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -262566.406250 Penalty: 2580.226562 Iteration 8Q: 3 clusters Score -262566.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -262633.343750 Penalty: 2580.226562 Iteration 9Q: 3 clusters Score -262633.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -262677.718750 Penalty: 2580.226562 Iteration 10Q: 3 clusters Score -262677.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -262706.062500 Penalty: 2580.226562 Iteration 11Q: 3 clusters Score -262706.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -262721.000000 Penalty: 2580.226562 Iteration 12Q: 3 clusters Score -262721 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -262735.875000 Penalty: 2580.226562 Iteration 13Q: 3 clusters Score -262735.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -262744.406250 Penalty: 2580.226562 Iteration 14Q: 3 clusters Score -262744.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -262747.843750 Penalty: 2580.226562 Iteration 15Q: 3 clusters Score -262747.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -262749.812500 Penalty: 2580.226562 Iteration 16Q: 3 clusters Score -262749.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -262750.312500 Penalty: 2580.226562 Iteration 17Q: 3 clusters Score -262750.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -262751.125000 Penalty: 2580.226562 Iteration 18Q: 3 clusters Score -262751.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -262752.843750 Penalty: 2580.226562 Iteration 19Q: 3 clusters Score -262752.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -262752.875000 Penalty: 2580.226562 Iteration 20F: 3 clusters Score -262752.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -262754.031250 Penalty: 2580.226562 Iteration 21Q: 3 clusters Score -262754 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -262754.406250 Penalty: 2580.226562 Iteration 22Q: 3 clusters Score -262754.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -262754.593750 Penalty: 2580.226562 Iteration 23Q: 3 clusters Score -262754.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -262754.593750 Penalty: 2580.226562 Iteration 24F: 3 clusters Score -262754.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (18298 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18298 members Entering Unmasked Estep Score: -1658697.750000 Penalty: 1594.863770 Iteration 0F: 2 clusters Score -1658698 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9153 members Mstep: Class 2 contains 9145 members Entering Unmasked Estep Score: -1646032.000000 Penalty: 3189.727539 Iteration 0F: 3 clusters Score -1646032 nChanged 8329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9482 members Mstep: Class 2 contains 8816 members Entering Unmasked Estep Score: -1651020.750000 Penalty: 3189.727539 Iteration 1F: 3 clusters Score -1651021 nChanged 1427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10013 members Mstep: Class 2 contains 8285 members Entering Unmasked Estep Score: -1652292.250000 Penalty: 3189.727539 Iteration 2F: 3 clusters Score -1652292 nChanged 1780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10959 members Mstep: Class 2 contains 7339 members Entering Unmasked Estep Score: -1654059.500000 Penalty: 3189.727539 Iteration 3F: 3 clusters Score -1654060 nChanged 1874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12073 members Mstep: Class 2 contains 6225 members Entering Unmasked Estep Score: -1655863.250000 Penalty: 3189.727539 Iteration 4F: 3 clusters Score -1655863 nChanged 1528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13013 members Mstep: Class 2 contains 5285 members Entering Unmasked Estep Score: -1657048.500000 Penalty: 3189.727539 Iteration 5F: 3 clusters Score -1657048 nChanged 926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13653 members Mstep: Class 2 contains 4645 members Entering Unmasked Estep Score: -1657568.750000 Penalty: 3189.727539 Iteration 6F: 3 clusters Score -1657569 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14133 members Mstep: Class 2 contains 4165 members Entering Unmasked Estep Score: -1657841.750000 Penalty: 3189.727539 Iteration 7Q: 3 clusters Score -1657842 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14510 members Mstep: Class 2 contains 3788 members Entering Unmasked Estep Score: -1658004.250000 Penalty: 3189.727539 Iteration 8Q: 3 clusters Score -1658004 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14835 members Mstep: Class 2 contains 3463 members Entering Unmasked Estep Score: -1658132.750000 Penalty: 3189.727539 Iteration 9Q: 3 clusters Score -1658133 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15115 members Mstep: Class 2 contains 3183 members Entering Unmasked Estep Score: -1658242.625000 Penalty: 3189.727539 Iteration 10Q: 3 clusters Score -1658243 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15377 members Mstep: Class 2 contains 2921 members Entering Unmasked Estep Score: -1658347.000000 Penalty: 3189.727539 Iteration 11Q: 3 clusters Score -1658347 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15632 members Mstep: Class 2 contains 2666 members Entering Unmasked Estep Score: -1658444.875000 Penalty: 3189.727539 Iteration 12Q: 3 clusters Score -1658445 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15847 members Mstep: Class 2 contains 2451 members Entering Unmasked Estep Score: -1658525.625000 Penalty: 3189.727539 Iteration 13Q: 3 clusters Score -1658526 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16055 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -1658607.250000 Penalty: 3189.727539 Iteration 14Q: 3 clusters Score -1658607 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16244 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -1658684.875000 Penalty: 3189.727539 Iteration 15Q: 3 clusters Score -1658685 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16413 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -1658738.125000 Penalty: 3189.727539 Iteration 16Q: 3 clusters Score -1658738 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16563 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -1658792.000000 Penalty: 3189.727539 Iteration 17Q: 3 clusters Score -1658792 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16686 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -1658834.125000 Penalty: 3189.727539 Iteration 18Q: 3 clusters Score -1658834 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16793 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -1658866.375000 Penalty: 3189.727539 Iteration 19Q: 3 clusters Score -1658866 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16869 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -1658886.625000 Penalty: 3189.727539 Iteration 20F: 3 clusters Score -1658887 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16929 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -1658897.875000 Penalty: 3189.727539 Iteration 21Q: 3 clusters Score -1658898 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16972 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -1658910.500000 Penalty: 3189.727539 Iteration 22Q: 3 clusters Score -1658910 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17009 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -1658919.875000 Penalty: 3189.727539 Iteration 23Q: 3 clusters Score -1658920 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17044 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -1658926.500000 Penalty: 3189.727539 Iteration 24Q: 3 clusters Score -1658926 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17064 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -1658932.375000 Penalty: 3189.727539 Iteration 25Q: 3 clusters Score -1658932 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17083 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -1658936.750000 Penalty: 3189.727539 Iteration 26Q: 3 clusters Score -1658937 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17094 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -1658942.875000 Penalty: 3189.727539 Iteration 27Q: 3 clusters Score -1658943 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17108 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -1658943.500000 Penalty: 3189.727539 Iteration 28Q: 3 clusters Score -1658944 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17123 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -1658947.000000 Penalty: 3189.727539 Iteration 29Q: 3 clusters Score -1658947 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17127 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -1658946.750000 Penalty: 3189.727539 Iteration 30Q: 3 clusters Score -1658947 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17127 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -1658946.750000 Penalty: 3189.727539 Iteration 31F: 3 clusters Score -1658947 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 1106 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2805 members Mstep: Class 6 contains 17127 members Mstep: Class 9 contains 3381 members Mstep: Class 10 contains 131331 members Mstep: Class 11 contains 52689 members Mstep: Class 12 contains 3878 members Mstep: Class 13 contains 2928 members Mstep: Class 15 contains 21644 members Mstep: Class 16 contains 98628 members Mstep: Class 17 contains 2828 members Mstep: Class 21 contains 834 members Mstep: Class 22 contains 1872 members Entering Unmasked Estep Score: -33049756.000000 Penalty: 31078.550781 Splitting cluster 6 changes total score from -33049674.000000 to -33049756.000000 So it's getting split into cluster 1. Entering ConstructFrom: Trying to split cluster 9 (3381 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3381 members Entering Unmasked Estep Score: -290664.468750 Penalty: 1320.463135 Iteration 0F: 2 clusters Score -290664.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -287704.468750 Penalty: 2640.926270 Iteration 0F: 3 clusters Score -287704.5 nChanged 1286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -288428.281250 Penalty: 2640.926270 Iteration 1F: 3 clusters Score -288428.3 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -288634.375000 Penalty: 2640.926270 Iteration 2F: 3 clusters Score -288634.4 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -288761.343750 Penalty: 2640.926270 Iteration 3F: 3 clusters Score -288761.3 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -288849.531250 Penalty: 2640.926270 Iteration 4Q: 3 clusters Score -288849.5 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -288918.468750 Penalty: 2640.926270 Iteration 5Q: 3 clusters Score -288918.5 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -288964.218750 Penalty: 2640.926270 Iteration 6Q: 3 clusters Score -288964.2 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 2109 members Entering Unmasked Estep Score: -289035.125000 Penalty: 2640.926270 Iteration 7Q: 3 clusters Score -289035.1 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -289164.562500 Penalty: 2640.926270 Iteration 8Q: 3 clusters Score -289164.6 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -289358.625000 Penalty: 2640.926270 Iteration 9Q: 3 clusters Score -289358.6 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 2258 members Entering Unmasked Estep Score: -289540.875000 Penalty: 2640.926270 Iteration 10Q: 3 clusters Score -289540.9 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 2244 members Entering Unmasked Estep Score: -289660.406250 Penalty: 2640.926270 Iteration 11Q: 3 clusters Score -289660.4 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -289729.968750 Penalty: 2640.926270 Iteration 12Q: 3 clusters Score -289730 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -289793.781250 Penalty: 2640.926270 Iteration 13Q: 3 clusters Score -289793.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -289838.437500 Penalty: 2640.926270 Iteration 14Q: 3 clusters Score -289838.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -289882.406250 Penalty: 2640.926270 Iteration 15Q: 3 clusters Score -289882.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -289924.968750 Penalty: 2640.926270 Iteration 16Q: 3 clusters Score -289925 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -289953.125000 Penalty: 2640.926270 Iteration 17Q: 3 clusters Score -289953.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -289983.406250 Penalty: 2640.926270 Iteration 18Q: 3 clusters Score -289983.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -290017.718750 Penalty: 2640.926270 Iteration 19Q: 3 clusters Score -290017.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -290045.812500 Penalty: 2640.926270 Iteration 20F: 3 clusters Score -290045.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -290072.375000 Penalty: 2640.926270 Iteration 21Q: 3 clusters Score -290072.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -290093.406250 Penalty: 2640.926270 Iteration 22Q: 3 clusters Score -290093.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -290115.937500 Penalty: 2640.926270 Iteration 23Q: 3 clusters Score -290115.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -290148.843750 Penalty: 2640.926270 Iteration 24Q: 3 clusters Score -290148.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -290189.437500 Penalty: 2640.926270 Iteration 25Q: 3 clusters Score -290189.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -290234.062500 Penalty: 2640.926270 Iteration 26Q: 3 clusters Score -290234.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -290270.218750 Penalty: 2640.926270 Iteration 27Q: 3 clusters Score -290270.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -290305.593750 Penalty: 2640.926270 Iteration 28Q: 3 clusters Score -290305.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -290349.750000 Penalty: 2640.926270 Iteration 29Q: 3 clusters Score -290349.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -290416.281250 Penalty: 2640.926270 Iteration 30Q: 3 clusters Score -290416.3 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -290505.875000 Penalty: 2640.926270 Iteration 31Q: 3 clusters Score -290505.9 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -290605.875000 Penalty: 2640.926270 Iteration 32Q: 3 clusters Score -290605.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -290665.781250 Penalty: 2640.926270 Iteration 33Q: 3 clusters Score -290665.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -290694.281250 Penalty: 2640.926270 Iteration 34Q: 3 clusters Score -290694.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2558 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -290716.718750 Penalty: 2640.926270 Iteration 35Q: 3 clusters Score -290716.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -290737.343750 Penalty: 2640.926270 Iteration 36Q: 3 clusters Score -290737.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2617 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -290759.968750 Penalty: 2640.926270 Iteration 37Q: 3 clusters Score -290760 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2645 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -290783.562500 Penalty: 2640.926270 Iteration 38Q: 3 clusters Score -290783.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2672 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -290806.593750 Penalty: 2640.926270 Iteration 39Q: 3 clusters Score -290806.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2699 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -290828.906250 Penalty: 2640.926270 Iteration 40F: 3 clusters Score -290828.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2723 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -290844.531250 Penalty: 2640.926270 Iteration 41Q: 3 clusters Score -290844.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2734 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -290850.375000 Penalty: 2640.926270 Iteration 42Q: 3 clusters Score -290850.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2750 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -290861.218750 Penalty: 2640.926270 Iteration 43Q: 3 clusters Score -290861.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2765 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -290872.218750 Penalty: 2640.926270 Iteration 44Q: 3 clusters Score -290872.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2778 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -290879.875000 Penalty: 2640.926270 Iteration 45Q: 3 clusters Score -290879.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2785 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -290883.375000 Penalty: 2640.926270 Iteration 46Q: 3 clusters Score -290883.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2789 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -290886.718750 Penalty: 2640.926270 Iteration 47Q: 3 clusters Score -290886.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2790 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -290887.812500 Penalty: 2640.926270 Iteration 48Q: 3 clusters Score -290887.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2791 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -290888.500000 Penalty: 2640.926270 Iteration 49Q: 3 clusters Score -290888.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2793 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -290889.562500 Penalty: 2640.926270 Iteration 50Q: 3 clusters Score -290889.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2795 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -290890.843750 Penalty: 2640.926270 Iteration 51Q: 3 clusters Score -290890.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -290894.781250 Penalty: 2640.926270 Iteration 52Q: 3 clusters Score -290894.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2801 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -290896.875000 Penalty: 2640.926270 Iteration 53Q: 3 clusters Score -290896.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2805 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -290899.375000 Penalty: 2640.926270 Iteration 54Q: 3 clusters Score -290899.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2806 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -290899.875000 Penalty: 2640.926270 Iteration 55Q: 3 clusters Score -290899.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -290902.562500 Penalty: 2640.926270 Iteration 56Q: 3 clusters Score -290902.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -290902.875000 Penalty: 2640.926270 Iteration 57Q: 3 clusters Score -290902.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -290902.875000 Penalty: 2640.926270 Iteration 58F: 3 clusters Score -290902.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 1106 members Mstep: Class 3 contains 573 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2805 members Mstep: Class 6 contains 17127 members Mstep: Class 9 contains 2808 members Mstep: Class 10 contains 131331 members Mstep: Class 11 contains 52689 members Mstep: Class 12 contains 3878 members Mstep: Class 13 contains 2928 members Mstep: Class 15 contains 21644 members Mstep: Class 16 contains 98628 members Mstep: Class 17 contains 2828 members Mstep: Class 21 contains 834 members Mstep: Class 22 contains 1872 members Entering Unmasked Estep Score: -33049216.000000 Penalty: 33150.453125 Splitting cluster 9 changes total score from -33049674.000000 to -33049216.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 10 (131331 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131331 members Entering Unmasked Estep Score: -13123890.000000 Penalty: 1915.139771 Iteration 0F: 2 clusters Score -1.312389e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65448 members Mstep: Class 2 contains 65883 members Entering Unmasked Estep Score: -13036023.000000 Penalty: 3830.279541 Iteration 0F: 3 clusters Score -1.303602e+07 nChanged 63198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61890 members Mstep: Class 2 contains 69441 members Entering Unmasked Estep Score: -13072322.000000 Penalty: 3830.279541 Iteration 1F: 3 clusters Score -1.307232e+07 nChanged 4102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59600 members Mstep: Class 2 contains 71731 members Entering Unmasked Estep Score: -13073450.000000 Penalty: 3830.279541 Iteration 2Q: 3 clusters Score -1.307345e+07 nChanged 4997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55953 members Mstep: Class 2 contains 75378 members Entering Unmasked Estep Score: -13075227.000000 Penalty: 3830.279541 Iteration 3Q: 3 clusters Score -1.307523e+07 nChanged 6328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50403 members Mstep: Class 2 contains 80928 members Entering Unmasked Estep Score: -13078028.000000 Penalty: 3830.279541 Iteration 4Q: 3 clusters Score -1.307803e+07 nChanged 8510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42181 members Mstep: Class 2 contains 89150 members Entering Unmasked Estep Score: -13083190.000000 Penalty: 3830.279541 Iteration 5F: 3 clusters Score -1.308319e+07 nChanged 11000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31285 members Mstep: Class 2 contains 100046 members Entering Unmasked Estep Score: -13091802.000000 Penalty: 3830.279541 Iteration 6F: 3 clusters Score -1.30918e+07 nChanged 12173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19130 members Mstep: Class 2 contains 112201 members Entering Unmasked Estep Score: -13103307.000000 Penalty: 3830.279541 Iteration 7F: 3 clusters Score -1.310331e+07 nChanged 10036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9100 members Mstep: Class 2 contains 122231 members Entering Unmasked Estep Score: -13113447.000000 Penalty: 3830.279541 Iteration 8F: 3 clusters Score -1.311345e+07 nChanged 5643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3457 members Mstep: Class 2 contains 127874 members Entering Unmasked Estep Score: -13119053.000000 Penalty: 3830.279541 Iteration 9Q: 3 clusters Score -1.311905e+07 nChanged 2247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 130121 members Entering Unmasked Estep Score: -13121124.000000 Penalty: 3830.279541 Iteration 10Q: 3 clusters Score -1.312112e+07 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 130831 members Entering Unmasked Estep Score: -13121810.000000 Penalty: 3830.279541 Iteration 11Q: 3 clusters Score -1.312181e+07 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 131025 members Entering Unmasked Estep Score: -13122035.000000 Penalty: 3830.279541 Iteration 12Q: 3 clusters Score -1.312204e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 131088 members Entering Unmasked Estep Score: -13122131.000000 Penalty: 3830.279541 Iteration 13Q: 3 clusters Score -1.312213e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 131112 members Entering Unmasked Estep Score: -13122175.000000 Penalty: 3830.279541 Iteration 14Q: 3 clusters Score -1.312218e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 131116 members Entering Unmasked Estep Score: -13122172.000000 Penalty: 3830.279541 Iteration 15Q: 3 clusters Score -1.312217e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 131123 members Entering Unmasked Estep Score: -13122193.000000 Penalty: 3830.279541 Iteration 16Q: 3 clusters Score -1.312219e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 131126 members Entering Unmasked Estep Score: -13122195.000000 Penalty: 3830.279541 Iteration 17Q: 3 clusters Score -1.31222e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 131128 members Entering Unmasked Estep Score: -13122205.000000 Penalty: 3830.279541 Iteration 18Q: 3 clusters Score -1.31222e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 131129 members Entering Unmasked Estep Score: -13122212.000000 Penalty: 3830.279541 Iteration 19Q: 3 clusters Score -1.312221e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 131130 members Entering Unmasked Estep Score: -13122206.000000 Penalty: 3830.279541 Iteration 20F: 3 clusters Score -1.312221e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (52689 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52689 members Entering Unmasked Estep Score: -5055226.500000 Penalty: 1766.726318 Iteration 0F: 2 clusters Score -5055226 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26252 members Mstep: Class 2 contains 26437 members Entering Unmasked Estep Score: -5019778.500000 Penalty: 3533.452637 Iteration 0F: 3 clusters Score -5019778 nChanged 24903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25107 members Mstep: Class 2 contains 27582 members Entering Unmasked Estep Score: -5034095.500000 Penalty: 3533.452637 Iteration 1F: 3 clusters Score -5034096 nChanged 2547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24078 members Mstep: Class 2 contains 28611 members Entering Unmasked Estep Score: -5035155.500000 Penalty: 3533.452637 Iteration 2Q: 3 clusters Score -5035156 nChanged 3009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22507 members Mstep: Class 2 contains 30182 members Entering Unmasked Estep Score: -5036687.500000 Penalty: 3533.452637 Iteration 3F: 3 clusters Score -5036688 nChanged 3486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20327 members Mstep: Class 2 contains 32362 members Entering Unmasked Estep Score: -5038962.500000 Penalty: 3533.452637 Iteration 4F: 3 clusters Score -5038962 nChanged 3968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17669 members Mstep: Class 2 contains 35020 members Entering Unmasked Estep Score: -5042095.000000 Penalty: 3533.452637 Iteration 5F: 3 clusters Score -5042095 nChanged 4048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15045 members Mstep: Class 2 contains 37644 members Entering Unmasked Estep Score: -5045521.500000 Penalty: 3533.452637 Iteration 6F: 3 clusters Score -5045522 nChanged 3499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12984 members Mstep: Class 2 contains 39705 members Entering Unmasked Estep Score: -5048813.000000 Penalty: 3533.452637 Iteration 7F: 3 clusters Score -5048813 nChanged 2544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11672 members Mstep: Class 2 contains 41017 members Entering Unmasked Estep Score: -5051377.000000 Penalty: 3533.452637 Iteration 8Q: 3 clusters Score -5051377 nChanged 1579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10913 members Mstep: Class 2 contains 41776 members Entering Unmasked Estep Score: -5052767.000000 Penalty: 3533.452637 Iteration 9Q: 3 clusters Score -5052767 nChanged 955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10328 members Mstep: Class 2 contains 42361 members Entering Unmasked Estep Score: -5053453.500000 Penalty: 3533.452637 Iteration 10Q: 3 clusters Score -5053454 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9856 members Mstep: Class 2 contains 42833 members Entering Unmasked Estep Score: -5053812.000000 Penalty: 3533.452637 Iteration 11Q: 3 clusters Score -5053812 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9460 members Mstep: Class 2 contains 43229 members Entering Unmasked Estep Score: -5053993.500000 Penalty: 3533.452637 Iteration 12Q: 3 clusters Score -5053994 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9123 members Mstep: Class 2 contains 43566 members Entering Unmasked Estep Score: -5054141.000000 Penalty: 3533.452637 Iteration 13Q: 3 clusters Score -5054141 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8857 members Mstep: Class 2 contains 43832 members Entering Unmasked Estep Score: -5054230.500000 Penalty: 3533.452637 Iteration 14Q: 3 clusters Score -5054230 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8620 members Mstep: Class 2 contains 44069 members Entering Unmasked Estep Score: -5054299.500000 Penalty: 3533.452637 Iteration 15Q: 3 clusters Score -5054300 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8389 members Mstep: Class 2 contains 44300 members Entering Unmasked Estep Score: -5054362.000000 Penalty: 3533.452637 Iteration 16Q: 3 clusters Score -5054362 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8181 members Mstep: Class 2 contains 44508 members Entering Unmasked Estep Score: -5054399.500000 Penalty: 3533.452637 Iteration 17Q: 3 clusters Score -5054400 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8024 members Mstep: Class 2 contains 44665 members Entering Unmasked Estep Score: -5054392.500000 Penalty: 3533.452637 Iteration 18Q: 3 clusters Score -5054392 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7889 members Mstep: Class 2 contains 44800 members Entering Unmasked Estep Score: -5054431.500000 Penalty: 3533.452637 Iteration 19Q: 3 clusters Score -5054432 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7774 members Mstep: Class 2 contains 44915 members Entering Unmasked Estep Score: -5054429.000000 Penalty: 3533.452637 Iteration 20F: 3 clusters Score -5054429 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7661 members Mstep: Class 2 contains 45028 members Entering Unmasked Estep Score: -5054450.500000 Penalty: 3533.452637 Iteration 21Q: 3 clusters Score -5054450 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7570 members Mstep: Class 2 contains 45119 members Entering Unmasked Estep Score: -5054453.500000 Penalty: 3533.452637 Iteration 22Q: 3 clusters Score -5054454 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7495 members Mstep: Class 2 contains 45194 members Entering Unmasked Estep Score: -5054464.000000 Penalty: 3533.452637 Iteration 23Q: 3 clusters Score -5054464 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7447 members Mstep: Class 2 contains 45242 members Entering Unmasked Estep Score: -5054470.500000 Penalty: 3533.452637 Iteration 24Q: 3 clusters Score -5054470 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7411 members Mstep: Class 2 contains 45278 members Entering Unmasked Estep Score: -5054475.000000 Penalty: 3533.452637 Iteration 25Q: 3 clusters Score -5054475 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7376 members Mstep: Class 2 contains 45313 members Entering Unmasked Estep Score: -5054469.500000 Penalty: 3533.452637 Iteration 26Q: 3 clusters Score -5054470 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7348 members Mstep: Class 2 contains 45341 members Entering Unmasked Estep Score: -5054477.500000 Penalty: 3533.452637 Iteration 27Q: 3 clusters Score -5054478 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7318 members Mstep: Class 2 contains 45371 members Entering Unmasked Estep Score: -5054474.500000 Penalty: 3533.452637 Iteration 28Q: 3 clusters Score -5054474 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7299 members Mstep: Class 2 contains 45390 members Entering Unmasked Estep Score: -5054473.000000 Penalty: 3533.452637 Iteration 29Q: 3 clusters Score -5054473 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7281 members Mstep: Class 2 contains 45408 members Entering Unmasked Estep Score: -5054471.000000 Penalty: 3533.452637 Iteration 30Q: 3 clusters Score -5054471 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7266 members Mstep: Class 2 contains 45423 members Entering Unmasked Estep Score: -5054479.500000 Penalty: 3533.452637 Iteration 31Q: 3 clusters Score -5054480 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7253 members Mstep: Class 2 contains 45436 members Entering Unmasked Estep Score: -5054485.000000 Penalty: 3533.452637 Iteration 32Q: 3 clusters Score -5054485 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7244 members Mstep: Class 2 contains 45445 members Entering Unmasked Estep Score: -5054477.000000 Penalty: 3533.452637 Iteration 33Q: 3 clusters Score -5054477 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7230 members Mstep: Class 2 contains 45459 members Entering Unmasked Estep Score: -5054482.000000 Penalty: 3533.452637 Iteration 34Q: 3 clusters Score -5054482 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7220 members Mstep: Class 2 contains 45469 members Entering Unmasked Estep Score: -5054480.500000 Penalty: 3533.452637 Iteration 35Q: 3 clusters Score -5054480 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7215 members Mstep: Class 2 contains 45474 members Entering Unmasked Estep Score: -5054473.000000 Penalty: 3533.452637 Iteration 36Q: 3 clusters Score -5054473 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7212 members Mstep: Class 2 contains 45477 members Entering Unmasked Estep Score: -5054475.500000 Penalty: 3533.452637 Iteration 37Q: 3 clusters Score -5054476 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7211 members Mstep: Class 2 contains 45478 members Entering Unmasked Estep Score: -5054471.500000 Penalty: 3533.452637 Iteration 38Q: 3 clusters Score -5054472 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7209 members Mstep: Class 2 contains 45480 members Entering Unmasked Estep Score: -5054471.500000 Penalty: 3533.452637 Iteration 39Q: 3 clusters Score -5054472 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7209 members Mstep: Class 2 contains 45480 members Entering Unmasked Estep Score: -5054471.500000 Penalty: 3533.452637 Iteration 40F: 3 clusters Score -5054472 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (3878 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3878 members Entering Unmasked Estep Score: -376346.281250 Penalty: 1342.749634 Iteration 0F: 2 clusters Score -376346.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -373026.031250 Penalty: 2685.499268 Iteration 0F: 3 clusters Score -373026 nChanged 1563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -374019.625000 Penalty: 2685.499268 Iteration 1F: 3 clusters Score -374019.6 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -374422.937500 Penalty: 2685.499268 Iteration 2F: 3 clusters Score -374422.9 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -374711.750000 Penalty: 2685.499268 Iteration 3F: 3 clusters Score -374711.8 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -374974.500000 Penalty: 2685.499268 Iteration 4F: 3 clusters Score -374974.5 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2611 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -375289.812500 Penalty: 2685.499268 Iteration 5F: 3 clusters Score -375289.8 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2862 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -375601.781250 Penalty: 2685.499268 Iteration 6F: 3 clusters Score -375601.8 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3082 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -375871.875000 Penalty: 2685.499268 Iteration 7F: 3 clusters Score -375871.9 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3220 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -376050.250000 Penalty: 2685.499268 Iteration 8Q: 3 clusters Score -376050.2 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3292 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -376194.406250 Penalty: 2685.499268 Iteration 9Q: 3 clusters Score -376194.4 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3332 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -376300.062500 Penalty: 2685.499268 Iteration 10Q: 3 clusters Score -376300.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3333 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -376384.937500 Penalty: 2685.499268 Iteration 11Q: 3 clusters Score -376384.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3336 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -376440.718750 Penalty: 2685.499268 Iteration 12Q: 3 clusters Score -376440.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3342 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -376467.593750 Penalty: 2685.499268 Iteration 13Q: 3 clusters Score -376467.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3347 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -376484.718750 Penalty: 2685.499268 Iteration 14Q: 3 clusters Score -376484.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3359 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -376495.593750 Penalty: 2685.499268 Iteration 15Q: 3 clusters Score -376495.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3368 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -376505.000000 Penalty: 2685.499268 Iteration 16Q: 3 clusters Score -376505 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3367 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -376517.468750 Penalty: 2685.499268 Iteration 17Q: 3 clusters Score -376517.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3361 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -376531.093750 Penalty: 2685.499268 Iteration 18Q: 3 clusters Score -376531.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3356 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -376548.156250 Penalty: 2685.499268 Iteration 19Q: 3 clusters Score -376548.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3353 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -376566.750000 Penalty: 2685.499268 Iteration 20F: 3 clusters Score -376566.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3350 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -376576.625000 Penalty: 2685.499268 Iteration 21Q: 3 clusters Score -376576.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3348 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -376578.875000 Penalty: 2685.499268 Iteration 22Q: 3 clusters Score -376578.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3347 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -376580.812500 Penalty: 2685.499268 Iteration 23Q: 3 clusters Score -376580.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3348 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -376580.906250 Penalty: 2685.499268 Iteration 24Q: 3 clusters Score -376580.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3349 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -376581.687500 Penalty: 2685.499268 Iteration 25Q: 3 clusters Score -376581.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3349 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -376581.687500 Penalty: 2685.499268 Iteration 26F: 3 clusters Score -376581.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 1106 members Mstep: Class 3 contains 529 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2805 members Mstep: Class 6 contains 17127 members Mstep: Class 9 contains 3381 members Mstep: Class 10 contains 131331 members Mstep: Class 11 contains 52689 members Mstep: Class 12 contains 3349 members Mstep: Class 13 contains 2928 members Mstep: Class 15 contains 21644 members Mstep: Class 16 contains 98628 members Mstep: Class 17 contains 2828 members Mstep: Class 21 contains 834 members Mstep: Class 22 contains 1872 members Entering Unmasked Estep Score: -33049274.000000 Penalty: 33150.453125 Splitting cluster 12 changes total score from -33049674.000000 to -33049274.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 13 (2928 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2928 members Entering Unmasked Estep Score: -269557.375000 Penalty: 1297.087158 Iteration 0F: 2 clusters Score -269557.4 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 1477 members Entering Unmasked Estep Score: -266868.625000 Penalty: 2594.174316 Iteration 0F: 3 clusters Score -266868.6 nChanged 1103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -267528.625000 Penalty: 2594.174316 Iteration 1F: 3 clusters Score -267528.6 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -267686.843750 Penalty: 2594.174316 Iteration 2F: 3 clusters Score -267686.8 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -267818.718750 Penalty: 2594.174316 Iteration 3F: 3 clusters Score -267818.7 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -267921.218750 Penalty: 2594.174316 Iteration 4Q: 3 clusters Score -267921.2 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -268008.218750 Penalty: 2594.174316 Iteration 5Q: 3 clusters Score -268008.2 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -268080.656250 Penalty: 2594.174316 Iteration 6Q: 3 clusters Score -268080.7 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -268130.843750 Penalty: 2594.174316 Iteration 7Q: 3 clusters Score -268130.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -268182.343750 Penalty: 2594.174316 Iteration 8Q: 3 clusters Score -268182.3 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -268240.156250 Penalty: 2594.174316 Iteration 9Q: 3 clusters Score -268240.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -268289.500000 Penalty: 2594.174316 Iteration 10Q: 3 clusters Score -268289.5 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -268340.843750 Penalty: 2594.174316 Iteration 11Q: 3 clusters Score -268340.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -268388.000000 Penalty: 2594.174316 Iteration 12Q: 3 clusters Score -268388 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -268472.875000 Penalty: 2594.174316 Iteration 13Q: 3 clusters Score -268472.9 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -268556.031250 Penalty: 2594.174316 Iteration 14Q: 3 clusters Score -268556 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -268622.437500 Penalty: 2594.174316 Iteration 15Q: 3 clusters Score -268622.4 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -268691.375000 Penalty: 2594.174316 Iteration 16Q: 3 clusters Score -268691.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -268740.812500 Penalty: 2594.174316 Iteration 17Q: 3 clusters Score -268740.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -268787.906250 Penalty: 2594.174316 Iteration 18Q: 3 clusters Score -268787.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -268815.906250 Penalty: 2594.174316 Iteration 19Q: 3 clusters Score -268815.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -268837.875000 Penalty: 2594.174316 Iteration 20F: 3 clusters Score -268837.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -268861.000000 Penalty: 2594.174316 Iteration 21Q: 3 clusters Score -268861 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -268878.312500 Penalty: 2594.174316 Iteration 22Q: 3 clusters Score -268878.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -268890.687500 Penalty: 2594.174316 Iteration 23Q: 3 clusters Score -268890.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -268905.656250 Penalty: 2594.174316 Iteration 24Q: 3 clusters Score -268905.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -268917.562500 Penalty: 2594.174316 Iteration 25Q: 3 clusters Score -268917.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -268922.937500 Penalty: 2594.174316 Iteration 26Q: 3 clusters Score -268922.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -268927.187500 Penalty: 2594.174316 Iteration 27Q: 3 clusters Score -268927.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -268930.625000 Penalty: 2594.174316 Iteration 28Q: 3 clusters Score -268930.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -268931.812500 Penalty: 2594.174316 Iteration 29Q: 3 clusters Score -268931.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -268933.937500 Penalty: 2594.174316 Iteration 30Q: 3 clusters Score -268933.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -268936.687500 Penalty: 2594.174316 Iteration 31Q: 3 clusters Score -268936.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -268937.875000 Penalty: 2594.174316 Iteration 32Q: 3 clusters Score -268937.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -268938.312500 Penalty: 2594.174316 Iteration 33Q: 3 clusters Score -268938.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -268938.906250 Penalty: 2594.174316 Iteration 34Q: 3 clusters Score -268938.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -268939.843750 Penalty: 2594.174316 Iteration 35Q: 3 clusters Score -268939.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -268940.468750 Penalty: 2594.174316 Iteration 36Q: 3 clusters Score -268940.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -268941.343750 Penalty: 2594.174316 Iteration 37Q: 3 clusters Score -268941.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -268942.281250 Penalty: 2594.174316 Iteration 38Q: 3 clusters Score -268942.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -268942.843750 Penalty: 2594.174316 Iteration 39Q: 3 clusters Score -268942.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -268944.125000 Penalty: 2594.174316 Iteration 40F: 3 clusters Score -268944.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -268945.406250 Penalty: 2594.174316 Iteration 41Q: 3 clusters Score -268945.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -268946.812500 Penalty: 2594.174316 Iteration 42Q: 3 clusters Score -268946.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -268949.750000 Penalty: 2594.174316 Iteration 43Q: 3 clusters Score -268949.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 2018 members Entering Unmasked Estep Score: -268951.750000 Penalty: 2594.174316 Iteration 44Q: 3 clusters Score -268951.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -268955.406250 Penalty: 2594.174316 Iteration 45Q: 3 clusters Score -268955.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -268956.187500 Penalty: 2594.174316 Iteration 46Q: 3 clusters Score -268956.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -268957.250000 Penalty: 2594.174316 Iteration 47Q: 3 clusters Score -268957.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 2008 members Entering Unmasked Estep Score: -268957.718750 Penalty: 2594.174316 Iteration 48Q: 3 clusters Score -268957.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -268957.656250 Penalty: 2594.174316 Iteration 49Q: 3 clusters Score -268957.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -268957.718750 Penalty: 2594.174316 Iteration 50Q: 3 clusters Score -268957.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -268957.718750 Penalty: 2594.174316 Iteration 51F: 3 clusters Score -268957.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (21644 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21644 members Entering Unmasked Estep Score: -1977127.000000 Penalty: 1622.153687 Iteration 0F: 2 clusters Score -1977127 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10655 members Mstep: Class 2 contains 10989 members Entering Unmasked Estep Score: -1962435.375000 Penalty: 3244.307373 Iteration 0F: 3 clusters Score -1962435 nChanged 9860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9629 members Mstep: Class 2 contains 12015 members Entering Unmasked Estep Score: -1967978.000000 Penalty: 3244.307373 Iteration 1F: 3 clusters Score -1967978 nChanged 1309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8890 members Mstep: Class 2 contains 12754 members Entering Unmasked Estep Score: -1968720.250000 Penalty: 3244.307373 Iteration 2F: 3 clusters Score -1968720 nChanged 1469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7861 members Mstep: Class 2 contains 13783 members Entering Unmasked Estep Score: -1969823.375000 Penalty: 3244.307373 Iteration 3F: 3 clusters Score -1969823 nChanged 1825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6484 members Mstep: Class 2 contains 15160 members Entering Unmasked Estep Score: -1971412.625000 Penalty: 3244.307373 Iteration 4F: 3 clusters Score -1971413 nChanged 1950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4892 members Mstep: Class 2 contains 16752 members Entering Unmasked Estep Score: -1973264.875000 Penalty: 3244.307373 Iteration 5F: 3 clusters Score -1973265 nChanged 1638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3564 members Mstep: Class 2 contains 18080 members Entering Unmasked Estep Score: -1974872.750000 Penalty: 3244.307373 Iteration 6F: 3 clusters Score -1974873 nChanged 1208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2576 members Mstep: Class 2 contains 19068 members Entering Unmasked Estep Score: -1975988.250000 Penalty: 3244.307373 Iteration 7F: 3 clusters Score -1975988 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 19667 members Entering Unmasked Estep Score: -1976666.250000 Penalty: 3244.307373 Iteration 8Q: 3 clusters Score -1976666 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 20044 members Entering Unmasked Estep Score: -1977089.000000 Penalty: 3244.307373 Iteration 9Q: 3 clusters Score -1977089 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 20281 members Entering Unmasked Estep Score: -1977328.750000 Penalty: 3244.307373 Iteration 10Q: 3 clusters Score -1977329 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 20434 members Entering Unmasked Estep Score: -1977439.500000 Penalty: 3244.307373 Iteration 11Q: 3 clusters Score -1977440 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 20546 members Entering Unmasked Estep Score: -1977489.250000 Penalty: 3244.307373 Iteration 12Q: 3 clusters Score -1977489 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 20618 members Entering Unmasked Estep Score: -1977526.875000 Penalty: 3244.307373 Iteration 13Q: 3 clusters Score -1977527 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 20660 members Entering Unmasked Estep Score: -1977544.125000 Penalty: 3244.307373 Iteration 14Q: 3 clusters Score -1977544 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 20689 members Entering Unmasked Estep Score: -1977550.125000 Penalty: 3244.307373 Iteration 15Q: 3 clusters Score -1977550 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 20705 members Entering Unmasked Estep Score: -1977551.250000 Penalty: 3244.307373 Iteration 16Q: 3 clusters Score -1977551 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 20713 members Entering Unmasked Estep Score: -1977552.125000 Penalty: 3244.307373 Iteration 17Q: 3 clusters Score -1977552 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 20722 members Entering Unmasked Estep Score: -1977556.000000 Penalty: 3244.307373 Iteration 18Q: 3 clusters Score -1977556 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 20730 members Entering Unmasked Estep Score: -1977558.000000 Penalty: 3244.307373 Iteration 19Q: 3 clusters Score -1977558 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 20735 members Entering Unmasked Estep Score: -1977576.875000 Penalty: 3244.307373 Iteration 20F: 3 clusters Score -1977577 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 20733 members Entering Unmasked Estep Score: -1977577.500000 Penalty: 3244.307373 Iteration 21Q: 3 clusters Score -1977578 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 20735 members Entering Unmasked Estep Score: -1977579.375000 Penalty: 3244.307373 Iteration 22Q: 3 clusters Score -1977579 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 20737 members Entering Unmasked Estep Score: -1977578.875000 Penalty: 3244.307373 Iteration 23Q: 3 clusters Score -1977579 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 20738 members Entering Unmasked Estep Score: -1977579.375000 Penalty: 3244.307373 Iteration 24Q: 3 clusters Score -1977579 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 20738 members Entering Unmasked Estep Score: -1977579.375000 Penalty: 3244.307373 Iteration 25F: 3 clusters Score -1977579 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 1106 members Mstep: Class 3 contains 20738 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2805 members Mstep: Class 6 contains 17127 members Mstep: Class 9 contains 3381 members Mstep: Class 10 contains 131331 members Mstep: Class 11 contains 52689 members Mstep: Class 12 contains 3878 members Mstep: Class 13 contains 2928 members Mstep: Class 15 contains 906 members Mstep: Class 16 contains 98628 members Mstep: Class 17 contains 2828 members Mstep: Class 21 contains 834 members Mstep: Class 22 contains 1872 members Entering Unmasked Estep Score: -33049714.000000 Penalty: 33150.453125 Splitting cluster 15 changes total score from -33049674.000000 to -33049714.000000 So it's getting split into cluster 3. Entering ConstructFrom: Trying to split cluster 16 (98628 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98628 members Entering Unmasked Estep Score: -9803931.000000 Penalty: 1868.605469 Iteration 0F: 2 clusters Score -9803931 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49361 members Mstep: Class 2 contains 49267 members Entering Unmasked Estep Score: -9737744.000000 Penalty: 3737.210938 Iteration 0F: 3 clusters Score -9737744 nChanged 47458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49965 members Mstep: Class 2 contains 48663 members Entering Unmasked Estep Score: -9765080.000000 Penalty: 3737.210938 Iteration 1F: 3 clusters Score -9765080 nChanged 2961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50130 members Mstep: Class 2 contains 48498 members Entering Unmasked Estep Score: -9765818.000000 Penalty: 3737.210938 Iteration 2Q: 3 clusters Score -9765818 nChanged 3088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50232 members Mstep: Class 2 contains 48396 members Entering Unmasked Estep Score: -9766652.000000 Penalty: 3737.210938 Iteration 3Q: 3 clusters Score -9766652 nChanged 3647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50217 members Mstep: Class 2 contains 48411 members Entering Unmasked Estep Score: -9768220.000000 Penalty: 3737.210938 Iteration 4Q: 3 clusters Score -9768220 nChanged 4752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49953 members Mstep: Class 2 contains 48675 members Entering Unmasked Estep Score: -9771167.000000 Penalty: 3737.210938 Iteration 5Q: 3 clusters Score -9771167 nChanged 6056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49139 members Mstep: Class 2 contains 49489 members Entering Unmasked Estep Score: -9775884.000000 Penalty: 3737.210938 Iteration 6F: 3 clusters Score -9775884 nChanged 7318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47357 members Mstep: Class 2 contains 51271 members Entering Unmasked Estep Score: -9781409.000000 Penalty: 3737.210938 Iteration 7F: 3 clusters Score -9781409 nChanged 7404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44819 members Mstep: Class 2 contains 53809 members Entering Unmasked Estep Score: -9785891.000000 Penalty: 3737.210938 Iteration 8F: 3 clusters Score -9785891 nChanged 6430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41959 members Mstep: Class 2 contains 56669 members Entering Unmasked Estep Score: -9789142.000000 Penalty: 3737.210938 Iteration 9F: 3 clusters Score -9789142 nChanged 5125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38934 members Mstep: Class 2 contains 59694 members Entering Unmasked Estep Score: -9791603.000000 Penalty: 3737.210938 Iteration 10F: 3 clusters Score -9791603 nChanged 4239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35779 members Mstep: Class 2 contains 62849 members Entering Unmasked Estep Score: -9793731.000000 Penalty: 3737.210938 Iteration 11Q: 3 clusters Score -9793731 nChanged 3695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32578 members Mstep: Class 2 contains 66050 members Entering Unmasked Estep Score: -9795703.000000 Penalty: 3737.210938 Iteration 12Q: 3 clusters Score -9795703 nChanged 3609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29209 members Mstep: Class 2 contains 69419 members Entering Unmasked Estep Score: -9798012.000000 Penalty: 3737.210938 Iteration 13Q: 3 clusters Score -9798012 nChanged 3332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26023 members Mstep: Class 2 contains 72605 members Entering Unmasked Estep Score: -9800345.000000 Penalty: 3737.210938 Iteration 14Q: 3 clusters Score -9800345 nChanged 2907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23204 members Mstep: Class 2 contains 75424 members Entering Unmasked Estep Score: -9802231.000000 Penalty: 3737.210938 Iteration 15Q: 3 clusters Score -9802231 nChanged 2352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20876 members Mstep: Class 2 contains 77752 members Entering Unmasked Estep Score: -9803581.000000 Penalty: 3737.210938 Iteration 16Q: 3 clusters Score -9803581 nChanged 1922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18958 members Mstep: Class 2 contains 79670 members Entering Unmasked Estep Score: -9804440.000000 Penalty: 3737.210938 Iteration 17Q: 3 clusters Score -9804440 nChanged 1589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17369 members Mstep: Class 2 contains 81259 members Entering Unmasked Estep Score: -9805097.000000 Penalty: 3737.210938 Iteration 18Q: 3 clusters Score -9805097 nChanged 1328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16041 members Mstep: Class 2 contains 82587 members Entering Unmasked Estep Score: -9805518.000000 Penalty: 3737.210938 Iteration 19Q: 3 clusters Score -9805518 nChanged 1103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14938 members Mstep: Class 2 contains 83690 members Entering Unmasked Estep Score: -9805782.000000 Penalty: 3737.210938 Iteration 20F: 3 clusters Score -9805782 nChanged 889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14049 members Mstep: Class 2 contains 84579 members Entering Unmasked Estep Score: -9806035.000000 Penalty: 3737.210938 Iteration 21Q: 3 clusters Score -9806035 nChanged 693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13356 members Mstep: Class 2 contains 85272 members Entering Unmasked Estep Score: -9806185.000000 Penalty: 3737.210938 Iteration 22Q: 3 clusters Score -9806185 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12840 members Mstep: Class 2 contains 85788 members Entering Unmasked Estep Score: -9806270.000000 Penalty: 3737.210938 Iteration 23Q: 3 clusters Score -9806270 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12392 members Mstep: Class 2 contains 86236 members Entering Unmasked Estep Score: -9806353.000000 Penalty: 3737.210938 Iteration 24Q: 3 clusters Score -9806353 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12008 members Mstep: Class 2 contains 86620 members Entering Unmasked Estep Score: -9806393.000000 Penalty: 3737.210938 Iteration 25Q: 3 clusters Score -9806393 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11704 members Mstep: Class 2 contains 86924 members Entering Unmasked Estep Score: -9806416.000000 Penalty: 3737.210938 Iteration 26Q: 3 clusters Score -9806416 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11466 members Mstep: Class 2 contains 87162 members Entering Unmasked Estep Score: -9806422.000000 Penalty: 3737.210938 Iteration 27Q: 3 clusters Score -9806422 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11260 members Mstep: Class 2 contains 87368 members Entering Unmasked Estep Score: -9806471.000000 Penalty: 3737.210938 Iteration 28Q: 3 clusters Score -9806471 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11074 members Mstep: Class 2 contains 87554 members Entering Unmasked Estep Score: -9806477.000000 Penalty: 3737.210938 Iteration 29Q: 3 clusters Score -9806477 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10933 members Mstep: Class 2 contains 87695 members Entering Unmasked Estep Score: -9806485.000000 Penalty: 3737.210938 Iteration 30Q: 3 clusters Score -9806485 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10804 members Mstep: Class 2 contains 87824 members Entering Unmasked Estep Score: -9806511.000000 Penalty: 3737.210938 Iteration 31Q: 3 clusters Score -9806511 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10695 members Mstep: Class 2 contains 87933 members Entering Unmasked Estep Score: -9806523.000000 Penalty: 3737.210938 Iteration 32Q: 3 clusters Score -9806523 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10616 members Mstep: Class 2 contains 88012 members Entering Unmasked Estep Score: -9806543.000000 Penalty: 3737.210938 Iteration 33Q: 3 clusters Score -9806543 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10534 members Mstep: Class 2 contains 88094 members Entering Unmasked Estep Score: -9806528.000000 Penalty: 3737.210938 Iteration 34Q: 3 clusters Score -9806528 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10466 members Mstep: Class 2 contains 88162 members Entering Unmasked Estep Score: -9806513.000000 Penalty: 3737.210938 Iteration 35Q: 3 clusters Score -9806513 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10397 members Mstep: Class 2 contains 88231 members Entering Unmasked Estep Score: -9806530.000000 Penalty: 3737.210938 Iteration 36Q: 3 clusters Score -9806530 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10341 members Mstep: Class 2 contains 88287 members Entering Unmasked Estep Score: -9806547.000000 Penalty: 3737.210938 Iteration 37Q: 3 clusters Score -9806547 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10292 members Mstep: Class 2 contains 88336 members Entering Unmasked Estep Score: -9806542.000000 Penalty: 3737.210938 Iteration 38Q: 3 clusters Score -9806542 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10257 members Mstep: Class 2 contains 88371 members Entering Unmasked Estep Score: -9806543.000000 Penalty: 3737.210938 Iteration 39Q: 3 clusters Score -9806543 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10221 members Mstep: Class 2 contains 88407 members Entering Unmasked Estep Score: -9806552.000000 Penalty: 3737.210938 Iteration 40F: 3 clusters Score -9806552 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10193 members Mstep: Class 2 contains 88435 members Entering Unmasked Estep Score: -9806541.000000 Penalty: 3737.210938 Iteration 41Q: 3 clusters Score -9806541 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10174 members Mstep: Class 2 contains 88454 members Entering Unmasked Estep Score: -9806543.000000 Penalty: 3737.210938 Iteration 42Q: 3 clusters Score -9806543 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10154 members Mstep: Class 2 contains 88474 members Entering Unmasked Estep Score: -9806541.000000 Penalty: 3737.210938 Iteration 43Q: 3 clusters Score -9806541 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10140 members Mstep: Class 2 contains 88488 members Entering Unmasked Estep Score: -9806554.000000 Penalty: 3737.210938 Iteration 44Q: 3 clusters Score -9806554 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10125 members Mstep: Class 2 contains 88503 members Entering Unmasked Estep Score: -9806552.000000 Penalty: 3737.210938 Iteration 45Q: 3 clusters Score -9806552 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10094 members Mstep: Class 2 contains 88534 members Entering Unmasked Estep Score: -9806532.000000 Penalty: 3737.210938 Iteration 46Q: 3 clusters Score -9806532 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10075 members Mstep: Class 2 contains 88553 members Entering Unmasked Estep Score: -9806530.000000 Penalty: 3737.210938 Iteration 47Q: 3 clusters Score -9806530 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10058 members Mstep: Class 2 contains 88570 members Entering Unmasked Estep Score: -9806538.000000 Penalty: 3737.210938 Iteration 48Q: 3 clusters Score -9806538 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10047 members Mstep: Class 2 contains 88581 members Entering Unmasked Estep Score: -9806541.000000 Penalty: 3737.210938 Iteration 49Q: 3 clusters Score -9806541 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10037 members Mstep: Class 2 contains 88591 members Entering Unmasked Estep Score: -9806543.000000 Penalty: 3737.210938 Iteration 50Q: 3 clusters Score -9806543 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10031 members Mstep: Class 2 contains 88597 members Entering Unmasked Estep Score: -9806536.000000 Penalty: 3737.210938 Iteration 51Q: 3 clusters Score -9806536 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10026 members Mstep: Class 2 contains 88602 members Entering Unmasked Estep Score: -9806542.000000 Penalty: 3737.210938 Iteration 52Q: 3 clusters Score -9806542 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10018 members Mstep: Class 2 contains 88610 members Entering Unmasked Estep Score: -9806540.000000 Penalty: 3737.210938 Iteration 53Q: 3 clusters Score -9806540 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10009 members Mstep: Class 2 contains 88619 members Entering Unmasked Estep Score: -9806538.000000 Penalty: 3737.210938 Iteration 54Q: 3 clusters Score -9806538 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10000 members Mstep: Class 2 contains 88628 members Entering Unmasked Estep Score: -9806544.000000 Penalty: 3737.210938 Iteration 55Q: 3 clusters Score -9806544 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9990 members Mstep: Class 2 contains 88638 members Entering Unmasked Estep Score: -9806554.000000 Penalty: 3737.210938 Iteration 56Q: 3 clusters Score -9806554 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9979 members Mstep: Class 2 contains 88649 members Entering Unmasked Estep Score: -9806544.000000 Penalty: 3737.210938 Iteration 57Q: 3 clusters Score -9806544 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9964 members Mstep: Class 2 contains 88664 members Entering Unmasked Estep Score: -9806549.000000 Penalty: 3737.210938 Iteration 58Q: 3 clusters Score -9806549 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9944 members Mstep: Class 2 contains 88684 members Entering Unmasked Estep Score: -9806545.000000 Penalty: 3737.210938 Iteration 59Q: 3 clusters Score -9806545 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9931 members Mstep: Class 2 contains 88697 members Entering Unmasked Estep Score: -9806560.000000 Penalty: 3737.210938 Iteration 60F: 3 clusters Score -9806560 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9921 members Mstep: Class 2 contains 88707 members Entering Unmasked Estep Score: -9806552.000000 Penalty: 3737.210938 Iteration 61Q: 3 clusters Score -9806552 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9909 members Mstep: Class 2 contains 88719 members Entering Unmasked Estep Score: -9806544.000000 Penalty: 3737.210938 Iteration 62Q: 3 clusters Score -9806544 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9898 members Mstep: Class 2 contains 88730 members Entering Unmasked Estep Score: -9806558.000000 Penalty: 3737.210938 Iteration 63Q: 3 clusters Score -9806558 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9890 members Mstep: Class 2 contains 88738 members Entering Unmasked Estep Score: -9806555.000000 Penalty: 3737.210938 Iteration 64Q: 3 clusters Score -9806555 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9880 members Mstep: Class 2 contains 88748 members Entering Unmasked Estep Score: -9806569.000000 Penalty: 3737.210938 Iteration 65Q: 3 clusters Score -9806569 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9875 members Mstep: Class 2 contains 88753 members Entering Unmasked Estep Score: -9806566.000000 Penalty: 3737.210938 Iteration 66Q: 3 clusters Score -9806566 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9873 members Mstep: Class 2 contains 88755 members Entering Unmasked Estep Score: -9806568.000000 Penalty: 3737.210938 Iteration 67Q: 3 clusters Score -9806568 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9871 members Mstep: Class 2 contains 88757 members Entering Unmasked Estep Score: -9806567.000000 Penalty: 3737.210938 Iteration 68Q: 3 clusters Score -9806567 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9869 members Mstep: Class 2 contains 88759 members Entering Unmasked Estep Score: -9806566.000000 Penalty: 3737.210938 Iteration 69Q: 3 clusters Score -9806566 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9867 members Mstep: Class 2 contains 88761 members Entering Unmasked Estep Score: -9806566.000000 Penalty: 3737.210938 Iteration 70Q: 3 clusters Score -9806566 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9865 members Mstep: Class 2 contains 88763 members Entering Unmasked Estep Score: -9806561.000000 Penalty: 3737.210938 Iteration 71Q: 3 clusters Score -9806561 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9863 members Mstep: Class 2 contains 88765 members Entering Unmasked Estep Score: -9806559.000000 Penalty: 3737.210938 Iteration 72Q: 3 clusters Score -9806559 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9862 members Mstep: Class 2 contains 88766 members Entering Unmasked Estep Score: -9806556.000000 Penalty: 3737.210938 Iteration 73Q: 3 clusters Score -9806556 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9861 members Mstep: Class 2 contains 88767 members Entering Unmasked Estep Score: -9806560.000000 Penalty: 3737.210938 Iteration 74Q: 3 clusters Score -9806560 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9861 members Mstep: Class 2 contains 88767 members Entering Unmasked Estep Score: -9806560.000000 Penalty: 3737.210938 Iteration 75F: 3 clusters Score -9806560 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 1106 members Mstep: Class 3 contains 20738 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2805 members Mstep: Class 6 contains 17127 members Mstep: Class 7 contains 88767 members Mstep: Class 9 contains 3381 members Mstep: Class 10 contains 131331 members Mstep: Class 11 contains 52689 members Mstep: Class 12 contains 3878 members Mstep: Class 13 contains 2928 members Mstep: Class 15 contains 906 members Mstep: Class 16 contains 9861 members Mstep: Class 17 contains 2828 members Mstep: Class 21 contains 834 members Mstep: Class 22 contains 1872 members Entering Unmasked Estep Score: -33052246.000000 Penalty: 35222.355469 Splitting cluster 16 changes total score from -33049674.000000 to -33052246.000000 So it's getting split into cluster 7. Entering ConstructFrom: Trying to split cluster 17 (2828 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2828 members Entering Unmasked Estep Score: -260634.859375 Penalty: 1291.440308 Iteration 0F: 2 clusters Score -260634.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -258082.234375 Penalty: 2582.880615 Iteration 0F: 3 clusters Score -258082.2 nChanged 1117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -259075.906250 Penalty: 2582.880615 Iteration 1F: 3 clusters Score -259075.9 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -259656.531250 Penalty: 2582.880615 Iteration 2F: 3 clusters Score -259656.5 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -260272.265625 Penalty: 2582.880615 Iteration 3F: 3 clusters Score -260272.3 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -261190.828125 Penalty: 2582.880615 Iteration 4F: 3 clusters Score -261190.8 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -262783.093750 Penalty: 2582.880615 Iteration 5F: 3 clusters Score -262783.1 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -263907.718750 Penalty: 2582.880615 Iteration 6Q: 3 clusters Score -263907.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -264011.218750 Penalty: 2582.880615 Iteration 7Q: 3 clusters Score -264011.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -264013.187500 Penalty: 2582.880615 Iteration 8Q: 3 clusters Score -264013.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -264016.468750 Penalty: 2582.880615 Iteration 9Q: 3 clusters Score -264016.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -264016.468750 Penalty: 2582.880615 Iteration 10F: 3 clusters Score -264016.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 1106 members Mstep: Class 3 contains 20738 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2805 members Mstep: Class 6 contains 17127 members Mstep: Class 7 contains 88767 members Mstep: Class 8 contains 1377 members Mstep: Class 9 contains 3381 members Mstep: Class 10 contains 131331 members Mstep: Class 11 contains 52689 members Mstep: Class 12 contains 3878 members Mstep: Class 13 contains 2928 members Mstep: Class 15 contains 906 members Mstep: Class 16 contains 9861 members Mstep: Class 17 contains 1451 members Mstep: Class 21 contains 834 members Mstep: Class 22 contains 1872 members Entering Unmasked Estep Score: -33054806.000000 Penalty: 37294.261719 Splitting cluster 17 changes total score from -33049674.000000 to -33054806.000000 So it's getting split into cluster 8. Entering ConstructFrom: Trying to split cluster 21 (834 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Entering Unmasked Estep Score: -62205.308594 Penalty: 1093.012939 Iteration 0F: 2 clusters Score -62205.31 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -61057.523438 Penalty: 2186.025879 Iteration 0F: 3 clusters Score -61057.52 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -61613.851562 Penalty: 2186.025879 Iteration 1F: 3 clusters Score -61613.85 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -61919.714844 Penalty: 2186.025879 Iteration 2F: 3 clusters Score -61919.71 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -62209.386719 Penalty: 2186.025879 Iteration 3F: 3 clusters Score -62209.39 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -62630.617188 Penalty: 2186.025879 Iteration 4F: 3 clusters Score -62630.62 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -63530.136719 Penalty: 2186.025879 Iteration 5F: 3 clusters Score -63530.14 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -64961.003906 Penalty: 2186.025879 Iteration 6F: 3 clusters Score -64961 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -65558.023438 Penalty: 2186.025879 Iteration 7F: 3 clusters Score -65558.02 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -65594.890625 Penalty: 2186.025879 Iteration 8Q: 3 clusters Score -65594.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -65596.015625 Penalty: 2186.025879 Iteration 9Q: 3 clusters Score -65596.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -65596.015625 Penalty: 2186.025879 Iteration 10F: 3 clusters Score -65596.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 1106 members Mstep: Class 3 contains 20738 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2805 members Mstep: Class 6 contains 17127 members Mstep: Class 7 contains 88767 members Mstep: Class 8 contains 1377 members Mstep: Class 9 contains 3381 members Mstep: Class 10 contains 131331 members Mstep: Class 11 contains 52689 members Mstep: Class 12 contains 3878 members Mstep: Class 13 contains 2928 members Mstep: Class 14 contains 376 members Mstep: Class 15 contains 906 members Mstep: Class 16 contains 9861 members Mstep: Class 17 contains 1451 members Mstep: Class 21 contains 458 members Mstep: Class 22 contains 1872 members Entering Unmasked Estep Score: -33057232.000000 Penalty: 39366.164062 Splitting cluster 21 changes total score from -33049674.000000 to -33057232.000000 So it's getting split into cluster 14. Entering ConstructFrom: Trying to split cluster 22 (1872 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Entering Unmasked Estep Score: -152199.312500 Penalty: 1224.398926 Iteration 0F: 2 clusters Score -152199.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -150413.140625 Penalty: 2448.797852 Iteration 0F: 3 clusters Score -150413.1 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -151467.296875 Penalty: 2448.797852 Iteration 1F: 3 clusters Score -151467.3 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -151973.093750 Penalty: 2448.797852 Iteration 2F: 3 clusters Score -151973.1 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -152281.859375 Penalty: 2448.797852 Iteration 3F: 3 clusters Score -152281.9 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -152526.781250 Penalty: 2448.797852 Iteration 4F: 3 clusters Score -152526.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -152719.531250 Penalty: 2448.797852 Iteration 5F: 3 clusters Score -152719.5 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -152933.734375 Penalty: 2448.797852 Iteration 6Q: 3 clusters Score -152933.7 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -153225.671875 Penalty: 2448.797852 Iteration 7Q: 3 clusters Score -153225.7 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -153606.593750 Penalty: 2448.797852 Iteration 8F: 3 clusters Score -153606.6 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -154151.890625 Penalty: 2448.797852 Iteration 9F: 3 clusters Score -154151.9 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -154627.687500 Penalty: 2448.797852 Iteration 10F: 3 clusters Score -154627.7 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -154910.703125 Penalty: 2448.797852 Iteration 11Q: 3 clusters Score -154910.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -155046.734375 Penalty: 2448.797852 Iteration 12Q: 3 clusters Score -155046.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -155120.296875 Penalty: 2448.797852 Iteration 13Q: 3 clusters Score -155120.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -155176.437500 Penalty: 2448.797852 Iteration 14Q: 3 clusters Score -155176.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -155257.468750 Penalty: 2448.797852 Iteration 15Q: 3 clusters Score -155257.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -155421.812500 Penalty: 2448.797852 Iteration 16Q: 3 clusters Score -155421.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -155546.984375 Penalty: 2448.797852 Iteration 17Q: 3 clusters Score -155547 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -155647.437500 Penalty: 2448.797852 Iteration 18Q: 3 clusters Score -155647.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -155690.671875 Penalty: 2448.797852 Iteration 19Q: 3 clusters Score -155690.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -155776.312500 Penalty: 2448.797852 Iteration 20F: 3 clusters Score -155776.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -155942.968750 Penalty: 2448.797852 Iteration 21Q: 3 clusters Score -155943 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -156037.593750 Penalty: 2448.797852 Iteration 22Q: 3 clusters Score -156037.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -156059.625000 Penalty: 2448.797852 Iteration 23Q: 3 clusters Score -156059.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -156068.750000 Penalty: 2448.797852 Iteration 24Q: 3 clusters Score -156068.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -156071.046875 Penalty: 2448.797852 Iteration 25Q: 3 clusters Score -156071 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -156076.328125 Penalty: 2448.797852 Iteration 26Q: 3 clusters Score -156076.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -156079.375000 Penalty: 2448.797852 Iteration 27Q: 3 clusters Score -156079.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -156080.187500 Penalty: 2448.797852 Iteration 28Q: 3 clusters Score -156080.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -156080.187500 Penalty: 2448.797852 Iteration 29F: 3 clusters Score -156080.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 1106 members Mstep: Class 3 contains 20738 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2805 members Mstep: Class 6 contains 17127 members Mstep: Class 7 contains 88767 members Mstep: Class 8 contains 1377 members Mstep: Class 9 contains 3381 members Mstep: Class 10 contains 131331 members Mstep: Class 11 contains 52689 members Mstep: Class 12 contains 3878 members Mstep: Class 13 contains 2928 members Mstep: Class 14 contains 376 members Mstep: Class 15 contains 906 members Mstep: Class 16 contains 9861 members Mstep: Class 17 contains 1451 members Mstep: Class 18 contains 656 members Mstep: Class 21 contains 458 members Mstep: Class 22 contains 1216 members Entering Unmasked Estep Score: -33060274.000000 Penalty: 41438.066406 Splitting cluster 22 changes total score from -33049674.000000 to -33060274.000000 So it's getting split into cluster 18. Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 2 contains 1106 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2805 members Mstep: Class 6 contains 17127 members Mstep: Class 9 contains 3381 members Mstep: Class 10 contains 131331 members Mstep: Class 11 contains 52689 members Mstep: Class 12 contains 3878 members Mstep: Class 13 contains 2928 members Mstep: Class 15 contains 906 members Mstep: Class 16 contains 9861 members Mstep: Class 17 contains 1451 members Mstep: Class 21 contains 458 members Mstep: Class 22 contains 1216 members Entering Unmasked Estep ConsiderDeletion Score: -33063018.000000 Penalty: 41438.066406 Iteration 39Q: 21 clusters Score -3.306302e+07 nChanged 3956 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 1104 members Mstep: Class 3 contains 20647 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2794 members Mstep: Class 6 contains 15616 members Mstep: Class 7 contains 88632 members Mstep: Class 8 contains 1358 members Mstep: Class 9 contains 3401 members Mstep: Class 10 contains 132752 members Mstep: Class 11 contains 51459 members Mstep: Class 12 contains 3879 members Mstep: Class 13 contains 2881 members Mstep: Class 14 contains 340 members Mstep: Class 15 contains 994 members Mstep: Class 16 contains 11343 members Mstep: Class 17 contains 1455 members Mstep: Class 18 contains 663 members Mstep: Class 21 contains 498 members Mstep: Class 22 contains 1269 members Entering Unmasked Estep ConsiderDeletion Score: -33066010.000000 Penalty: 41438.066406 Iteration 40F: 21 clusters Score -3.306601e+07 nChanged 3307 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 1104 members Mstep: Class 3 contains 20639 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2710 members Mstep: Class 6 contains 14620 members Mstep: Class 7 contains 88744 members Mstep: Class 8 contains 1392 members Mstep: Class 9 contains 3309 members Mstep: Class 10 contains 134271 members Mstep: Class 11 contains 50230 members Mstep: Class 12 contains 3870 members Mstep: Class 13 contains 2833 members Mstep: Class 14 contains 368 members Mstep: Class 15 contains 1027 members Mstep: Class 16 contains 12003 members Mstep: Class 17 contains 1447 members Mstep: Class 18 contains 768 members Mstep: Class 21 contains 499 members Mstep: Class 22 contains 1308 members Entering Unmasked Estep ConsiderDeletion Score: -33067866.000000 Penalty: 41438.066406 Iteration 41Q: 21 clusters Score -3.306787e+07 nChanged 2680 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 1104 members Mstep: Class 3 contains 20637 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2672 members Mstep: Class 6 contains 13863 members Mstep: Class 7 contains 88877 members Mstep: Class 8 contains 1427 members Mstep: Class 9 contains 3271 members Mstep: Class 10 contains 135535 members Mstep: Class 11 contains 49243 members Mstep: Class 12 contains 3865 members Mstep: Class 13 contains 2794 members Mstep: Class 14 contains 368 members Mstep: Class 15 contains 1022 members Mstep: Class 16 contains 12429 members Mstep: Class 17 contains 1446 members Mstep: Class 18 contains 790 members Mstep: Class 21 contains 501 members Mstep: Class 22 contains 1354 members Entering Unmasked Estep ConsiderDeletion Score: -33068896.000000 Penalty: 41438.066406 Iteration 42Q: 21 clusters Score -3.30689e+07 nChanged 2319 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 1104 members Mstep: Class 3 contains 20637 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2643 members Mstep: Class 6 contains 13153 members Mstep: Class 7 contains 89003 members Mstep: Class 8 contains 1442 members Mstep: Class 9 contains 3271 members Mstep: Class 10 contains 136599 members Mstep: Class 11 contains 48438 members Mstep: Class 12 contains 3857 members Mstep: Class 13 contains 2769 members Mstep: Class 14 contains 369 members Mstep: Class 15 contains 1018 members Mstep: Class 16 contains 12799 members Mstep: Class 17 contains 1446 members Mstep: Class 18 contains 799 members Mstep: Class 21 contains 503 members Mstep: Class 22 contains 1399 members Entering Unmasked Estep ConsiderDeletion Score: -33069712.000000 Penalty: 41438.066406 Iteration 43Q: 21 clusters Score -3.306971e+07 nChanged 2003 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 1104 members Mstep: Class 3 contains 20633 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2626 members Mstep: Class 6 contains 12548 members Mstep: Class 7 contains 89136 members Mstep: Class 8 contains 1450 members Mstep: Class 9 contains 3267 members Mstep: Class 10 contains 137507 members Mstep: Class 11 contains 47779 members Mstep: Class 12 contains 3856 members Mstep: Class 13 contains 2745 members Mstep: Class 14 contains 371 members Mstep: Class 15 contains 1011 members Mstep: Class 16 contains 13075 members Mstep: Class 17 contains 1446 members Mstep: Class 18 contains 804 members Mstep: Class 21 contains 505 members Mstep: Class 22 contains 1433 members Entering Unmasked Estep ConsiderDeletion Score: -33070198.000000 Penalty: 41438.066406 Iteration 44Q: 21 clusters Score -3.30702e+07 nChanged 1765 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 1104 members Mstep: Class 3 contains 20631 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2618 members Mstep: Class 6 contains 12018 members Mstep: Class 7 contains 89277 members Mstep: Class 8 contains 1447 members Mstep: Class 9 contains 3263 members Mstep: Class 10 contains 138277 members Mstep: Class 11 contains 47263 members Mstep: Class 12 contains 3851 members Mstep: Class 13 contains 2731 members Mstep: Class 14 contains 382 members Mstep: Class 15 contains 1012 members Mstep: Class 16 contains 13267 members Mstep: Class 17 contains 1446 members Mstep: Class 18 contains 808 members Mstep: Class 21 contains 508 members Mstep: Class 22 contains 1459 members Entering Unmasked Estep ConsiderDeletion Score: -33070582.000000 Penalty: 41438.066406 Iteration 45Q: 21 clusters Score -3.307058e+07 nChanged 1518 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 1104 members Mstep: Class 3 contains 20642 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2608 members Mstep: Class 6 contains 11617 members Mstep: Class 7 contains 89419 members Mstep: Class 8 contains 1440 members Mstep: Class 9 contains 3264 members Mstep: Class 10 contains 138972 members Mstep: Class 11 contains 46815 members Mstep: Class 12 contains 3850 members Mstep: Class 13 contains 2724 members Mstep: Class 14 contains 383 members Mstep: Class 15 contains 999 members Mstep: Class 16 contains 13331 members Mstep: Class 17 contains 1446 members Mstep: Class 18 contains 812 members Mstep: Class 21 contains 511 members Mstep: Class 22 contains 1482 members Entering Unmasked Estep ConsiderDeletion Score: -33070820.000000 Penalty: 41438.066406 Iteration 46Q: 21 clusters Score -3.307082e+07 nChanged 1224 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 1104 members Mstep: Class 3 contains 20653 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2606 members Mstep: Class 6 contains 11362 members Mstep: Class 7 contains 89535 members Mstep: Class 8 contains 1433 members Mstep: Class 9 contains 3256 members Mstep: Class 10 contains 139603 members Mstep: Class 11 contains 46404 members Mstep: Class 12 contains 3848 members Mstep: Class 13 contains 2713 members Mstep: Class 14 contains 384 members Mstep: Class 15 contains 995 members Mstep: Class 16 contains 13301 members Mstep: Class 17 contains 1445 members Mstep: Class 18 contains 816 members Mstep: Class 21 contains 515 members Mstep: Class 22 contains 1499 members Entering Unmasked Estep ConsiderDeletion Score: -33071038.000000 Penalty: 41438.066406 Iteration 47Q: 21 clusters Score -3.307104e+07 nChanged 988 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 1104 members Mstep: Class 3 contains 20662 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2606 members Mstep: Class 6 contains 11188 members Mstep: Class 7 contains 89614 members Mstep: Class 8 contains 1431 members Mstep: Class 9 contains 3244 members Mstep: Class 10 contains 140175 members Mstep: Class 11 contains 46028 members Mstep: Class 12 contains 3845 members Mstep: Class 13 contains 2707 members Mstep: Class 14 contains 385 members Mstep: Class 15 contains 992 members Mstep: Class 16 contains 13255 members Mstep: Class 17 contains 1445 members Mstep: Class 18 contains 815 members Mstep: Class 21 contains 517 members Mstep: Class 22 contains 1511 members Entering Unmasked Estep ConsiderDeletion Score: -33071154.000000 Penalty: 41438.066406 Iteration 48Q: 21 clusters Score -3.307115e+07 nChanged 862 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 1104 members Mstep: Class 3 contains 20670 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2603 members Mstep: Class 6 contains 11036 members Mstep: Class 7 contains 89692 members Mstep: Class 8 contains 1430 members Mstep: Class 9 contains 3239 members Mstep: Class 10 contains 140706 members Mstep: Class 11 contains 45665 members Mstep: Class 12 contains 3845 members Mstep: Class 13 contains 2706 members Mstep: Class 14 contains 385 members Mstep: Class 15 contains 986 members Mstep: Class 16 contains 13199 members Mstep: Class 17 contains 1445 members Mstep: Class 18 contains 815 members Mstep: Class 21 contains 518 members Mstep: Class 22 contains 1514 members Entering Unmasked Estep ConsiderDeletion Score: -33071310.000000 Penalty: 41438.066406 Iteration 49Q: 21 clusters Score -3.307131e+07 nChanged 730 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 1104 members Mstep: Class 3 contains 20676 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2603 members Mstep: Class 6 contains 10909 members Mstep: Class 7 contains 89751 members Mstep: Class 8 contains 1430 members Mstep: Class 9 contains 3236 members Mstep: Class 10 contains 141162 members Mstep: Class 11 contains 45351 members Mstep: Class 12 contains 3845 members Mstep: Class 13 contains 2704 members Mstep: Class 14 contains 384 members Mstep: Class 15 contains 981 members Mstep: Class 16 contains 13155 members Mstep: Class 17 contains 1445 members Mstep: Class 18 contains 815 members Mstep: Class 21 contains 518 members Mstep: Class 22 contains 1519 members Entering Unmasked Estep ConsiderDeletion Score: -33071294.000000 Penalty: 41438.066406 Iteration 50Q: 21 clusters Score -3.307129e+07 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 1104 members Mstep: Class 3 contains 20675 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2598 members Mstep: Class 6 contains 10796 members Mstep: Class 7 contains 89793 members Mstep: Class 8 contains 1430 members Mstep: Class 9 contains 3234 members Mstep: Class 10 contains 141584 members Mstep: Class 11 contains 45070 members Mstep: Class 12 contains 3845 members Mstep: Class 13 contains 2703 members Mstep: Class 14 contains 383 members Mstep: Class 15 contains 982 members Mstep: Class 16 contains 13119 members Mstep: Class 17 contains 1445 members Mstep: Class 18 contains 815 members Mstep: Class 21 contains 518 members Mstep: Class 22 contains 1523 members Entering Unmasked Estep ConsiderDeletion Score: -33071280.000000 Penalty: 41438.066406 Iteration 51Q: 21 clusters Score -3.307128e+07 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 1104 members Mstep: Class 3 contains 20676 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2596 members Mstep: Class 6 contains 10670 members Mstep: Class 7 contains 89838 members Mstep: Class 8 contains 1430 members Mstep: Class 9 contains 3235 members Mstep: Class 10 contains 142012 members Mstep: Class 11 contains 44773 members Mstep: Class 12 contains 3844 members Mstep: Class 13 contains 2702 members Mstep: Class 14 contains 382 members Mstep: Class 15 contains 982 members Mstep: Class 16 contains 13081 members Mstep: Class 17 contains 1445 members Mstep: Class 18 contains 815 members Mstep: Class 21 contains 518 members Mstep: Class 22 contains 1527 members Entering Unmasked Estep ConsiderDeletion Score: -33071354.000000 Penalty: 41438.066406 Iteration 52Q: 21 clusters Score -3.307135e+07 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 1104 members Mstep: Class 3 contains 20677 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2590 members Mstep: Class 6 contains 10562 members Mstep: Class 7 contains 89867 members Mstep: Class 8 contains 1430 members Mstep: Class 9 contains 3231 members Mstep: Class 10 contains 142399 members Mstep: Class 11 contains 44507 members Mstep: Class 12 contains 3842 members Mstep: Class 13 contains 2700 members Mstep: Class 14 contains 381 members Mstep: Class 15 contains 980 members Mstep: Class 16 contains 13054 members Mstep: Class 17 contains 1445 members Mstep: Class 18 contains 815 members Mstep: Class 21 contains 518 members Mstep: Class 22 contains 1535 members Entering Unmasked Estep ConsiderDeletion Score: -33071326.000000 Penalty: 41438.066406 Iteration 53Q: 21 clusters Score -3.307133e+07 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 1104 members Mstep: Class 3 contains 20678 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2589 members Mstep: Class 6 contains 10472 members Mstep: Class 7 contains 89895 members Mstep: Class 8 contains 1430 members Mstep: Class 9 contains 3223 members Mstep: Class 10 contains 142768 members Mstep: Class 11 contains 44242 members Mstep: Class 12 contains 3842 members Mstep: Class 13 contains 2699 members Mstep: Class 14 contains 382 members Mstep: Class 15 contains 980 members Mstep: Class 16 contains 13027 members Mstep: Class 17 contains 1445 members Mstep: Class 18 contains 815 members Mstep: Class 21 contains 518 members Mstep: Class 22 contains 1539 members Entering Unmasked Estep ConsiderDeletion Score: -33071384.000000 Penalty: 41438.066406 Iteration 54Q: 21 clusters Score -3.307138e+07 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 1104 members Mstep: Class 3 contains 20681 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2590 members Mstep: Class 6 contains 10394 members Mstep: Class 7 contains 89916 members Mstep: Class 8 contains 1430 members Mstep: Class 9 contains 3218 members Mstep: Class 10 contains 143112 members Mstep: Class 11 contains 43981 members Mstep: Class 12 contains 3840 members Mstep: Class 13 contains 2697 members Mstep: Class 14 contains 383 members Mstep: Class 15 contains 980 members Mstep: Class 16 contains 13010 members Mstep: Class 17 contains 1445 members Mstep: Class 18 contains 815 members Mstep: Class 21 contains 518 members Mstep: Class 22 contains 1542 members Entering Unmasked Estep ConsiderDeletion Score: -33071314.000000 Penalty: 41438.066406 Iteration 55Q: 21 clusters Score -3.307131e+07 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 1104 members Mstep: Class 3 contains 20679 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2588 members Mstep: Class 6 contains 10320 members Mstep: Class 7 contains 89935 members Mstep: Class 8 contains 1430 members Mstep: Class 9 contains 3222 members Mstep: Class 10 contains 143424 members Mstep: Class 11 contains 43749 members Mstep: Class 12 contains 3839 members Mstep: Class 13 contains 2695 members Mstep: Class 14 contains 383 members Mstep: Class 15 contains 980 members Mstep: Class 16 contains 12995 members Mstep: Class 17 contains 1445 members Mstep: Class 18 contains 815 members Mstep: Class 21 contains 518 members Mstep: Class 22 contains 1546 members Entering Unmasked Estep ConsiderDeletion Score: -33071336.000000 Penalty: 41438.066406 Iteration 56Q: 21 clusters Score -3.307134e+07 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 1104 members Mstep: Class 3 contains 20681 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2587 members Mstep: Class 6 contains 10235 members Mstep: Class 7 contains 89951 members Mstep: Class 8 contains 1430 members Mstep: Class 9 contains 3223 members Mstep: Class 10 contains 143678 members Mstep: Class 11 contains 43581 members Mstep: Class 12 contains 3838 members Mstep: Class 13 contains 2695 members Mstep: Class 14 contains 385 members Mstep: Class 15 contains 980 members Mstep: Class 16 contains 12981 members Mstep: Class 17 contains 1445 members Mstep: Class 18 contains 815 members Mstep: Class 21 contains 518 members Mstep: Class 22 contains 1548 members Entering Unmasked Estep ConsiderDeletion Score: -33071376.000000 Penalty: 41438.066406 Iteration 57Q: 21 clusters Score -3.307138e+07 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 1104 members Mstep: Class 3 contains 20681 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2587 members Mstep: Class 6 contains 10164 members Mstep: Class 7 contains 89956 members Mstep: Class 8 contains 1430 members Mstep: Class 9 contains 3220 members Mstep: Class 10 contains 143894 members Mstep: Class 11 contains 43445 members Mstep: Class 12 contains 3838 members Mstep: Class 13 contains 2695 members Mstep: Class 14 contains 386 members Mstep: Class 15 contains 980 members Mstep: Class 16 contains 12981 members Mstep: Class 17 contains 1445 members Mstep: Class 18 contains 815 members Mstep: Class 21 contains 518 members Mstep: Class 22 contains 1550 members Entering Unmasked Estep ConsiderDeletion Score: -33071446.000000 Penalty: 41438.066406 Iteration 58Q: 21 clusters Score -3.307145e+07 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 1104 members Mstep: Class 3 contains 20682 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2588 members Mstep: Class 6 contains 10115 members Mstep: Class 7 contains 89960 members Mstep: Class 8 contains 1430 members Mstep: Class 9 contains 3219 members Mstep: Class 10 contains 144086 members Mstep: Class 11 contains 43314 members Mstep: Class 12 contains 3837 members Mstep: Class 13 contains 2694 members Mstep: Class 14 contains 386 members Mstep: Class 15 contains 980 members Mstep: Class 16 contains 12977 members Mstep: Class 17 contains 1445 members Mstep: Class 18 contains 815 members Mstep: Class 21 contains 518 members Mstep: Class 22 contains 1552 members Entering Unmasked Estep ConsiderDeletion Score: -33071516.000000 Penalty: 41438.066406 Iteration 59Q: 21 clusters Score -3.307152e+07 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 1104 members Mstep: Class 3 contains 20682 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2589 members Mstep: Class 6 contains 10069 members Mstep: Class 7 contains 89966 members Mstep: Class 8 contains 1430 members Mstep: Class 9 contains 3220 members Mstep: Class 10 contains 144264 members Mstep: Class 11 contains 43184 members Mstep: Class 12 contains 3836 members Mstep: Class 13 contains 2694 members Mstep: Class 14 contains 386 members Mstep: Class 15 contains 980 members Mstep: Class 16 contains 12973 members Mstep: Class 17 contains 1445 members Mstep: Class 18 contains 815 members Mstep: Class 21 contains 518 members Mstep: Class 22 contains 1553 members Entering Unmasked Estep ConsiderDeletion Deleting Class 1. Lose 1902.284424 but Gain 2071.902344 Score: -33071882.000000 Penalty: 39366.164062 Iteration 60F: 20 clusters Score -3.307188e+07 nChanged 980 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 2 contains 1104 members Mstep: Class 3 contains 20681 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2587 members Mstep: Class 6 contains 10256 members Mstep: Class 7 contains 89968 members Mstep: Class 8 contains 1431 members Mstep: Class 9 contains 3225 members Mstep: Class 10 contains 144420 members Mstep: Class 11 contains 43091 members Mstep: Class 12 contains 3836 members Mstep: Class 13 contains 2695 members Mstep: Class 14 contains 425 members Mstep: Class 15 contains 985 members Mstep: Class 16 contains 13207 members Mstep: Class 17 contains 1445 members Mstep: Class 18 contains 815 members Mstep: Class 21 contains 518 members Mstep: Class 22 contains 1548 members Entering Unmasked Estep ConsiderDeletion Score: -33073386.000000 Penalty: 39366.164062 Iteration 61Q: 20 clusters Score -3.307339e+07 nChanged 791 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 2 contains 1104 members Mstep: Class 3 contains 20690 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2581 members Mstep: Class 6 contains 9898 members Mstep: Class 7 contains 90033 members Mstep: Class 8 contains 1431 members Mstep: Class 9 contains 3220 members Mstep: Class 10 contains 144571 members Mstep: Class 11 contains 43104 members Mstep: Class 12 contains 3835 members Mstep: Class 13 contains 2695 members Mstep: Class 14 contains 420 members Mstep: Class 15 contains 974 members Mstep: Class 16 contains 13354 members Mstep: Class 17 contains 1447 members Mstep: Class 18 contains 816 members Mstep: Class 21 contains 519 members Mstep: Class 22 contains 1545 members Entering Unmasked Estep ConsiderDeletion Score: -33073618.000000 Penalty: 39366.164062 Iteration 62Q: 20 clusters Score -3.307362e+07 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 2 contains 1104 members Mstep: Class 3 contains 20705 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2574 members Mstep: Class 6 contains 9618 members Mstep: Class 7 contains 90120 members Mstep: Class 8 contains 1431 members Mstep: Class 9 contains 3210 members Mstep: Class 10 contains 144719 members Mstep: Class 11 contains 43088 members Mstep: Class 12 contains 3836 members Mstep: Class 13 contains 2693 members Mstep: Class 14 contains 417 members Mstep: Class 15 contains 970 members Mstep: Class 16 contains 13419 members Mstep: Class 17 contains 1447 members Mstep: Class 18 contains 816 members Mstep: Class 21 contains 519 members Mstep: Class 22 contains 1551 members Entering Unmasked Estep ConsiderDeletion Score: -33073758.000000 Penalty: 39366.164062 Iteration 63Q: 20 clusters Score -3.307376e+07 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 2 contains 1104 members Mstep: Class 3 contains 20717 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2573 members Mstep: Class 6 contains 9368 members Mstep: Class 7 contains 90225 members Mstep: Class 8 contains 1431 members Mstep: Class 9 contains 3206 members Mstep: Class 10 contains 144875 members Mstep: Class 11 contains 43044 members Mstep: Class 12 contains 3836 members Mstep: Class 13 contains 2691 members Mstep: Class 14 contains 417 members Mstep: Class 15 contains 966 members Mstep: Class 16 contains 13456 members Mstep: Class 17 contains 1446 members Mstep: Class 18 contains 816 members Mstep: Class 21 contains 519 members Mstep: Class 22 contains 1547 members Entering Unmasked Estep ConsiderDeletion Score: -33073942.000000 Penalty: 39366.164062 Iteration 64Q: 20 clusters Score -3.307394e+07 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 2 contains 1104 members Mstep: Class 3 contains 20722 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2568 members Mstep: Class 6 contains 9165 members Mstep: Class 7 contains 90321 members Mstep: Class 8 contains 1431 members Mstep: Class 9 contains 3209 members Mstep: Class 10 contains 145026 members Mstep: Class 11 contains 42988 members Mstep: Class 12 contains 3835 members Mstep: Class 13 contains 2689 members Mstep: Class 14 contains 417 members Mstep: Class 15 contains 966 members Mstep: Class 16 contains 13469 members Mstep: Class 17 contains 1446 members Mstep: Class 18 contains 814 members Mstep: Class 21 contains 519 members Mstep: Class 22 contains 1548 members Entering Unmasked Estep ConsiderDeletion Score: -33074068.000000 Penalty: 39366.164062 Iteration 65Q: 20 clusters Score -3.307407e+07 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 2 contains 1104 members Mstep: Class 3 contains 20724 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2564 members Mstep: Class 6 contains 9000 members Mstep: Class 7 contains 90432 members Mstep: Class 8 contains 1431 members Mstep: Class 9 contains 3209 members Mstep: Class 10 contains 145174 members Mstep: Class 11 contains 42909 members Mstep: Class 12 contains 3833 members Mstep: Class 13 contains 2684 members Mstep: Class 14 contains 426 members Mstep: Class 15 contains 963 members Mstep: Class 16 contains 13456 members Mstep: Class 17 contains 1446 members Mstep: Class 18 contains 814 members Mstep: Class 21 contains 519 members Mstep: Class 22 contains 1549 members Entering Unmasked Estep ConsiderDeletion Score: -33074094.000000 Penalty: 39366.164062 Iteration 66Q: 20 clusters Score -3.307409e+07 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 2 contains 1104 members Mstep: Class 3 contains 20728 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2567 members Mstep: Class 6 contains 8862 members Mstep: Class 7 contains 90543 members Mstep: Class 8 contains 1431 members Mstep: Class 9 contains 3213 members Mstep: Class 10 contains 145301 members Mstep: Class 11 contains 42842 members Mstep: Class 12 contains 3833 members Mstep: Class 13 contains 2673 members Mstep: Class 14 contains 430 members Mstep: Class 15 contains 961 members Mstep: Class 16 contains 13416 members Mstep: Class 17 contains 1446 members Mstep: Class 18 contains 814 members Mstep: Class 21 contains 519 members Mstep: Class 22 contains 1554 members Entering Unmasked Estep ConsiderDeletion Score: -33074296.000000 Penalty: 39366.164062 Iteration 67Q: 20 clusters Score -3.30743e+07 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 2 contains 1104 members Mstep: Class 3 contains 20729 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2554 members Mstep: Class 6 contains 8759 members Mstep: Class 7 contains 90633 members Mstep: Class 8 contains 1431 members Mstep: Class 9 contains 3210 members Mstep: Class 10 contains 145428 members Mstep: Class 11 contains 42766 members Mstep: Class 12 contains 3832 members Mstep: Class 13 contains 2665 members Mstep: Class 14 contains 437 members Mstep: Class 15 contains 960 members Mstep: Class 16 contains 13384 members Mstep: Class 17 contains 1446 members Mstep: Class 18 contains 816 members Mstep: Class 21 contains 519 members Mstep: Class 22 contains 1564 members Entering Unmasked Estep ConsiderDeletion Score: -33074290.000000 Penalty: 39366.164062 Iteration 68Q: 20 clusters Score -3.307429e+07 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 2 contains 1104 members Mstep: Class 3 contains 20729 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2548 members Mstep: Class 6 contains 8671 members Mstep: Class 7 contains 90721 members Mstep: Class 8 contains 1431 members Mstep: Class 9 contains 3209 members Mstep: Class 10 contains 145559 members Mstep: Class 11 contains 42671 members Mstep: Class 12 contains 3832 members Mstep: Class 13 contains 2666 members Mstep: Class 14 contains 438 members Mstep: Class 15 contains 961 members Mstep: Class 16 contains 13345 members Mstep: Class 17 contains 1446 members Mstep: Class 18 contains 817 members Mstep: Class 21 contains 520 members Mstep: Class 22 contains 1569 members Entering Unmasked Estep ConsiderDeletion Score: -33074428.000000 Penalty: 39366.164062 Iteration 69Q: 20 clusters Score -3.307443e+07 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 2 contains 1104 members Mstep: Class 3 contains 20733 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2541 members Mstep: Class 6 contains 8573 members Mstep: Class 7 contains 90807 members Mstep: Class 8 contains 1431 members Mstep: Class 9 contains 3205 members Mstep: Class 10 contains 145666 members Mstep: Class 11 contains 42610 members Mstep: Class 12 contains 3832 members Mstep: Class 13 contains 2659 members Mstep: Class 14 contains 445 members Mstep: Class 15 contains 962 members Mstep: Class 16 contains 13309 members Mstep: Class 17 contains 1446 members Mstep: Class 18 contains 819 members Mstep: Class 21 contains 521 members Mstep: Class 22 contains 1574 members Entering Unmasked Estep ConsiderDeletion Score: -33074478.000000 Penalty: 39366.164062 Iteration 70Q: 20 clusters Score -3.307448e+07 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 2 contains 1104 members Mstep: Class 3 contains 20737 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2537 members Mstep: Class 6 contains 8474 members Mstep: Class 7 contains 90894 members Mstep: Class 8 contains 1431 members Mstep: Class 9 contains 3201 members Mstep: Class 10 contains 145761 members Mstep: Class 11 contains 42555 members Mstep: Class 12 contains 3830 members Mstep: Class 13 contains 2652 members Mstep: Class 14 contains 449 members Mstep: Class 15 contains 959 members Mstep: Class 16 contains 13272 members Mstep: Class 17 contains 1447 members Mstep: Class 18 contains 824 members Mstep: Class 21 contains 524 members Mstep: Class 22 contains 1586 members Entering Unmasked Estep ConsiderDeletion Score: -33074638.000000 Penalty: 39366.164062 Iteration 71Q: 20 clusters Score -3.307464e+07 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 2 contains 1104 members Mstep: Class 3 contains 20737 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2536 members Mstep: Class 6 contains 8397 members Mstep: Class 7 contains 90978 members Mstep: Class 8 contains 1431 members Mstep: Class 9 contains 3191 members Mstep: Class 10 contains 145835 members Mstep: Class 11 contains 42525 members Mstep: Class 12 contains 3828 members Mstep: Class 13 contains 2645 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 958 members Mstep: Class 16 contains 13223 members Mstep: Class 17 contains 1447 members Mstep: Class 18 contains 827 members Mstep: Class 21 contains 528 members Mstep: Class 22 contains 1595 members Entering Unmasked Estep ConsiderDeletion Score: -33074752.000000 Penalty: 39366.164062 Iteration 72Q: 20 clusters Score -3.307475e+07 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 2 contains 1104 members Mstep: Class 3 contains 20741 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2533 members Mstep: Class 6 contains 8328 members Mstep: Class 7 contains 91066 members Mstep: Class 8 contains 1431 members Mstep: Class 9 contains 3190 members Mstep: Class 10 contains 145906 members Mstep: Class 11 contains 42494 members Mstep: Class 12 contains 3825 members Mstep: Class 13 contains 2633 members Mstep: Class 14 contains 460 members Mstep: Class 15 contains 952 members Mstep: Class 16 contains 13166 members Mstep: Class 17 contains 1448 members Mstep: Class 18 contains 827 members Mstep: Class 21 contains 528 members Mstep: Class 22 contains 1605 members Entering Unmasked Estep ConsiderDeletion Score: -33074822.000000 Penalty: 39366.164062 Iteration 73Q: 20 clusters Score -3.307482e+07 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 2 contains 1104 members Mstep: Class 3 contains 20744 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2534 members Mstep: Class 6 contains 8270 members Mstep: Class 7 contains 91133 members Mstep: Class 8 contains 1431 members Mstep: Class 9 contains 3187 members Mstep: Class 10 contains 145978 members Mstep: Class 11 contains 42460 members Mstep: Class 12 contains 3821 members Mstep: Class 13 contains 2612 members Mstep: Class 14 contains 464 members Mstep: Class 15 contains 947 members Mstep: Class 16 contains 13127 members Mstep: Class 17 contains 1448 members Mstep: Class 18 contains 828 members Mstep: Class 21 contains 528 members Mstep: Class 22 contains 1621 members Entering Unmasked Estep ConsiderDeletion Score: -33074830.000000 Penalty: 39366.164062 Iteration 74Q: 20 clusters Score -3.307483e+07 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 2 contains 1104 members Mstep: Class 3 contains 20745 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2520 members Mstep: Class 6 contains 8229 members Mstep: Class 7 contains 91190 members Mstep: Class 8 contains 1431 members Mstep: Class 9 contains 3183 members Mstep: Class 10 contains 146035 members Mstep: Class 11 contains 42431 members Mstep: Class 12 contains 3819 members Mstep: Class 13 contains 2604 members Mstep: Class 14 contains 467 members Mstep: Class 15 contains 945 members Mstep: Class 16 contains 13087 members Mstep: Class 17 contains 1448 members Mstep: Class 18 contains 831 members Mstep: Class 21 contains 528 members Mstep: Class 22 contains 1640 members Entering Unmasked Estep ConsiderDeletion Score: -33074850.000000 Penalty: 39366.164062 Iteration 75Q: 20 clusters Score -3.307485e+07 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 2 contains 1104 members Mstep: Class 3 contains 20744 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2521 members Mstep: Class 6 contains 8201 members Mstep: Class 7 contains 91234 members Mstep: Class 8 contains 1431 members Mstep: Class 9 contains 3186 members Mstep: Class 10 contains 146074 members Mstep: Class 11 contains 42396 members Mstep: Class 12 contains 3819 members Mstep: Class 13 contains 2599 members Mstep: Class 14 contains 471 members Mstep: Class 15 contains 946 members Mstep: Class 16 contains 13050 members Mstep: Class 17 contains 1448 members Mstep: Class 18 contains 832 members Mstep: Class 21 contains 528 members Mstep: Class 22 contains 1653 members Entering Unmasked Estep ConsiderDeletion Score: -33074818.000000 Penalty: 39366.164062 Iteration 76Q: 20 clusters Score -3.307482e+07 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 2 contains 1104 members Mstep: Class 3 contains 20743 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2518 members Mstep: Class 6 contains 8178 members Mstep: Class 7 contains 91281 members Mstep: Class 8 contains 1431 members Mstep: Class 9 contains 3188 members Mstep: Class 10 contains 146111 members Mstep: Class 11 contains 42362 members Mstep: Class 12 contains 3819 members Mstep: Class 13 contains 2594 members Mstep: Class 14 contains 473 members Mstep: Class 15 contains 946 members Mstep: Class 16 contains 13015 members Mstep: Class 17 contains 1448 members Mstep: Class 18 contains 833 members Mstep: Class 21 contains 529 members Mstep: Class 22 contains 1664 members Entering Unmasked Estep ConsiderDeletion Score: -33074806.000000 Penalty: 39366.164062 Iteration 77Q: 20 clusters Score -3.307481e+07 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 2 contains 1104 members Mstep: Class 3 contains 20744 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2523 members Mstep: Class 6 contains 8152 members Mstep: Class 7 contains 91340 members Mstep: Class 8 contains 1431 members Mstep: Class 9 contains 3186 members Mstep: Class 10 contains 146143 members Mstep: Class 11 contains 42336 members Mstep: Class 12 contains 3819 members Mstep: Class 13 contains 2583 members Mstep: Class 14 contains 476 members Mstep: Class 15 contains 946 members Mstep: Class 16 contains 12967 members Mstep: Class 17 contains 1449 members Mstep: Class 18 contains 836 members Mstep: Class 21 contains 529 members Mstep: Class 22 contains 1673 members Entering Unmasked Estep ConsiderDeletion Score: -33074848.000000 Penalty: 39366.164062 Iteration 78Q: 20 clusters Score -3.307485e+07 nChanged 149 Entering ConstructFrom: Score: -33074848.000000 Penalty: 39366.164062 Entering ConstructFrom: Trying to split cluster 2 (1104 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Entering Unmasked Estep Score: -100578.398438 Penalty: 1138.588013 Iteration 0F: 2 clusters Score -100578.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -99105.000000 Penalty: 2277.176025 Iteration 0F: 3 clusters Score -99105 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -99442.835938 Penalty: 2277.176025 Iteration 1F: 3 clusters Score -99442.84 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -99637.726562 Penalty: 2277.176025 Iteration 2F: 3 clusters Score -99637.73 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -99844.000000 Penalty: 2277.176025 Iteration 3F: 3 clusters Score -99844 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -100030.710938 Penalty: 2277.176025 Iteration 4F: 3 clusters Score -100030.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -100243.367188 Penalty: 2277.176025 Iteration 5F: 3 clusters Score -100243.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -100354.250000 Penalty: 2277.176025 Iteration 6F: 3 clusters Score -100354.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -100432.085938 Penalty: 2277.176025 Iteration 7Q: 3 clusters Score -100432.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -100453.312500 Penalty: 2277.176025 Iteration 8Q: 3 clusters Score -100453.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -100459.984375 Penalty: 2277.176025 Iteration 9Q: 3 clusters Score -100460 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -100467.242188 Penalty: 2277.176025 Iteration 10Q: 3 clusters Score -100467.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -100472.000000 Penalty: 2277.176025 Iteration 11Q: 3 clusters Score -100472 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -100472.492188 Penalty: 2277.176025 Iteration 12Q: 3 clusters Score -100472.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -100472.492188 Penalty: 2277.176025 Iteration 13F: 3 clusters Score -100472.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (20744 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20744 members Entering Unmasked Estep Score: -1905227.875000 Penalty: 1615.251953 Iteration 0F: 2 clusters Score -1905228 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10493 members Mstep: Class 2 contains 10251 members Entering Unmasked Estep Score: -1891048.625000 Penalty: 3230.503906 Iteration 0F: 3 clusters Score -1891049 nChanged 9398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11367 members Mstep: Class 2 contains 9377 members Entering Unmasked Estep Score: -1896332.500000 Penalty: 3230.503906 Iteration 1F: 3 clusters Score -1896332 nChanged 1137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11956 members Mstep: Class 2 contains 8788 members Entering Unmasked Estep Score: -1896822.000000 Penalty: 3230.503906 Iteration 2F: 3 clusters Score -1896822 nChanged 1209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12777 members Mstep: Class 2 contains 7967 members Entering Unmasked Estep Score: -1897419.500000 Penalty: 3230.503906 Iteration 3F: 3 clusters Score -1897420 nChanged 1261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13816 members Mstep: Class 2 contains 6928 members Entering Unmasked Estep Score: -1898155.375000 Penalty: 3230.503906 Iteration 4F: 3 clusters Score -1898155 nChanged 1317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15003 members Mstep: Class 2 contains 5741 members Entering Unmasked Estep Score: -1899049.125000 Penalty: 3230.503906 Iteration 5F: 3 clusters Score -1899049 nChanged 1390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16333 members Mstep: Class 2 contains 4411 members Entering Unmasked Estep Score: -1900223.750000 Penalty: 3230.503906 Iteration 6F: 3 clusters Score -1900224 nChanged 1317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17592 members Mstep: Class 2 contains 3152 members Entering Unmasked Estep Score: -1901487.875000 Penalty: 3230.503906 Iteration 7F: 3 clusters Score -1901488 nChanged 919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18469 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -1902546.375000 Penalty: 3230.503906 Iteration 8Q: 3 clusters Score -1902546 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18928 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -1903215.875000 Penalty: 3230.503906 Iteration 9Q: 3 clusters Score -1903216 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19121 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -1903558.625000 Penalty: 3230.503906 Iteration 10Q: 3 clusters Score -1903559 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19225 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -1903788.375000 Penalty: 3230.503906 Iteration 11Q: 3 clusters Score -1903788 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19259 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -1903906.500000 Penalty: 3230.503906 Iteration 12Q: 3 clusters Score -1903906 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19276 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -1903984.625000 Penalty: 3230.503906 Iteration 13Q: 3 clusters Score -1903985 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19284 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -1904045.000000 Penalty: 3230.503906 Iteration 14Q: 3 clusters Score -1904045 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19311 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -1904098.000000 Penalty: 3230.503906 Iteration 15Q: 3 clusters Score -1904098 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19314 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -1904141.000000 Penalty: 3230.503906 Iteration 16Q: 3 clusters Score -1904141 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19300 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -1904174.250000 Penalty: 3230.503906 Iteration 17Q: 3 clusters Score -1904174 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19286 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -1904188.500000 Penalty: 3230.503906 Iteration 18Q: 3 clusters Score -1904188 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19275 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -1904206.375000 Penalty: 3230.503906 Iteration 19Q: 3 clusters Score -1904206 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19253 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -1904227.250000 Penalty: 3230.503906 Iteration 20F: 3 clusters Score -1904227 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19236 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -1904236.000000 Penalty: 3230.503906 Iteration 21Q: 3 clusters Score -1904236 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19224 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -1904257.375000 Penalty: 3230.503906 Iteration 22Q: 3 clusters Score -1904257 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19212 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -1904266.500000 Penalty: 3230.503906 Iteration 23Q: 3 clusters Score -1904266 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19197 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -1904275.625000 Penalty: 3230.503906 Iteration 24Q: 3 clusters Score -1904276 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19175 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -1904288.000000 Penalty: 3230.503906 Iteration 25Q: 3 clusters Score -1904288 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19153 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -1904303.500000 Penalty: 3230.503906 Iteration 26Q: 3 clusters Score -1904304 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19137 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -1904323.500000 Penalty: 3230.503906 Iteration 27Q: 3 clusters Score -1904324 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19124 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -1904338.000000 Penalty: 3230.503906 Iteration 28Q: 3 clusters Score -1904338 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19113 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -1904347.875000 Penalty: 3230.503906 Iteration 29Q: 3 clusters Score -1904348 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19101 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -1904364.000000 Penalty: 3230.503906 Iteration 30Q: 3 clusters Score -1904364 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19087 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -1904370.250000 Penalty: 3230.503906 Iteration 31Q: 3 clusters Score -1904370 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19067 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -1904374.125000 Penalty: 3230.503906 Iteration 32Q: 3 clusters Score -1904374 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19048 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -1904379.500000 Penalty: 3230.503906 Iteration 33Q: 3 clusters Score -1904380 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19028 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -1904387.250000 Penalty: 3230.503906 Iteration 34Q: 3 clusters Score -1904387 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19003 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -1904397.750000 Penalty: 3230.503906 Iteration 35Q: 3 clusters Score -1904398 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18984 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -1904411.625000 Penalty: 3230.503906 Iteration 36Q: 3 clusters Score -1904412 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18957 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -1904420.125000 Penalty: 3230.503906 Iteration 37Q: 3 clusters Score -1904420 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18936 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -1904435.875000 Penalty: 3230.503906 Iteration 38Q: 3 clusters Score -1904436 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18892 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -1904457.875000 Penalty: 3230.503906 Iteration 39Q: 3 clusters Score -1904458 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18837 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -1904481.375000 Penalty: 3230.503906 Iteration 40F: 3 clusters Score -1904481 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18778 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -1904510.875000 Penalty: 3230.503906 Iteration 41Q: 3 clusters Score -1904511 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18718 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -1904537.875000 Penalty: 3230.503906 Iteration 42Q: 3 clusters Score -1904538 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18638 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -1904579.125000 Penalty: 3230.503906 Iteration 43Q: 3 clusters Score -1904579 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18552 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -1904606.250000 Penalty: 3230.503906 Iteration 44Q: 3 clusters Score -1904606 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18464 members Mstep: Class 2 contains 2280 members Entering Unmasked Estep Score: -1904639.250000 Penalty: 3230.503906 Iteration 45Q: 3 clusters Score -1904639 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18385 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -1904669.875000 Penalty: 3230.503906 Iteration 46Q: 3 clusters Score -1904670 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18304 members Mstep: Class 2 contains 2440 members Entering Unmasked Estep Score: -1904712.625000 Penalty: 3230.503906 Iteration 47Q: 3 clusters Score -1904713 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18220 members Mstep: Class 2 contains 2524 members Entering Unmasked Estep Score: -1904745.000000 Penalty: 3230.503906 Iteration 48Q: 3 clusters Score -1904745 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18104 members Mstep: Class 2 contains 2640 members Entering Unmasked Estep Score: -1904784.625000 Penalty: 3230.503906 Iteration 49Q: 3 clusters Score -1904785 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17976 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -1904821.875000 Penalty: 3230.503906 Iteration 50Q: 3 clusters Score -1904822 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17854 members Mstep: Class 2 contains 2890 members Entering Unmasked Estep Score: -1904859.750000 Penalty: 3230.503906 Iteration 51Q: 3 clusters Score -1904860 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17732 members Mstep: Class 2 contains 3012 members Entering Unmasked Estep Score: -1904904.000000 Penalty: 3230.503906 Iteration 52Q: 3 clusters Score -1904904 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17589 members Mstep: Class 2 contains 3155 members Entering Unmasked Estep Score: -1904943.625000 Penalty: 3230.503906 Iteration 53Q: 3 clusters Score -1904944 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17436 members Mstep: Class 2 contains 3308 members Entering Unmasked Estep Score: -1904996.625000 Penalty: 3230.503906 Iteration 54Q: 3 clusters Score -1904997 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17271 members Mstep: Class 2 contains 3473 members Entering Unmasked Estep Score: -1905051.375000 Penalty: 3230.503906 Iteration 55Q: 3 clusters Score -1905051 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17116 members Mstep: Class 2 contains 3628 members Entering Unmasked Estep Score: -1905093.625000 Penalty: 3230.503906 Iteration 56Q: 3 clusters Score -1905094 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16966 members Mstep: Class 2 contains 3778 members Entering Unmasked Estep Score: -1905144.875000 Penalty: 3230.503906 Iteration 57Q: 3 clusters Score -1905145 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16768 members Mstep: Class 2 contains 3976 members Entering Unmasked Estep Score: -1905192.375000 Penalty: 3230.503906 Iteration 58Q: 3 clusters Score -1905192 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16566 members Mstep: Class 2 contains 4178 members Entering Unmasked Estep Score: -1905253.000000 Penalty: 3230.503906 Iteration 59Q: 3 clusters Score -1905253 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16383 members Mstep: Class 2 contains 4361 members Entering Unmasked Estep Score: -1905338.125000 Penalty: 3230.503906 Iteration 60F: 3 clusters Score -1905338 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16098 members Mstep: Class 2 contains 4646 members Entering Unmasked Estep Score: -1905456.375000 Penalty: 3230.503906 Iteration 61Q: 3 clusters Score -1905456 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15768 members Mstep: Class 2 contains 4976 members Entering Unmasked Estep Score: -1905597.875000 Penalty: 3230.503906 Iteration 62Q: 3 clusters Score -1905598 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15376 members Mstep: Class 2 contains 5368 members Entering Unmasked Estep Score: -1905768.750000 Penalty: 3230.503906 Iteration 63Q: 3 clusters Score -1905769 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14909 members Mstep: Class 2 contains 5835 members Entering Unmasked Estep Score: -1905997.500000 Penalty: 3230.503906 Iteration 64Q: 3 clusters Score -1905998 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14363 members Mstep: Class 2 contains 6381 members Entering Unmasked Estep Score: -1906258.625000 Penalty: 3230.503906 Iteration 65Q: 3 clusters Score -1906259 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13753 members Mstep: Class 2 contains 6991 members Entering Unmasked Estep Score: -1906584.375000 Penalty: 3230.503906 Iteration 66Q: 3 clusters Score -1906584 nChanged 697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13068 members Mstep: Class 2 contains 7676 members Entering Unmasked Estep Score: -1906964.500000 Penalty: 3230.503906 Iteration 67Q: 3 clusters Score -1906964 nChanged 755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12329 members Mstep: Class 2 contains 8415 members Entering Unmasked Estep Score: -1907364.375000 Penalty: 3230.503906 Iteration 68Q: 3 clusters Score -1907364 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11592 members Mstep: Class 2 contains 9152 members Entering Unmasked Estep Score: -1907742.000000 Penalty: 3230.503906 Iteration 69Q: 3 clusters Score -1907742 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10957 members Mstep: Class 2 contains 9787 members Entering Unmasked Estep Score: -1907992.375000 Penalty: 3230.503906 Iteration 70Q: 3 clusters Score -1907992 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10509 members Mstep: Class 2 contains 10235 members Entering Unmasked Estep Score: -1908135.625000 Penalty: 3230.503906 Iteration 71Q: 3 clusters Score -1908136 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10189 members Mstep: Class 2 contains 10555 members Entering Unmasked Estep Score: -1908226.625000 Penalty: 3230.503906 Iteration 72Q: 3 clusters Score -1908227 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9943 members Mstep: Class 2 contains 10801 members Entering Unmasked Estep Score: -1908289.750000 Penalty: 3230.503906 Iteration 73Q: 3 clusters Score -1908290 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9732 members Mstep: Class 2 contains 11012 members Entering Unmasked Estep Score: -1908336.875000 Penalty: 3230.503906 Iteration 74Q: 3 clusters Score -1908337 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9538 members Mstep: Class 2 contains 11206 members Entering Unmasked Estep Score: -1908395.625000 Penalty: 3230.503906 Iteration 75Q: 3 clusters Score -1908396 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9401 members Mstep: Class 2 contains 11343 members Entering Unmasked Estep Score: -1908421.875000 Penalty: 3230.503906 Iteration 76Q: 3 clusters Score -1908422 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9295 members Mstep: Class 2 contains 11449 members Entering Unmasked Estep Score: -1908437.125000 Penalty: 3230.503906 Iteration 77Q: 3 clusters Score -1908437 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9211 members Mstep: Class 2 contains 11533 members Entering Unmasked Estep Score: -1908452.625000 Penalty: 3230.503906 Iteration 78Q: 3 clusters Score -1908453 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9154 members Mstep: Class 2 contains 11590 members Entering Unmasked Estep Score: -1908460.375000 Penalty: 3230.503906 Iteration 79Q: 3 clusters Score -1908460 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9101 members Mstep: Class 2 contains 11643 members Entering Unmasked Estep Score: -1908676.000000 Penalty: 3230.503906 Iteration 80F: 3 clusters Score -1908676 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8685 members Mstep: Class 2 contains 12059 members Entering Unmasked Estep Score: -1908900.125000 Penalty: 3230.503906 Iteration 81Q: 3 clusters Score -1908900 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8372 members Mstep: Class 2 contains 12372 members Entering Unmasked Estep Score: -1909020.750000 Penalty: 3230.503906 Iteration 82Q: 3 clusters Score -1909021 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8143 members Mstep: Class 2 contains 12601 members Entering Unmasked Estep Score: -1909097.625000 Penalty: 3230.503906 Iteration 83Q: 3 clusters Score -1909098 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7980 members Mstep: Class 2 contains 12764 members Entering Unmasked Estep Score: -1909137.875000 Penalty: 3230.503906 Iteration 84Q: 3 clusters Score -1909138 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7867 members Mstep: Class 2 contains 12877 members Entering Unmasked Estep Score: -1909159.875000 Penalty: 3230.503906 Iteration 85Q: 3 clusters Score -1909160 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7776 members Mstep: Class 2 contains 12968 members Entering Unmasked Estep Score: -1909180.500000 Penalty: 3230.503906 Iteration 86Q: 3 clusters Score -1909180 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7688 members Mstep: Class 2 contains 13056 members Entering Unmasked Estep Score: -1909198.875000 Penalty: 3230.503906 Iteration 87Q: 3 clusters Score -1909199 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7618 members Mstep: Class 2 contains 13126 members Entering Unmasked Estep Score: -1909210.375000 Penalty: 3230.503906 Iteration 88Q: 3 clusters Score -1909210 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7557 members Mstep: Class 2 contains 13187 members Entering Unmasked Estep Score: -1909216.625000 Penalty: 3230.503906 Iteration 89Q: 3 clusters Score -1909217 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7506 members Mstep: Class 2 contains 13238 members Entering Unmasked Estep Score: -1909230.500000 Penalty: 3230.503906 Iteration 90Q: 3 clusters Score -1909230 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7451 members Mstep: Class 2 contains 13293 members Entering Unmasked Estep Score: -1909234.500000 Penalty: 3230.503906 Iteration 91Q: 3 clusters Score -1909234 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7402 members Mstep: Class 2 contains 13342 members Entering Unmasked Estep Score: -1909242.875000 Penalty: 3230.503906 Iteration 92Q: 3 clusters Score -1909243 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7358 members Mstep: Class 2 contains 13386 members Entering Unmasked Estep Score: -1909245.375000 Penalty: 3230.503906 Iteration 93Q: 3 clusters Score -1909245 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7315 members Mstep: Class 2 contains 13429 members Entering Unmasked Estep Score: -1909248.250000 Penalty: 3230.503906 Iteration 94Q: 3 clusters Score -1909248 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7269 members Mstep: Class 2 contains 13475 members Entering Unmasked Estep Score: -1909253.375000 Penalty: 3230.503906 Iteration 95Q: 3 clusters Score -1909253 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7229 members Mstep: Class 2 contains 13515 members Entering Unmasked Estep Score: -1909261.625000 Penalty: 3230.503906 Iteration 96Q: 3 clusters Score -1909262 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7200 members Mstep: Class 2 contains 13544 members Entering Unmasked Estep Score: -1909270.000000 Penalty: 3230.503906 Iteration 97Q: 3 clusters Score -1909270 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7175 members Mstep: Class 2 contains 13569 members Entering Unmasked Estep Score: -1909266.125000 Penalty: 3230.503906 Iteration 98Q: 3 clusters Score -1909266 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7151 members Mstep: Class 2 contains 13593 members Entering Unmasked Estep Score: -1909269.500000 Penalty: 3230.503906 Iteration 99Q: 3 clusters Score -1909270 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7135 members Mstep: Class 2 contains 13609 members Entering Unmasked Estep Score: -1909268.750000 Penalty: 3230.503906 Iteration 100F: 3 clusters Score -1909269 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7124 members Mstep: Class 2 contains 13620 members Entering Unmasked Estep Score: -1909273.500000 Penalty: 3230.503906 Iteration 101Q: 3 clusters Score -1909274 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7112 members Mstep: Class 2 contains 13632 members Entering Unmasked Estep Score: -1909268.250000 Penalty: 3230.503906 Iteration 102Q: 3 clusters Score -1909268 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7106 members Mstep: Class 2 contains 13638 members Entering Unmasked Estep Score: -1909269.125000 Penalty: 3230.503906 Iteration 103Q: 3 clusters Score -1909269 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7102 members Mstep: Class 2 contains 13642 members Entering Unmasked Estep Score: -1909268.750000 Penalty: 3230.503906 Iteration 104Q: 3 clusters Score -1909269 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7096 members Mstep: Class 2 contains 13648 members Entering Unmasked Estep Score: -1909275.125000 Penalty: 3230.503906 Iteration 105Q: 3 clusters Score -1909275 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7092 members Mstep: Class 2 contains 13652 members Entering Unmasked Estep Score: -1909274.875000 Penalty: 3230.503906 Iteration 106Q: 3 clusters Score -1909275 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7085 members Mstep: Class 2 contains 13659 members Entering Unmasked Estep Score: -1909277.625000 Penalty: 3230.503906 Iteration 107Q: 3 clusters Score -1909278 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7075 members Mstep: Class 2 contains 13669 members Entering Unmasked Estep Score: -1909273.750000 Penalty: 3230.503906 Iteration 108Q: 3 clusters Score -1909274 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7070 members Mstep: Class 2 contains 13674 members Entering Unmasked Estep Score: -1909277.625000 Penalty: 3230.503906 Iteration 109Q: 3 clusters Score -1909278 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7066 members Mstep: Class 2 contains 13678 members Entering Unmasked Estep Score: -1909279.375000 Penalty: 3230.503906 Iteration 110Q: 3 clusters Score -1909279 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7064 members Mstep: Class 2 contains 13680 members Entering Unmasked Estep Score: -1909280.375000 Penalty: 3230.503906 Iteration 111Q: 3 clusters Score -1909280 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7062 members Mstep: Class 2 contains 13682 members Entering Unmasked Estep Score: -1909278.000000 Penalty: 3230.503906 Iteration 112Q: 3 clusters Score -1909278 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7062 members Mstep: Class 2 contains 13682 members Entering Unmasked Estep Score: -1909278.000000 Penalty: 3230.503906 Iteration 113F: 3 clusters Score -1909278 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 13682 members Mstep: Class 2 contains 1104 members Mstep: Class 3 contains 7062 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2530 members Mstep: Class 6 contains 8136 members Mstep: Class 7 contains 91380 members Mstep: Class 8 contains 1431 members Mstep: Class 9 contains 3184 members Mstep: Class 10 contains 146180 members Mstep: Class 11 contains 42306 members Mstep: Class 12 contains 3819 members Mstep: Class 13 contains 2569 members Mstep: Class 14 contains 479 members Mstep: Class 15 contains 947 members Mstep: Class 16 contains 12932 members Mstep: Class 17 contains 1449 members Mstep: Class 18 contains 838 members Mstep: Class 21 contains 529 members Mstep: Class 22 contains 1680 members Entering Unmasked Estep Score: -33078468.000000 Penalty: 41438.066406 Splitting cluster 3 changes total score from -33074848.000000 to -33078468.000000 So it's getting split into cluster 1. Entering ConstructFrom: Trying to split cluster 4 (2360 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Entering Unmasked Estep Score: -234281.562500 Penalty: 1262.042725 Iteration 0F: 2 clusters Score -234281.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -231914.937500 Penalty: 2524.085449 Iteration 0F: 3 clusters Score -231914.9 nChanged 862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -232477.468750 Penalty: 2524.085449 Iteration 1F: 3 clusters Score -232477.5 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -232691.296875 Penalty: 2524.085449 Iteration 2F: 3 clusters Score -232691.3 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -232838.546875 Penalty: 2524.085449 Iteration 3F: 3 clusters Score -232838.5 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -232937.328125 Penalty: 2524.085449 Iteration 4F: 3 clusters Score -232937.3 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -232996.828125 Penalty: 2524.085449 Iteration 5Q: 3 clusters Score -232996.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -233036.734375 Penalty: 2524.085449 Iteration 6Q: 3 clusters Score -233036.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -233063.890625 Penalty: 2524.085449 Iteration 7Q: 3 clusters Score -233063.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -233091.812500 Penalty: 2524.085449 Iteration 8Q: 3 clusters Score -233091.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -233109.765625 Penalty: 2524.085449 Iteration 9Q: 3 clusters Score -233109.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -233129.343750 Penalty: 2524.085449 Iteration 10Q: 3 clusters Score -233129.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -233146.531250 Penalty: 2524.085449 Iteration 11Q: 3 clusters Score -233146.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -233160.765625 Penalty: 2524.085449 Iteration 12Q: 3 clusters Score -233160.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -233172.484375 Penalty: 2524.085449 Iteration 13Q: 3 clusters Score -233172.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -233184.828125 Penalty: 2524.085449 Iteration 14Q: 3 clusters Score -233184.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -233197.000000 Penalty: 2524.085449 Iteration 15Q: 3 clusters Score -233197 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 1844 members Entering Unmasked Estep Score: -233205.062500 Penalty: 2524.085449 Iteration 16Q: 3 clusters Score -233205.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -233210.359375 Penalty: 2524.085449 Iteration 17Q: 3 clusters Score -233210.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -233212.562500 Penalty: 2524.085449 Iteration 18Q: 3 clusters Score -233212.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -233216.796875 Penalty: 2524.085449 Iteration 19Q: 3 clusters Score -233216.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -233222.828125 Penalty: 2524.085449 Iteration 20F: 3 clusters Score -233222.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -233226.656250 Penalty: 2524.085449 Iteration 21Q: 3 clusters Score -233226.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -233230.546875 Penalty: 2524.085449 Iteration 22Q: 3 clusters Score -233230.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -233232.671875 Penalty: 2524.085449 Iteration 23Q: 3 clusters Score -233232.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -233232.875000 Penalty: 2524.085449 Iteration 24Q: 3 clusters Score -233232.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -233233.671875 Penalty: 2524.085449 Iteration 25Q: 3 clusters Score -233233.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -233234.796875 Penalty: 2524.085449 Iteration 26Q: 3 clusters Score -233234.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -233235.125000 Penalty: 2524.085449 Iteration 27Q: 3 clusters Score -233235.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -233236.625000 Penalty: 2524.085449 Iteration 28Q: 3 clusters Score -233236.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -233237.796875 Penalty: 2524.085449 Iteration 29Q: 3 clusters Score -233237.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -233239.343750 Penalty: 2524.085449 Iteration 30Q: 3 clusters Score -233239.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -233242.203125 Penalty: 2524.085449 Iteration 31Q: 3 clusters Score -233242.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -233244.234375 Penalty: 2524.085449 Iteration 32Q: 3 clusters Score -233244.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -233245.718750 Penalty: 2524.085449 Iteration 33Q: 3 clusters Score -233245.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -233246.140625 Penalty: 2524.085449 Iteration 34Q: 3 clusters Score -233246.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -233246.375000 Penalty: 2524.085449 Iteration 35Q: 3 clusters Score -233246.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -233246.625000 Penalty: 2524.085449 Iteration 36Q: 3 clusters Score -233246.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -233247.921875 Penalty: 2524.085449 Iteration 37Q: 3 clusters Score -233247.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -233248.156250 Penalty: 2524.085449 Iteration 38Q: 3 clusters Score -233248.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -233248.750000 Penalty: 2524.085449 Iteration 39Q: 3 clusters Score -233248.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -233249.562500 Penalty: 2524.085449 Iteration 40F: 3 clusters Score -233249.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (2530 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2530 members Entering Unmasked Estep Score: -241290.031250 Penalty: 1273.345947 Iteration 0F: 2 clusters Score -241290 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -238880.343750 Penalty: 2546.691895 Iteration 0F: 3 clusters Score -238880.3 nChanged 983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -239486.531250 Penalty: 2546.691895 Iteration 1F: 3 clusters Score -239486.5 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -239683.578125 Penalty: 2546.691895 Iteration 2F: 3 clusters Score -239683.6 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -239802.078125 Penalty: 2546.691895 Iteration 3F: 3 clusters Score -239802.1 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -239901.468750 Penalty: 2546.691895 Iteration 4Q: 3 clusters Score -239901.5 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -239999.968750 Penalty: 2546.691895 Iteration 5Q: 3 clusters Score -240000 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -240082.062500 Penalty: 2546.691895 Iteration 6Q: 3 clusters Score -240082.1 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -240158.640625 Penalty: 2546.691895 Iteration 7Q: 3 clusters Score -240158.6 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -240224.265625 Penalty: 2546.691895 Iteration 8Q: 3 clusters Score -240224.3 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -240279.968750 Penalty: 2546.691895 Iteration 9Q: 3 clusters Score -240280 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -240329.703125 Penalty: 2546.691895 Iteration 10Q: 3 clusters Score -240329.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -240382.921875 Penalty: 2546.691895 Iteration 11Q: 3 clusters Score -240382.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -240420.656250 Penalty: 2546.691895 Iteration 12Q: 3 clusters Score -240420.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -240440.796875 Penalty: 2546.691895 Iteration 13Q: 3 clusters Score -240440.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -240456.765625 Penalty: 2546.691895 Iteration 14Q: 3 clusters Score -240456.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -240468.171875 Penalty: 2546.691895 Iteration 15Q: 3 clusters Score -240468.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -240473.250000 Penalty: 2546.691895 Iteration 16Q: 3 clusters Score -240473.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -240479.531250 Penalty: 2546.691895 Iteration 17Q: 3 clusters Score -240479.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -240484.171875 Penalty: 2546.691895 Iteration 18Q: 3 clusters Score -240484.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -240486.093750 Penalty: 2546.691895 Iteration 19Q: 3 clusters Score -240486.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -240491.000000 Penalty: 2546.691895 Iteration 20F: 3 clusters Score -240491 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -240497.234375 Penalty: 2546.691895 Iteration 21Q: 3 clusters Score -240497.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -240500.875000 Penalty: 2546.691895 Iteration 22Q: 3 clusters Score -240500.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -240503.781250 Penalty: 2546.691895 Iteration 23Q: 3 clusters Score -240503.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -240506.031250 Penalty: 2546.691895 Iteration 24Q: 3 clusters Score -240506 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -240506.296875 Penalty: 2546.691895 Iteration 25Q: 3 clusters Score -240506.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -240507.250000 Penalty: 2546.691895 Iteration 26Q: 3 clusters Score -240507.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -240509.062500 Penalty: 2546.691895 Iteration 27Q: 3 clusters Score -240509.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -240511.234375 Penalty: 2546.691895 Iteration 28Q: 3 clusters Score -240511.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -240512.843750 Penalty: 2546.691895 Iteration 29Q: 3 clusters Score -240512.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -240514.921875 Penalty: 2546.691895 Iteration 30Q: 3 clusters Score -240514.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -240519.015625 Penalty: 2546.691895 Iteration 31Q: 3 clusters Score -240519 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -240521.718750 Penalty: 2546.691895 Iteration 32Q: 3 clusters Score -240521.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -240524.265625 Penalty: 2546.691895 Iteration 33Q: 3 clusters Score -240524.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -240524.296875 Penalty: 2546.691895 Iteration 34Q: 3 clusters Score -240524.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -240524.718750 Penalty: 2546.691895 Iteration 35Q: 3 clusters Score -240524.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -240525.921875 Penalty: 2546.691895 Iteration 36Q: 3 clusters Score -240525.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -240526.796875 Penalty: 2546.691895 Iteration 37Q: 3 clusters Score -240526.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -240527.187500 Penalty: 2546.691895 Iteration 38Q: 3 clusters Score -240527.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -240527.687500 Penalty: 2546.691895 Iteration 39Q: 3 clusters Score -240527.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -240527.687500 Penalty: 2546.691895 Iteration 40F: 3 clusters Score -240527.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (8136 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8136 members Entering Unmasked Estep Score: -727407.312500 Penalty: 1463.158813 Iteration 0F: 2 clusters Score -727407.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4023 members Mstep: Class 2 contains 4113 members Entering Unmasked Estep Score: -721352.937500 Penalty: 2926.317627 Iteration 0F: 3 clusters Score -721352.9 nChanged 3507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3872 members Mstep: Class 2 contains 4264 members Entering Unmasked Estep Score: -723281.437500 Penalty: 2926.317627 Iteration 1F: 3 clusters Score -723281.4 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3740 members Mstep: Class 2 contains 4396 members Entering Unmasked Estep Score: -723774.250000 Penalty: 2926.317627 Iteration 2F: 3 clusters Score -723774.2 nChanged 688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3522 members Mstep: Class 2 contains 4614 members Entering Unmasked Estep Score: -724707.375000 Penalty: 2926.317627 Iteration 3F: 3 clusters Score -724707.4 nChanged 832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3124 members Mstep: Class 2 contains 5012 members Entering Unmasked Estep Score: -726293.187500 Penalty: 2926.317627 Iteration 4F: 3 clusters Score -726293.2 nChanged 892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2538 members Mstep: Class 2 contains 5598 members Entering Unmasked Estep Score: -727476.812500 Penalty: 2926.317627 Iteration 5F: 3 clusters Score -727476.8 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 5949 members Entering Unmasked Estep Score: -728075.125000 Penalty: 2926.317627 Iteration 6F: 3 clusters Score -728075.1 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 6027 members Entering Unmasked Estep Score: -728348.187500 Penalty: 2926.317627 Iteration 7Q: 3 clusters Score -728348.2 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 6010 members Entering Unmasked Estep Score: -728462.437500 Penalty: 2926.317627 Iteration 8Q: 3 clusters Score -728462.4 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 5956 members Entering Unmasked Estep Score: -728516.625000 Penalty: 2926.317627 Iteration 9Q: 3 clusters Score -728516.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2231 members Mstep: Class 2 contains 5905 members Entering Unmasked Estep Score: -728541.125000 Penalty: 2926.317627 Iteration 10Q: 3 clusters Score -728541.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 5867 members Entering Unmasked Estep Score: -728550.875000 Penalty: 2926.317627 Iteration 11Q: 3 clusters Score -728550.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 5840 members Entering Unmasked Estep Score: -728560.437500 Penalty: 2926.317627 Iteration 12Q: 3 clusters Score -728560.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 5823 members Entering Unmasked Estep Score: -728563.562500 Penalty: 2926.317627 Iteration 13Q: 3 clusters Score -728563.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Mstep: Class 2 contains 5811 members Entering Unmasked Estep Score: -728566.812500 Penalty: 2926.317627 Iteration 14Q: 3 clusters Score -728566.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 5801 members Entering Unmasked Estep Score: -728567.562500 Penalty: 2926.317627 Iteration 15Q: 3 clusters Score -728567.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 5793 members Entering Unmasked Estep Score: -728567.750000 Penalty: 2926.317627 Iteration 16Q: 3 clusters Score -728567.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 5789 members Entering Unmasked Estep Score: -728569.625000 Penalty: 2926.317627 Iteration 17Q: 3 clusters Score -728569.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 5787 members Entering Unmasked Estep Score: -728568.000000 Penalty: 2926.317627 Iteration 18Q: 3 clusters Score -728568 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 5787 members Entering Unmasked Estep Score: -728568.000000 Penalty: 2926.317627 Iteration 19F: 3 clusters Score -728568 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 13682 members Mstep: Class 2 contains 1104 members Mstep: Class 3 contains 7062 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2530 members Mstep: Class 6 contains 2349 members Mstep: Class 7 contains 91380 members Mstep: Class 8 contains 1431 members Mstep: Class 9 contains 3184 members Mstep: Class 10 contains 146180 members Mstep: Class 11 contains 42306 members Mstep: Class 12 contains 3819 members Mstep: Class 13 contains 2569 members Mstep: Class 14 contains 479 members Mstep: Class 15 contains 947 members Mstep: Class 16 contains 12932 members Mstep: Class 17 contains 1449 members Mstep: Class 18 contains 838 members Mstep: Class 19 contains 5787 members Mstep: Class 21 contains 529 members Mstep: Class 22 contains 1680 members Entering Unmasked Estep Score: -33078970.000000 Penalty: 43509.968750 Splitting cluster 6 changes total score from -33074848.000000 to -33078970.000000 So it's getting split into cluster 19. Entering ConstructFrom: Trying to split cluster 7 (91380 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91380 members Entering Unmasked Estep Score: -9124838.000000 Penalty: 1856.202026 Iteration 0F: 2 clusters Score -9124838 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45575 members Mstep: Class 2 contains 45805 members Entering Unmasked Estep Score: -9063435.000000 Penalty: 3712.404053 Iteration 0F: 3 clusters Score -9063435 nChanged 43811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44916 members Mstep: Class 2 contains 46464 members Entering Unmasked Estep Score: -9088942.000000 Penalty: 3712.404053 Iteration 1F: 3 clusters Score -9088942 nChanged 3007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44647 members Mstep: Class 2 contains 46733 members Entering Unmasked Estep Score: -9089669.000000 Penalty: 3712.404053 Iteration 2Q: 3 clusters Score -9089669 nChanged 3164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44333 members Mstep: Class 2 contains 47047 members Entering Unmasked Estep Score: -9090496.000000 Penalty: 3712.404053 Iteration 3Q: 3 clusters Score -9090496 nChanged 3283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43900 members Mstep: Class 2 contains 47480 members Entering Unmasked Estep Score: -9091469.000000 Penalty: 3712.404053 Iteration 4Q: 3 clusters Score -9091469 nChanged 3446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43266 members Mstep: Class 2 contains 48114 members Entering Unmasked Estep Score: -9092674.000000 Penalty: 3712.404053 Iteration 5Q: 3 clusters Score -9092674 nChanged 3665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42383 members Mstep: Class 2 contains 48997 members Entering Unmasked Estep Score: -9093997.000000 Penalty: 3712.404053 Iteration 6Q: 3 clusters Score -9093997 nChanged 3794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41009 members Mstep: Class 2 contains 50371 members Entering Unmasked Estep Score: -9095611.000000 Penalty: 3712.404053 Iteration 7Q: 3 clusters Score -9095611 nChanged 3941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38946 members Mstep: Class 2 contains 52434 members Entering Unmasked Estep Score: -9097372.000000 Penalty: 3712.404053 Iteration 8Q: 3 clusters Score -9097372 nChanged 4202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36046 members Mstep: Class 2 contains 55334 members Entering Unmasked Estep Score: -9099552.000000 Penalty: 3712.404053 Iteration 9Q: 3 clusters Score -9099552 nChanged 4499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32191 members Mstep: Class 2 contains 59189 members Entering Unmasked Estep Score: -9102236.000000 Penalty: 3712.404053 Iteration 10Q: 3 clusters Score -9102236 nChanged 4822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27597 members Mstep: Class 2 contains 63783 members Entering Unmasked Estep Score: -9105167.000000 Penalty: 3712.404053 Iteration 11F: 3 clusters Score -9105167 nChanged 5250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22387 members Mstep: Class 2 contains 68993 members Entering Unmasked Estep Score: -9108653.000000 Penalty: 3712.404053 Iteration 12F: 3 clusters Score -9108653 nChanged 5418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16977 members Mstep: Class 2 contains 74403 members Entering Unmasked Estep Score: -9112313.000000 Penalty: 3712.404053 Iteration 13F: 3 clusters Score -9112313 nChanged 5019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11958 members Mstep: Class 2 contains 79422 members Entering Unmasked Estep Score: -9115793.000000 Penalty: 3712.404053 Iteration 14F: 3 clusters Score -9115793 nChanged 4105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7853 members Mstep: Class 2 contains 83527 members Entering Unmasked Estep Score: -9118653.000000 Penalty: 3712.404053 Iteration 15Q: 3 clusters Score -9118653 nChanged 2888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4965 members Mstep: Class 2 contains 86415 members Entering Unmasked Estep Score: -9120590.000000 Penalty: 3712.404053 Iteration 16Q: 3 clusters Score -9120590 nChanged 1868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3097 members Mstep: Class 2 contains 88283 members Entering Unmasked Estep Score: -9121710.000000 Penalty: 3712.404053 Iteration 17Q: 3 clusters Score -9121710 nChanged 1048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2057 members Mstep: Class 2 contains 89323 members Entering Unmasked Estep Score: -9122396.000000 Penalty: 3712.404053 Iteration 18Q: 3 clusters Score -9122396 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 89897 members Entering Unmasked Estep Score: -9122774.000000 Penalty: 3712.404053 Iteration 19Q: 3 clusters Score -9122774 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 90196 members Entering Unmasked Estep Score: -9122998.000000 Penalty: 3712.404053 Iteration 20F: 3 clusters Score -9122998 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 90395 members Entering Unmasked Estep Score: -9123137.000000 Penalty: 3712.404053 Iteration 21Q: 3 clusters Score -9123137 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 90502 members Entering Unmasked Estep Score: -9123201.000000 Penalty: 3712.404053 Iteration 22Q: 3 clusters Score -9123201 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 90566 members Entering Unmasked Estep Score: -9123233.000000 Penalty: 3712.404053 Iteration 23Q: 3 clusters Score -9123233 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 90615 members Entering Unmasked Estep Score: -9123265.000000 Penalty: 3712.404053 Iteration 24Q: 3 clusters Score -9123265 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 90644 members Entering Unmasked Estep Score: -9123304.000000 Penalty: 3712.404053 Iteration 25Q: 3 clusters Score -9123304 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 90676 members Entering Unmasked Estep Score: -9123326.000000 Penalty: 3712.404053 Iteration 26Q: 3 clusters Score -9123326 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 90694 members Entering Unmasked Estep Score: -9123335.000000 Penalty: 3712.404053 Iteration 27Q: 3 clusters Score -9123335 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 90714 members Entering Unmasked Estep Score: -9123337.000000 Penalty: 3712.404053 Iteration 28Q: 3 clusters Score -9123337 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 90722 members Entering Unmasked Estep Score: -9123336.000000 Penalty: 3712.404053 Iteration 29Q: 3 clusters Score -9123336 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 90728 members Entering Unmasked Estep Score: -9123352.000000 Penalty: 3712.404053 Iteration 30Q: 3 clusters Score -9123352 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 90735 members Entering Unmasked Estep Score: -9123350.000000 Penalty: 3712.404053 Iteration 31Q: 3 clusters Score -9123350 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 90738 members Entering Unmasked Estep Score: -9123358.000000 Penalty: 3712.404053 Iteration 32Q: 3 clusters Score -9123358 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 90744 members Entering Unmasked Estep Score: -9123358.000000 Penalty: 3712.404053 Iteration 33Q: 3 clusters Score -9123358 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 90746 members Entering Unmasked Estep Score: -9123361.000000 Penalty: 3712.404053 Iteration 34Q: 3 clusters Score -9123361 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 90749 members Entering Unmasked Estep Score: -9123354.000000 Penalty: 3712.404053 Iteration 35Q: 3 clusters Score -9123354 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 90750 members Entering Unmasked Estep Score: -9123355.000000 Penalty: 3712.404053 Iteration 36Q: 3 clusters Score -9123355 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 90751 members Entering Unmasked Estep Score: -9123357.000000 Penalty: 3712.404053 Iteration 37Q: 3 clusters Score -9123357 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 90751 members Entering Unmasked Estep Score: -9123357.000000 Penalty: 3712.404053 Iteration 38F: 3 clusters Score -9123357 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1431 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Entering Unmasked Estep Score: -133742.296875 Penalty: 1180.745850 Iteration 0F: 2 clusters Score -133742.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -132044.906250 Penalty: 2361.491699 Iteration 0F: 3 clusters Score -132044.9 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -132440.625000 Penalty: 2361.491699 Iteration 1F: 3 clusters Score -132440.6 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -132546.140625 Penalty: 2361.491699 Iteration 2F: 3 clusters Score -132546.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -132606.875000 Penalty: 2361.491699 Iteration 3Q: 3 clusters Score -132606.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -132687.375000 Penalty: 2361.491699 Iteration 4Q: 3 clusters Score -132687.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -132803.812500 Penalty: 2361.491699 Iteration 5Q: 3 clusters Score -132803.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -132961.968750 Penalty: 2361.491699 Iteration 6Q: 3 clusters Score -132962 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -133089.375000 Penalty: 2361.491699 Iteration 7F: 3 clusters Score -133089.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -133153.343750 Penalty: 2361.491699 Iteration 8Q: 3 clusters Score -133153.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -133207.453125 Penalty: 2361.491699 Iteration 9Q: 3 clusters Score -133207.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -133249.734375 Penalty: 2361.491699 Iteration 10Q: 3 clusters Score -133249.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -133288.156250 Penalty: 2361.491699 Iteration 11Q: 3 clusters Score -133288.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -133313.265625 Penalty: 2361.491699 Iteration 12Q: 3 clusters Score -133313.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -133340.171875 Penalty: 2361.491699 Iteration 13Q: 3 clusters Score -133340.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -133356.937500 Penalty: 2361.491699 Iteration 14Q: 3 clusters Score -133356.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -133373.906250 Penalty: 2361.491699 Iteration 15Q: 3 clusters Score -133373.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -133387.781250 Penalty: 2361.491699 Iteration 16Q: 3 clusters Score -133387.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -133396.734375 Penalty: 2361.491699 Iteration 17Q: 3 clusters Score -133396.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -133401.984375 Penalty: 2361.491699 Iteration 18Q: 3 clusters Score -133402 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -133406.828125 Penalty: 2361.491699 Iteration 19Q: 3 clusters Score -133406.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -133419.437500 Penalty: 2361.491699 Iteration 20F: 3 clusters Score -133419.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -133433.062500 Penalty: 2361.491699 Iteration 21Q: 3 clusters Score -133433.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -133442.281250 Penalty: 2361.491699 Iteration 22Q: 3 clusters Score -133442.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -133449.015625 Penalty: 2361.491699 Iteration 23Q: 3 clusters Score -133449 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -133461.296875 Penalty: 2361.491699 Iteration 24Q: 3 clusters Score -133461.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -133470.343750 Penalty: 2361.491699 Iteration 25Q: 3 clusters Score -133470.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -133474.375000 Penalty: 2361.491699 Iteration 26Q: 3 clusters Score -133474.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -133479.203125 Penalty: 2361.491699 Iteration 27Q: 3 clusters Score -133479.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -133482.296875 Penalty: 2361.491699 Iteration 28Q: 3 clusters Score -133482.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -133484.078125 Penalty: 2361.491699 Iteration 29Q: 3 clusters Score -133484.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -133485.718750 Penalty: 2361.491699 Iteration 30Q: 3 clusters Score -133485.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -133487.484375 Penalty: 2361.491699 Iteration 31Q: 3 clusters Score -133487.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -133488.234375 Penalty: 2361.491699 Iteration 32Q: 3 clusters Score -133488.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -133489.625000 Penalty: 2361.491699 Iteration 33Q: 3 clusters Score -133489.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -133489.625000 Penalty: 2361.491699 Iteration 34F: 3 clusters Score -133489.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (3184 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3184 members Entering Unmasked Estep Score: -273514.562500 Penalty: 1310.707642 Iteration 0F: 2 clusters Score -273514.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -270757.968750 Penalty: 2621.415283 Iteration 0F: 3 clusters Score -270758 nChanged 1193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -271615.718750 Penalty: 2621.415283 Iteration 1F: 3 clusters Score -271615.7 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -271920.218750 Penalty: 2621.415283 Iteration 2F: 3 clusters Score -271920.2 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -272142.218750 Penalty: 2621.415283 Iteration 3F: 3 clusters Score -272142.2 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -272270.968750 Penalty: 2621.415283 Iteration 4F: 3 clusters Score -272271 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -272366.468750 Penalty: 2621.415283 Iteration 5Q: 3 clusters Score -272366.5 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -272440.562500 Penalty: 2621.415283 Iteration 6Q: 3 clusters Score -272440.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -272486.812500 Penalty: 2621.415283 Iteration 7Q: 3 clusters Score -272486.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -272507.000000 Penalty: 2621.415283 Iteration 8Q: 3 clusters Score -272507 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -272518.968750 Penalty: 2621.415283 Iteration 9Q: 3 clusters Score -272519 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -272526.437500 Penalty: 2621.415283 Iteration 10Q: 3 clusters Score -272526.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -272534.968750 Penalty: 2621.415283 Iteration 11Q: 3 clusters Score -272535 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -272542.437500 Penalty: 2621.415283 Iteration 12Q: 3 clusters Score -272542.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -272547.343750 Penalty: 2621.415283 Iteration 13Q: 3 clusters Score -272547.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -272549.343750 Penalty: 2621.415283 Iteration 14Q: 3 clusters Score -272549.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -272551.281250 Penalty: 2621.415283 Iteration 15Q: 3 clusters Score -272551.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -272552.718750 Penalty: 2621.415283 Iteration 16Q: 3 clusters Score -272552.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -272554.093750 Penalty: 2621.415283 Iteration 17Q: 3 clusters Score -272554.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -272556.250000 Penalty: 2621.415283 Iteration 18Q: 3 clusters Score -272556.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -272558.906250 Penalty: 2621.415283 Iteration 19Q: 3 clusters Score -272558.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -272561.062500 Penalty: 2621.415283 Iteration 20F: 3 clusters Score -272561.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2061 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -272563.093750 Penalty: 2621.415283 Iteration 21Q: 3 clusters Score -272563.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -272565.468750 Penalty: 2621.415283 Iteration 22Q: 3 clusters Score -272565.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -272568.750000 Penalty: 2621.415283 Iteration 23Q: 3 clusters Score -272568.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -272571.781250 Penalty: 2621.415283 Iteration 24Q: 3 clusters Score -272571.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -272574.375000 Penalty: 2621.415283 Iteration 25Q: 3 clusters Score -272574.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -272575.906250 Penalty: 2621.415283 Iteration 26Q: 3 clusters Score -272575.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -272578.250000 Penalty: 2621.415283 Iteration 27Q: 3 clusters Score -272578.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -272584.218750 Penalty: 2621.415283 Iteration 28Q: 3 clusters Score -272584.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2004 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -272589.281250 Penalty: 2621.415283 Iteration 29Q: 3 clusters Score -272589.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -272593.625000 Penalty: 2621.415283 Iteration 30Q: 3 clusters Score -272593.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -272597.406250 Penalty: 2621.415283 Iteration 31Q: 3 clusters Score -272597.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -272601.250000 Penalty: 2621.415283 Iteration 32Q: 3 clusters Score -272601.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -272604.500000 Penalty: 2621.415283 Iteration 33Q: 3 clusters Score -272604.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -272607.000000 Penalty: 2621.415283 Iteration 34Q: 3 clusters Score -272607 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -272613.031250 Penalty: 2621.415283 Iteration 35Q: 3 clusters Score -272613 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -272621.062500 Penalty: 2621.415283 Iteration 36Q: 3 clusters Score -272621.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -272626.750000 Penalty: 2621.415283 Iteration 37Q: 3 clusters Score -272626.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -272633.906250 Penalty: 2621.415283 Iteration 38Q: 3 clusters Score -272633.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -272637.687500 Penalty: 2621.415283 Iteration 39Q: 3 clusters Score -272637.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -272641.437500 Penalty: 2621.415283 Iteration 40F: 3 clusters Score -272641.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -272644.343750 Penalty: 2621.415283 Iteration 41Q: 3 clusters Score -272644.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -272645.281250 Penalty: 2621.415283 Iteration 42Q: 3 clusters Score -272645.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -272645.750000 Penalty: 2621.415283 Iteration 43Q: 3 clusters Score -272645.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -272646.906250 Penalty: 2621.415283 Iteration 44Q: 3 clusters Score -272646.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -272648.437500 Penalty: 2621.415283 Iteration 45Q: 3 clusters Score -272648.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -272649.968750 Penalty: 2621.415283 Iteration 46Q: 3 clusters Score -272650 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -272652.062500 Penalty: 2621.415283 Iteration 47Q: 3 clusters Score -272652.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -272653.281250 Penalty: 2621.415283 Iteration 48Q: 3 clusters Score -272653.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -272654.718750 Penalty: 2621.415283 Iteration 49Q: 3 clusters Score -272654.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -272655.437500 Penalty: 2621.415283 Iteration 50Q: 3 clusters Score -272655.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -272656.343750 Penalty: 2621.415283 Iteration 51Q: 3 clusters Score -272656.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -272656.375000 Penalty: 2621.415283 Iteration 52Q: 3 clusters Score -272656.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -272656.375000 Penalty: 2621.415283 Iteration 53F: 3 clusters Score -272656.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (146180 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146180 members Entering Unmasked Estep Score: -14547139.000000 Penalty: 1932.546631 Iteration 0F: 2 clusters Score -1.454714e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72966 members Mstep: Class 2 contains 73214 members Entering Unmasked Estep Score: -14449310.000000 Penalty: 3865.093262 Iteration 0F: 3 clusters Score -1.444931e+07 nChanged 70487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70829 members Mstep: Class 2 contains 75351 members Entering Unmasked Estep Score: -14490516.000000 Penalty: 3865.093262 Iteration 1F: 3 clusters Score -1.449052e+07 nChanged 3884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69527 members Mstep: Class 2 contains 76653 members Entering Unmasked Estep Score: -14491480.000000 Penalty: 3865.093262 Iteration 2Q: 3 clusters Score -1.449148e+07 nChanged 4170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67467 members Mstep: Class 2 contains 78713 members Entering Unmasked Estep Score: -14492493.000000 Penalty: 3865.093262 Iteration 3Q: 3 clusters Score -1.449249e+07 nChanged 4830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64287 members Mstep: Class 2 contains 81893 members Entering Unmasked Estep Score: -14494015.000000 Penalty: 3865.093262 Iteration 4Q: 3 clusters Score -1.449402e+07 nChanged 6036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59417 members Mstep: Class 2 contains 86763 members Entering Unmasked Estep Score: -14496273.000000 Penalty: 3865.093262 Iteration 5Q: 3 clusters Score -1.449627e+07 nChanged 7856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52239 members Mstep: Class 2 contains 93941 members Entering Unmasked Estep Score: -14500344.000000 Penalty: 3865.093262 Iteration 6F: 3 clusters Score -1.450034e+07 nChanged 10451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42100 members Mstep: Class 2 contains 104080 members Entering Unmasked Estep Score: -14507294.000000 Penalty: 3865.093262 Iteration 7F: 3 clusters Score -1.450729e+07 nChanged 12637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29613 members Mstep: Class 2 contains 116567 members Entering Unmasked Estep Score: -14517691.000000 Penalty: 3865.093262 Iteration 8F: 3 clusters Score -1.451769e+07 nChanged 12610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17051 members Mstep: Class 2 contains 129129 members Entering Unmasked Estep Score: -14529535.000000 Penalty: 3865.093262 Iteration 9F: 3 clusters Score -1.452954e+07 nChanged 9119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7944 members Mstep: Class 2 contains 138236 members Entering Unmasked Estep Score: -14538542.000000 Penalty: 3865.093262 Iteration 10F: 3 clusters Score -1.453854e+07 nChanged 4673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3279 members Mstep: Class 2 contains 142901 members Entering Unmasked Estep Score: -14542916.000000 Penalty: 3865.093262 Iteration 11Q: 3 clusters Score -1.454292e+07 nChanged 1832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 144719 members Entering Unmasked Estep Score: -14544449.000000 Penalty: 3865.093262 Iteration 12Q: 3 clusters Score -1.454445e+07 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 145350 members Entering Unmasked Estep Score: -14544985.000000 Penalty: 3865.093262 Iteration 13Q: 3 clusters Score -1.454498e+07 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 145577 members Entering Unmasked Estep Score: -14545266.000000 Penalty: 3865.093262 Iteration 14Q: 3 clusters Score -1.454527e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 145674 members Entering Unmasked Estep Score: -14545388.000000 Penalty: 3865.093262 Iteration 15Q: 3 clusters Score -1.454539e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 145703 members Entering Unmasked Estep Score: -14545456.000000 Penalty: 3865.093262 Iteration 16Q: 3 clusters Score -1.454546e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 145714 members Entering Unmasked Estep Score: -14545474.000000 Penalty: 3865.093262 Iteration 17Q: 3 clusters Score -1.454547e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 145716 members Entering Unmasked Estep Score: -14545481.000000 Penalty: 3865.093262 Iteration 18Q: 3 clusters Score -1.454548e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 145716 members Entering Unmasked Estep Score: -14545487.000000 Penalty: 3865.093262 Iteration 19Q: 3 clusters Score -1.454549e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 145716 members Entering Unmasked Estep Score: -14545489.000000 Penalty: 3865.093262 Iteration 20F: 3 clusters Score -1.454549e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 145727 members Entering Unmasked Estep Score: -14545507.000000 Penalty: 3865.093262 Iteration 21Q: 3 clusters Score -1.454551e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 145737 members Entering Unmasked Estep Score: -14545515.000000 Penalty: 3865.093262 Iteration 22Q: 3 clusters Score -1.454552e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 145738 members Entering Unmasked Estep Score: -14545527.000000 Penalty: 3865.093262 Iteration 23Q: 3 clusters Score -1.454553e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 145740 members Entering Unmasked Estep Score: -14545544.000000 Penalty: 3865.093262 Iteration 24Q: 3 clusters Score -1.454554e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 145739 members Entering Unmasked Estep Score: -14545543.000000 Penalty: 3865.093262 Iteration 25Q: 3 clusters Score -1.454554e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 145745 members Entering Unmasked Estep Score: -14545555.000000 Penalty: 3865.093262 Iteration 26Q: 3 clusters Score -1.454556e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 145747 members Entering Unmasked Estep Score: -14545568.000000 Penalty: 3865.093262 Iteration 27Q: 3 clusters Score -1.454557e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 145749 members Entering Unmasked Estep Score: -14545579.000000 Penalty: 3865.093262 Iteration 28Q: 3 clusters Score -1.454558e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 145761 members Entering Unmasked Estep Score: -14545589.000000 Penalty: 3865.093262 Iteration 29Q: 3 clusters Score -1.454559e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 145763 members Entering Unmasked Estep Score: -14545590.000000 Penalty: 3865.093262 Iteration 30Q: 3 clusters Score -1.454559e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 145765 members Entering Unmasked Estep Score: -14545595.000000 Penalty: 3865.093262 Iteration 31Q: 3 clusters Score -1.45456e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 145768 members Entering Unmasked Estep Score: -14545606.000000 Penalty: 3865.093262 Iteration 32Q: 3 clusters Score -1.454561e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 145765 members Entering Unmasked Estep Score: -14545620.000000 Penalty: 3865.093262 Iteration 33Q: 3 clusters Score -1.454562e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 145766 members Entering Unmasked Estep Score: -14545622.000000 Penalty: 3865.093262 Iteration 34Q: 3 clusters Score -1.454562e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 145766 members Entering Unmasked Estep Score: -14545609.000000 Penalty: 3865.093262 Iteration 35Q: 3 clusters Score -1.454561e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 145771 members Entering Unmasked Estep Score: -14545629.000000 Penalty: 3865.093262 Iteration 36Q: 3 clusters Score -1.454563e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 145774 members Entering Unmasked Estep Score: -14545638.000000 Penalty: 3865.093262 Iteration 37Q: 3 clusters Score -1.454564e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 145779 members Entering Unmasked Estep Score: -14545638.000000 Penalty: 3865.093262 Iteration 38Q: 3 clusters Score -1.454564e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 145783 members Entering Unmasked Estep Score: -14545641.000000 Penalty: 3865.093262 Iteration 39Q: 3 clusters Score -1.454564e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 145788 members Entering Unmasked Estep Score: -14545640.000000 Penalty: 3865.093262 Iteration 40F: 3 clusters Score -1.454564e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 145791 members Entering Unmasked Estep Score: -14545643.000000 Penalty: 3865.093262 Iteration 41Q: 3 clusters Score -1.454564e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 145794 members Entering Unmasked Estep Score: -14545650.000000 Penalty: 3865.093262 Iteration 42Q: 3 clusters Score -1.454565e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 145797 members Entering Unmasked Estep Score: -14545655.000000 Penalty: 3865.093262 Iteration 43Q: 3 clusters Score -1.454566e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 145796 members Entering Unmasked Estep Score: -14545661.000000 Penalty: 3865.093262 Iteration 44Q: 3 clusters Score -1.454566e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 145794 members Entering Unmasked Estep Score: -14545656.000000 Penalty: 3865.093262 Iteration 45Q: 3 clusters Score -1.454566e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 145793 members Entering Unmasked Estep Score: -14545653.000000 Penalty: 3865.093262 Iteration 46Q: 3 clusters Score -1.454565e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 145791 members Entering Unmasked Estep Score: -14545656.000000 Penalty: 3865.093262 Iteration 47Q: 3 clusters Score -1.454566e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 145791 members Entering Unmasked Estep Score: -14545656.000000 Penalty: 3865.093262 Iteration 48F: 3 clusters Score -1.454566e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (42306 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42306 members Entering Unmasked Estep Score: -4022290.500000 Penalty: 1731.061157 Iteration 0F: 2 clusters Score -4022290 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21212 members Mstep: Class 2 contains 21094 members Entering Unmasked Estep Score: -3994090.000000 Penalty: 3462.122314 Iteration 0F: 3 clusters Score -3994090 nChanged 19681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22579 members Mstep: Class 2 contains 19727 members Entering Unmasked Estep Score: -4005334.750000 Penalty: 3462.122314 Iteration 1F: 3 clusters Score -4005335 nChanged 2096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23371 members Mstep: Class 2 contains 18935 members Entering Unmasked Estep Score: -4006224.000000 Penalty: 3462.122314 Iteration 2Q: 3 clusters Score -4006224 nChanged 2351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24486 members Mstep: Class 2 contains 17820 members Entering Unmasked Estep Score: -4007491.750000 Penalty: 3462.122314 Iteration 3F: 3 clusters Score -4007492 nChanged 2711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25943 members Mstep: Class 2 contains 16363 members Entering Unmasked Estep Score: -4009439.250000 Penalty: 3462.122314 Iteration 4F: 3 clusters Score -4009439 nChanged 3087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27650 members Mstep: Class 2 contains 14656 members Entering Unmasked Estep Score: -4012192.750000 Penalty: 3462.122314 Iteration 5F: 3 clusters Score -4012193 nChanged 3039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29297 members Mstep: Class 2 contains 13009 members Entering Unmasked Estep Score: -4015225.250000 Penalty: 3462.122314 Iteration 6F: 3 clusters Score -4015225 nChanged 2586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30551 members Mstep: Class 2 contains 11755 members Entering Unmasked Estep Score: -4017508.250000 Penalty: 3462.122314 Iteration 7F: 3 clusters Score -4017508 nChanged 1783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31386 members Mstep: Class 2 contains 10920 members Entering Unmasked Estep Score: -4018556.750000 Penalty: 3462.122314 Iteration 8Q: 3 clusters Score -4018557 nChanged 1110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32106 members Mstep: Class 2 contains 10200 members Entering Unmasked Estep Score: -4019032.500000 Penalty: 3462.122314 Iteration 9Q: 3 clusters Score -4019032 nChanged 755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32709 members Mstep: Class 2 contains 9597 members Entering Unmasked Estep Score: -4019348.500000 Penalty: 3462.122314 Iteration 10Q: 3 clusters Score -4019348 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33296 members Mstep: Class 2 contains 9010 members Entering Unmasked Estep Score: -4019611.250000 Penalty: 3462.122314 Iteration 11Q: 3 clusters Score -4019611 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33828 members Mstep: Class 2 contains 8478 members Entering Unmasked Estep Score: -4019771.250000 Penalty: 3462.122314 Iteration 12Q: 3 clusters Score -4019771 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34296 members Mstep: Class 2 contains 8010 members Entering Unmasked Estep Score: -4019960.250000 Penalty: 3462.122314 Iteration 13Q: 3 clusters Score -4019960 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34733 members Mstep: Class 2 contains 7573 members Entering Unmasked Estep Score: -4020128.500000 Penalty: 3462.122314 Iteration 14Q: 3 clusters Score -4020128 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35158 members Mstep: Class 2 contains 7148 members Entering Unmasked Estep Score: -4020271.750000 Penalty: 3462.122314 Iteration 15Q: 3 clusters Score -4020272 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35555 members Mstep: Class 2 contains 6751 members Entering Unmasked Estep Score: -4020412.250000 Penalty: 3462.122314 Iteration 16Q: 3 clusters Score -4020412 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35945 members Mstep: Class 2 contains 6361 members Entering Unmasked Estep Score: -4020564.750000 Penalty: 3462.122314 Iteration 17Q: 3 clusters Score -4020565 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36336 members Mstep: Class 2 contains 5970 members Entering Unmasked Estep Score: -4020729.500000 Penalty: 3462.122314 Iteration 18Q: 3 clusters Score -4020730 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36723 members Mstep: Class 2 contains 5583 members Entering Unmasked Estep Score: -4020882.000000 Penalty: 3462.122314 Iteration 19Q: 3 clusters Score -4020882 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37084 members Mstep: Class 2 contains 5222 members Entering Unmasked Estep Score: -4021047.000000 Penalty: 3462.122314 Iteration 20F: 3 clusters Score -4021047 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37443 members Mstep: Class 2 contains 4863 members Entering Unmasked Estep Score: -4021230.000000 Penalty: 3462.122314 Iteration 21Q: 3 clusters Score -4021230 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37781 members Mstep: Class 2 contains 4525 members Entering Unmasked Estep Score: -4021408.000000 Penalty: 3462.122314 Iteration 22Q: 3 clusters Score -4021408 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38084 members Mstep: Class 2 contains 4222 members Entering Unmasked Estep Score: -4021589.500000 Penalty: 3462.122314 Iteration 23Q: 3 clusters Score -4021590 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38336 members Mstep: Class 2 contains 3970 members Entering Unmasked Estep Score: -4021739.000000 Penalty: 3462.122314 Iteration 24Q: 3 clusters Score -4021739 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38563 members Mstep: Class 2 contains 3743 members Entering Unmasked Estep Score: -4021853.000000 Penalty: 3462.122314 Iteration 25Q: 3 clusters Score -4021853 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38726 members Mstep: Class 2 contains 3580 members Entering Unmasked Estep Score: -4021943.250000 Penalty: 3462.122314 Iteration 26Q: 3 clusters Score -4021943 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38841 members Mstep: Class 2 contains 3465 members Entering Unmasked Estep Score: -4021992.250000 Penalty: 3462.122314 Iteration 27Q: 3 clusters Score -4021992 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38952 members Mstep: Class 2 contains 3354 members Entering Unmasked Estep Score: -4022038.500000 Penalty: 3462.122314 Iteration 28Q: 3 clusters Score -4022038 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39037 members Mstep: Class 2 contains 3269 members Entering Unmasked Estep Score: -4022055.000000 Penalty: 3462.122314 Iteration 29Q: 3 clusters Score -4022055 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39106 members Mstep: Class 2 contains 3200 members Entering Unmasked Estep Score: -4022075.500000 Penalty: 3462.122314 Iteration 30Q: 3 clusters Score -4022076 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39166 members Mstep: Class 2 contains 3140 members Entering Unmasked Estep Score: -4022085.250000 Penalty: 3462.122314 Iteration 31Q: 3 clusters Score -4022085 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39220 members Mstep: Class 2 contains 3086 members Entering Unmasked Estep Score: -4022105.750000 Penalty: 3462.122314 Iteration 32Q: 3 clusters Score -4022106 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39266 members Mstep: Class 2 contains 3040 members Entering Unmasked Estep Score: -4022111.500000 Penalty: 3462.122314 Iteration 33Q: 3 clusters Score -4022112 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39311 members Mstep: Class 2 contains 2995 members Entering Unmasked Estep Score: -4022114.250000 Penalty: 3462.122314 Iteration 34Q: 3 clusters Score -4022114 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39343 members Mstep: Class 2 contains 2963 members Entering Unmasked Estep Score: -4022116.500000 Penalty: 3462.122314 Iteration 35Q: 3 clusters Score -4022116 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39373 members Mstep: Class 2 contains 2933 members Entering Unmasked Estep Score: -4022132.500000 Penalty: 3462.122314 Iteration 36Q: 3 clusters Score -4022132 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39391 members Mstep: Class 2 contains 2915 members Entering Unmasked Estep Score: -4022130.500000 Penalty: 3462.122314 Iteration 37Q: 3 clusters Score -4022130 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39410 members Mstep: Class 2 contains 2896 members Entering Unmasked Estep Score: -4022143.000000 Penalty: 3462.122314 Iteration 38Q: 3 clusters Score -4022143 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39427 members Mstep: Class 2 contains 2879 members Entering Unmasked Estep Score: -4022148.500000 Penalty: 3462.122314 Iteration 39Q: 3 clusters Score -4022148 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39441 members Mstep: Class 2 contains 2865 members Entering Unmasked Estep Score: -4022148.500000 Penalty: 3462.122314 Iteration 40F: 3 clusters Score -4022148 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39453 members Mstep: Class 2 contains 2853 members Entering Unmasked Estep Score: -4022150.750000 Penalty: 3462.122314 Iteration 41Q: 3 clusters Score -4022151 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39466 members Mstep: Class 2 contains 2840 members Entering Unmasked Estep Score: -4022146.000000 Penalty: 3462.122314 Iteration 42Q: 3 clusters Score -4022146 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39475 members Mstep: Class 2 contains 2831 members Entering Unmasked Estep Score: -4022150.000000 Penalty: 3462.122314 Iteration 43Q: 3 clusters Score -4022150 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39482 members Mstep: Class 2 contains 2824 members Entering Unmasked Estep Score: -4022152.500000 Penalty: 3462.122314 Iteration 44Q: 3 clusters Score -4022152 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39488 members Mstep: Class 2 contains 2818 members Entering Unmasked Estep Score: -4022162.250000 Penalty: 3462.122314 Iteration 45Q: 3 clusters Score -4022162 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39491 members Mstep: Class 2 contains 2815 members Entering Unmasked Estep Score: -4022153.750000 Penalty: 3462.122314 Iteration 46Q: 3 clusters Score -4022154 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39493 members Mstep: Class 2 contains 2813 members Entering Unmasked Estep Score: -4022154.000000 Penalty: 3462.122314 Iteration 47Q: 3 clusters Score -4022154 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39496 members Mstep: Class 2 contains 2810 members Entering Unmasked Estep Score: -4022157.250000 Penalty: 3462.122314 Iteration 48Q: 3 clusters Score -4022157 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39501 members Mstep: Class 2 contains 2805 members Entering Unmasked Estep Score: -4022155.500000 Penalty: 3462.122314 Iteration 49Q: 3 clusters Score -4022156 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39504 members Mstep: Class 2 contains 2802 members Entering Unmasked Estep Score: -4022157.500000 Penalty: 3462.122314 Iteration 50Q: 3 clusters Score -4022158 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39503 members Mstep: Class 2 contains 2803 members Entering Unmasked Estep Score: -4022156.750000 Penalty: 3462.122314 Iteration 51Q: 3 clusters Score -4022157 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39503 members Mstep: Class 2 contains 2803 members Entering Unmasked Estep Score: -4022156.750000 Penalty: 3462.122314 Iteration 52F: 3 clusters Score -4022157 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (3819 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3819 members Entering Unmasked Estep Score: -371113.781250 Penalty: 1340.258301 Iteration 0F: 2 clusters Score -371113.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -367946.406250 Penalty: 2680.516602 Iteration 0F: 3 clusters Score -367946.4 nChanged 1451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -368755.562500 Penalty: 2680.516602 Iteration 1F: 3 clusters Score -368755.6 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -368965.250000 Penalty: 2680.516602 Iteration 2F: 3 clusters Score -368965.2 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -369365.156250 Penalty: 2680.516602 Iteration 3F: 3 clusters Score -369365.2 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -370016.875000 Penalty: 2680.516602 Iteration 4F: 3 clusters Score -370016.9 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -370493.250000 Penalty: 2680.516602 Iteration 5F: 3 clusters Score -370493.2 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 2647 members Entering Unmasked Estep Score: -370819.031250 Penalty: 2680.516602 Iteration 6F: 3 clusters Score -370819 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -370991.531250 Penalty: 2680.516602 Iteration 7F: 3 clusters Score -370991.5 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 2903 members Entering Unmasked Estep Score: -371080.718750 Penalty: 2680.516602 Iteration 8Q: 3 clusters Score -371080.7 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 2952 members Entering Unmasked Estep Score: -371118.468750 Penalty: 2680.516602 Iteration 9Q: 3 clusters Score -371118.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 2996 members Entering Unmasked Estep Score: -371148.593750 Penalty: 2680.516602 Iteration 10Q: 3 clusters Score -371148.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 3027 members Entering Unmasked Estep Score: -371163.375000 Penalty: 2680.516602 Iteration 11Q: 3 clusters Score -371163.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 3048 members Entering Unmasked Estep Score: -371175.093750 Penalty: 2680.516602 Iteration 12Q: 3 clusters Score -371175.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 3067 members Entering Unmasked Estep Score: -371184.125000 Penalty: 2680.516602 Iteration 13Q: 3 clusters Score -371184.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 3076 members Entering Unmasked Estep Score: -371188.156250 Penalty: 2680.516602 Iteration 14Q: 3 clusters Score -371188.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 3082 members Entering Unmasked Estep Score: -371190.468750 Penalty: 2680.516602 Iteration 15Q: 3 clusters Score -371190.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 3082 members Entering Unmasked Estep Score: -371190.468750 Penalty: 2680.516602 Iteration 16F: 3 clusters Score -371190.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 13682 members Mstep: Class 2 contains 1104 members Mstep: Class 3 contains 7062 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2530 members Mstep: Class 6 contains 2349 members Mstep: Class 7 contains 91380 members Mstep: Class 8 contains 1431 members Mstep: Class 9 contains 3184 members Mstep: Class 10 contains 146180 members Mstep: Class 11 contains 42306 members Mstep: Class 12 contains 737 members Mstep: Class 13 contains 2569 members Mstep: Class 14 contains 479 members Mstep: Class 15 contains 947 members Mstep: Class 16 contains 12932 members Mstep: Class 17 contains 1449 members Mstep: Class 18 contains 838 members Mstep: Class 19 contains 5787 members Mstep: Class 20 contains 3082 members Mstep: Class 21 contains 529 members Mstep: Class 22 contains 1680 members Entering Unmasked Estep Score: -33078296.000000 Penalty: 45581.875000 Splitting cluster 12 changes total score from -33074848.000000 to -33078296.000000 So it's getting split into cluster 20. Entering ConstructFrom: Trying to split cluster 13 (2569 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Entering Unmasked Estep Score: -237436.015625 Penalty: 1275.831665 Iteration 0F: 2 clusters Score -237436 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -235014.781250 Penalty: 2551.663330 Iteration 0F: 3 clusters Score -235014.8 nChanged 938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -235605.765625 Penalty: 2551.663330 Iteration 1F: 3 clusters Score -235605.8 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -235776.796875 Penalty: 2551.663330 Iteration 2F: 3 clusters Score -235776.8 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -235904.093750 Penalty: 2551.663330 Iteration 3F: 3 clusters Score -235904.1 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -235994.906250 Penalty: 2551.663330 Iteration 4Q: 3 clusters Score -235994.9 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -236069.812500 Penalty: 2551.663330 Iteration 5Q: 3 clusters Score -236069.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -236157.812500 Penalty: 2551.663330 Iteration 6Q: 3 clusters Score -236157.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -236223.125000 Penalty: 2551.663330 Iteration 7Q: 3 clusters Score -236223.1 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -236278.218750 Penalty: 2551.663330 Iteration 8Q: 3 clusters Score -236278.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -236344.187500 Penalty: 2551.663330 Iteration 9Q: 3 clusters Score -236344.2 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -236404.281250 Penalty: 2551.663330 Iteration 10Q: 3 clusters Score -236404.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -236441.671875 Penalty: 2551.663330 Iteration 11Q: 3 clusters Score -236441.7 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -236478.484375 Penalty: 2551.663330 Iteration 12Q: 3 clusters Score -236478.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -236518.000000 Penalty: 2551.663330 Iteration 13Q: 3 clusters Score -236518 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -236567.812500 Penalty: 2551.663330 Iteration 14Q: 3 clusters Score -236567.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -236601.078125 Penalty: 2551.663330 Iteration 15Q: 3 clusters Score -236601.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -236637.000000 Penalty: 2551.663330 Iteration 16Q: 3 clusters Score -236637 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -236659.531250 Penalty: 2551.663330 Iteration 17Q: 3 clusters Score -236659.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -236678.375000 Penalty: 2551.663330 Iteration 18Q: 3 clusters Score -236678.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -236694.328125 Penalty: 2551.663330 Iteration 19Q: 3 clusters Score -236694.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -236710.437500 Penalty: 2551.663330 Iteration 20F: 3 clusters Score -236710.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -236735.250000 Penalty: 2551.663330 Iteration 21Q: 3 clusters Score -236735.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -236748.953125 Penalty: 2551.663330 Iteration 22Q: 3 clusters Score -236749 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -236756.687500 Penalty: 2551.663330 Iteration 23Q: 3 clusters Score -236756.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -236762.078125 Penalty: 2551.663330 Iteration 24Q: 3 clusters Score -236762.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -236766.781250 Penalty: 2551.663330 Iteration 25Q: 3 clusters Score -236766.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -236771.968750 Penalty: 2551.663330 Iteration 26Q: 3 clusters Score -236772 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -236775.015625 Penalty: 2551.663330 Iteration 27Q: 3 clusters Score -236775 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -236781.281250 Penalty: 2551.663330 Iteration 28Q: 3 clusters Score -236781.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -236785.890625 Penalty: 2551.663330 Iteration 29Q: 3 clusters Score -236785.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -236790.796875 Penalty: 2551.663330 Iteration 30Q: 3 clusters Score -236790.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -236794.796875 Penalty: 2551.663330 Iteration 31Q: 3 clusters Score -236794.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 2008 members Entering Unmasked Estep Score: -236798.718750 Penalty: 2551.663330 Iteration 32Q: 3 clusters Score -236798.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -236800.953125 Penalty: 2551.663330 Iteration 33Q: 3 clusters Score -236801 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 2008 members Entering Unmasked Estep Score: -236803.218750 Penalty: 2551.663330 Iteration 34Q: 3 clusters Score -236803.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 2008 members Entering Unmasked Estep Score: -236803.953125 Penalty: 2551.663330 Iteration 35Q: 3 clusters Score -236804 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 2008 members Entering Unmasked Estep Score: -236804.828125 Penalty: 2551.663330 Iteration 36Q: 3 clusters Score -236804.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 2008 members Entering Unmasked Estep Score: -236804.828125 Penalty: 2551.663330 Iteration 37F: 3 clusters Score -236804.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (479 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Entering Unmasked Estep Score: -35537.269531 Penalty: 1002.901306 Iteration 0F: 2 clusters Score -35537.27 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -34683.695312 Penalty: 2005.802612 Iteration 0F: 3 clusters Score -34683.7 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -35024.597656 Penalty: 2005.802612 Iteration 1F: 3 clusters Score -35024.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -35170.269531 Penalty: 2005.802612 Iteration 2F: 3 clusters Score -35170.27 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -35242.812500 Penalty: 2005.802612 Iteration 3F: 3 clusters Score -35242.81 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -35266.738281 Penalty: 2005.802612 Iteration 4Q: 3 clusters Score -35266.74 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -35276.871094 Penalty: 2005.802612 Iteration 5Q: 3 clusters Score -35276.87 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -35293.527344 Penalty: 2005.802612 Iteration 6Q: 3 clusters Score -35293.53 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -35308.140625 Penalty: 2005.802612 Iteration 7Q: 3 clusters Score -35308.14 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -35317.539062 Penalty: 2005.802612 Iteration 8Q: 3 clusters Score -35317.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -35321.503906 Penalty: 2005.802612 Iteration 9Q: 3 clusters Score -35321.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -35326.550781 Penalty: 2005.802612 Iteration 10Q: 3 clusters Score -35326.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -35326.550781 Penalty: 2005.802612 Iteration 11F: 3 clusters Score -35326.55 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (947 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Entering Unmasked Estep Score: -79591.492188 Penalty: 1113.661133 Iteration 0F: 2 clusters Score -79591.49 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -78235.914062 Penalty: 2227.322266 Iteration 0F: 3 clusters Score -78235.91 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -78477.539062 Penalty: 2227.322266 Iteration 1F: 3 clusters Score -78477.54 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -78562.390625 Penalty: 2227.322266 Iteration 2F: 3 clusters Score -78562.39 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -78607.554688 Penalty: 2227.322266 Iteration 3F: 3 clusters Score -78607.55 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -78629.085938 Penalty: 2227.322266 Iteration 4Q: 3 clusters Score -78629.09 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -78644.351562 Penalty: 2227.322266 Iteration 5Q: 3 clusters Score -78644.35 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -78659.718750 Penalty: 2227.322266 Iteration 6Q: 3 clusters Score -78659.72 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -78667.773438 Penalty: 2227.322266 Iteration 7Q: 3 clusters Score -78667.77 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -78672.523438 Penalty: 2227.322266 Iteration 8Q: 3 clusters Score -78672.52 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -78678.203125 Penalty: 2227.322266 Iteration 9Q: 3 clusters Score -78678.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -78682.835938 Penalty: 2227.322266 Iteration 10Q: 3 clusters Score -78682.84 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -78686.031250 Penalty: 2227.322266 Iteration 11Q: 3 clusters Score -78686.03 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -78688.007812 Penalty: 2227.322266 Iteration 12Q: 3 clusters Score -78688.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -78688.007812 Penalty: 2227.322266 Iteration 13F: 3 clusters Score -78688.01 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (12932 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12932 members Entering Unmasked Estep Score: -1237853.875000 Penalty: 1538.462158 Iteration 0F: 2 clusters Score -1237854 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6466 members Mstep: Class 2 contains 6466 members Entering Unmasked Estep Score: -1228774.625000 Penalty: 3076.924316 Iteration 0F: 3 clusters Score -1228775 nChanged 5692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6404 members Mstep: Class 2 contains 6528 members Entering Unmasked Estep Score: -1231814.250000 Penalty: 3076.924316 Iteration 1F: 3 clusters Score -1231814 nChanged 760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6346 members Mstep: Class 2 contains 6586 members Entering Unmasked Estep Score: -1232145.875000 Penalty: 3076.924316 Iteration 2F: 3 clusters Score -1232146 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6280 members Mstep: Class 2 contains 6652 members Entering Unmasked Estep Score: -1232432.125000 Penalty: 3076.924316 Iteration 3F: 3 clusters Score -1232432 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6220 members Mstep: Class 2 contains 6712 members Entering Unmasked Estep Score: -1232772.875000 Penalty: 3076.924316 Iteration 4Q: 3 clusters Score -1232773 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6138 members Mstep: Class 2 contains 6794 members Entering Unmasked Estep Score: -1233135.375000 Penalty: 3076.924316 Iteration 5Q: 3 clusters Score -1233135 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6042 members Mstep: Class 2 contains 6890 members Entering Unmasked Estep Score: -1233526.500000 Penalty: 3076.924316 Iteration 6F: 3 clusters Score -1233526 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5925 members Mstep: Class 2 contains 7007 members Entering Unmasked Estep Score: -1233894.875000 Penalty: 3076.924316 Iteration 7Q: 3 clusters Score -1233895 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5840 members Mstep: Class 2 contains 7092 members Entering Unmasked Estep Score: -1234301.125000 Penalty: 3076.924316 Iteration 8Q: 3 clusters Score -1234301 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5778 members Mstep: Class 2 contains 7154 members Entering Unmasked Estep Score: -1234659.625000 Penalty: 3076.924316 Iteration 9Q: 3 clusters Score -1234660 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5692 members Mstep: Class 2 contains 7240 members Entering Unmasked Estep Score: -1234914.000000 Penalty: 3076.924316 Iteration 10Q: 3 clusters Score -1234914 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5602 members Mstep: Class 2 contains 7330 members Entering Unmasked Estep Score: -1235101.500000 Penalty: 3076.924316 Iteration 11Q: 3 clusters Score -1235102 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5484 members Mstep: Class 2 contains 7448 members Entering Unmasked Estep Score: -1235240.250000 Penalty: 3076.924316 Iteration 12Q: 3 clusters Score -1235240 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5322 members Mstep: Class 2 contains 7610 members Entering Unmasked Estep Score: -1235342.250000 Penalty: 3076.924316 Iteration 13Q: 3 clusters Score -1235342 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5123 members Mstep: Class 2 contains 7809 members Entering Unmasked Estep Score: -1235446.125000 Penalty: 3076.924316 Iteration 14Q: 3 clusters Score -1235446 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4924 members Mstep: Class 2 contains 8008 members Entering Unmasked Estep Score: -1235533.125000 Penalty: 3076.924316 Iteration 15Q: 3 clusters Score -1235533 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4716 members Mstep: Class 2 contains 8216 members Entering Unmasked Estep Score: -1235631.125000 Penalty: 3076.924316 Iteration 16Q: 3 clusters Score -1235631 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4513 members Mstep: Class 2 contains 8419 members Entering Unmasked Estep Score: -1235722.000000 Penalty: 3076.924316 Iteration 17Q: 3 clusters Score -1235722 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4297 members Mstep: Class 2 contains 8635 members Entering Unmasked Estep Score: -1235838.625000 Penalty: 3076.924316 Iteration 18Q: 3 clusters Score -1235839 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4061 members Mstep: Class 2 contains 8871 members Entering Unmasked Estep Score: -1235974.125000 Penalty: 3076.924316 Iteration 19Q: 3 clusters Score -1235974 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3797 members Mstep: Class 2 contains 9135 members Entering Unmasked Estep Score: -1236132.750000 Penalty: 3076.924316 Iteration 20F: 3 clusters Score -1236133 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3515 members Mstep: Class 2 contains 9417 members Entering Unmasked Estep Score: -1236340.125000 Penalty: 3076.924316 Iteration 21Q: 3 clusters Score -1236340 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3236 members Mstep: Class 2 contains 9696 members Entering Unmasked Estep Score: -1236558.625000 Penalty: 3076.924316 Iteration 22Q: 3 clusters Score -1236559 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3006 members Mstep: Class 2 contains 9926 members Entering Unmasked Estep Score: -1236731.875000 Penalty: 3076.924316 Iteration 23Q: 3 clusters Score -1236732 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2844 members Mstep: Class 2 contains 10088 members Entering Unmasked Estep Score: -1236828.500000 Penalty: 3076.924316 Iteration 24Q: 3 clusters Score -1236828 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2715 members Mstep: Class 2 contains 10217 members Entering Unmasked Estep Score: -1236887.750000 Penalty: 3076.924316 Iteration 25Q: 3 clusters Score -1236888 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2613 members Mstep: Class 2 contains 10319 members Entering Unmasked Estep Score: -1236932.125000 Penalty: 3076.924316 Iteration 26Q: 3 clusters Score -1236932 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Mstep: Class 2 contains 10407 members Entering Unmasked Estep Score: -1236959.500000 Penalty: 3076.924316 Iteration 27Q: 3 clusters Score -1236960 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2449 members Mstep: Class 2 contains 10483 members Entering Unmasked Estep Score: -1236984.250000 Penalty: 3076.924316 Iteration 28Q: 3 clusters Score -1236984 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2382 members Mstep: Class 2 contains 10550 members Entering Unmasked Estep Score: -1237002.625000 Penalty: 3076.924316 Iteration 29Q: 3 clusters Score -1237003 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 10622 members Entering Unmasked Estep Score: -1237020.000000 Penalty: 3076.924316 Iteration 30Q: 3 clusters Score -1237020 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 10679 members Entering Unmasked Estep Score: -1237031.625000 Penalty: 3076.924316 Iteration 31Q: 3 clusters Score -1237032 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 10724 members Entering Unmasked Estep Score: -1237042.375000 Penalty: 3076.924316 Iteration 32Q: 3 clusters Score -1237042 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 10764 members Entering Unmasked Estep Score: -1237049.250000 Penalty: 3076.924316 Iteration 33Q: 3 clusters Score -1237049 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 10800 members Entering Unmasked Estep Score: -1237061.250000 Penalty: 3076.924316 Iteration 34Q: 3 clusters Score -1237061 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2101 members Mstep: Class 2 contains 10831 members Entering Unmasked Estep Score: -1237071.125000 Penalty: 3076.924316 Iteration 35Q: 3 clusters Score -1237071 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 10865 members Entering Unmasked Estep Score: -1237079.500000 Penalty: 3076.924316 Iteration 36Q: 3 clusters Score -1237080 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 10893 members Entering Unmasked Estep Score: -1237077.125000 Penalty: 3076.924316 Iteration 37Q: 3 clusters Score -1237077 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 10918 members Entering Unmasked Estep Score: -1237084.875000 Penalty: 3076.924316 Iteration 38Q: 3 clusters Score -1237085 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 10941 members Entering Unmasked Estep Score: -1237090.750000 Penalty: 3076.924316 Iteration 39Q: 3 clusters Score -1237091 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 10968 members Entering Unmasked Estep Score: -1237100.000000 Penalty: 3076.924316 Iteration 40F: 3 clusters Score -1237100 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 10997 members Entering Unmasked Estep Score: -1237104.625000 Penalty: 3076.924316 Iteration 41Q: 3 clusters Score -1237105 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 11017 members Entering Unmasked Estep Score: -1237106.125000 Penalty: 3076.924316 Iteration 42Q: 3 clusters Score -1237106 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 11031 members Entering Unmasked Estep Score: -1237111.375000 Penalty: 3076.924316 Iteration 43Q: 3 clusters Score -1237111 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 11040 members Entering Unmasked Estep Score: -1237109.875000 Penalty: 3076.924316 Iteration 44Q: 3 clusters Score -1237110 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 11052 members Entering Unmasked Estep Score: -1237111.875000 Penalty: 3076.924316 Iteration 45Q: 3 clusters Score -1237112 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 11066 members Entering Unmasked Estep Score: -1237114.750000 Penalty: 3076.924316 Iteration 46Q: 3 clusters Score -1237115 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 11076 members Entering Unmasked Estep Score: -1237120.250000 Penalty: 3076.924316 Iteration 47Q: 3 clusters Score -1237120 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 11082 members Entering Unmasked Estep Score: -1237119.250000 Penalty: 3076.924316 Iteration 48Q: 3 clusters Score -1237119 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 11085 members Entering Unmasked Estep Score: -1237120.875000 Penalty: 3076.924316 Iteration 49Q: 3 clusters Score -1237121 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 11087 members Entering Unmasked Estep Score: -1237121.000000 Penalty: 3076.924316 Iteration 50Q: 3 clusters Score -1237121 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 11088 members Entering Unmasked Estep Score: -1237120.000000 Penalty: 3076.924316 Iteration 51Q: 3 clusters Score -1237120 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 11089 members Entering Unmasked Estep Score: -1237121.250000 Penalty: 3076.924316 Iteration 52Q: 3 clusters Score -1237121 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 11091 members Entering Unmasked Estep Score: -1237121.375000 Penalty: 3076.924316 Iteration 53Q: 3 clusters Score -1237121 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 11095 members Entering Unmasked Estep Score: -1237121.750000 Penalty: 3076.924316 Iteration 54Q: 3 clusters Score -1237122 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 11098 members Entering Unmasked Estep Score: -1237120.250000 Penalty: 3076.924316 Iteration 55Q: 3 clusters Score -1237120 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 11100 members Entering Unmasked Estep Score: -1237122.125000 Penalty: 3076.924316 Iteration 56Q: 3 clusters Score -1237122 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 11102 members Entering Unmasked Estep Score: -1237122.625000 Penalty: 3076.924316 Iteration 57Q: 3 clusters Score -1237123 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 11105 members Entering Unmasked Estep Score: -1237122.250000 Penalty: 3076.924316 Iteration 58Q: 3 clusters Score -1237122 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 11109 members Entering Unmasked Estep Score: -1237124.250000 Penalty: 3076.924316 Iteration 59Q: 3 clusters Score -1237124 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 11114 members Entering Unmasked Estep Score: -1237123.750000 Penalty: 3076.924316 Iteration 60F: 3 clusters Score -1237124 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 11118 members Entering Unmasked Estep Score: -1237124.625000 Penalty: 3076.924316 Iteration 61Q: 3 clusters Score -1237125 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 11124 members Entering Unmasked Estep Score: -1237124.375000 Penalty: 3076.924316 Iteration 62Q: 3 clusters Score -1237124 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 11125 members Entering Unmasked Estep Score: -1237125.125000 Penalty: 3076.924316 Iteration 63Q: 3 clusters Score -1237125 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 11126 members Entering Unmasked Estep Score: -1237123.750000 Penalty: 3076.924316 Iteration 64Q: 3 clusters Score -1237124 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 11127 members Entering Unmasked Estep Score: -1237123.625000 Penalty: 3076.924316 Iteration 65Q: 3 clusters Score -1237124 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 11127 members Entering Unmasked Estep Score: -1237123.625000 Penalty: 3076.924316 Iteration 66F: 3 clusters Score -1237124 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1449 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Entering Unmasked Estep Score: -137343.875000 Penalty: 1182.777222 Iteration 0F: 2 clusters Score -137343.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -135628.265625 Penalty: 2365.554443 Iteration 0F: 3 clusters Score -135628.3 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -136205.359375 Penalty: 2365.554443 Iteration 1F: 3 clusters Score -136205.4 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -136488.796875 Penalty: 2365.554443 Iteration 2F: 3 clusters Score -136488.8 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -136659.671875 Penalty: 2365.554443 Iteration 3F: 3 clusters Score -136659.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -136736.203125 Penalty: 2365.554443 Iteration 4Q: 3 clusters Score -136736.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -136764.109375 Penalty: 2365.554443 Iteration 5Q: 3 clusters Score -136764.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -136791.281250 Penalty: 2365.554443 Iteration 6Q: 3 clusters Score -136791.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -136805.375000 Penalty: 2365.554443 Iteration 7Q: 3 clusters Score -136805.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -136810.921875 Penalty: 2365.554443 Iteration 8Q: 3 clusters Score -136810.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -136813.500000 Penalty: 2365.554443 Iteration 9Q: 3 clusters Score -136813.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -136813.500000 Penalty: 2365.554443 Iteration 10F: 3 clusters Score -136813.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (838 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Entering Unmasked Estep Score: -74375.187500 Penalty: 1093.790405 Iteration 0F: 2 clusters Score -74375.19 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -73145.351562 Penalty: 2187.580811 Iteration 0F: 3 clusters Score -73145.35 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -73574.609375 Penalty: 2187.580811 Iteration 1F: 3 clusters Score -73574.61 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -73779.882812 Penalty: 2187.580811 Iteration 2F: 3 clusters Score -73779.88 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -73864.781250 Penalty: 2187.580811 Iteration 3F: 3 clusters Score -73864.78 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -73909.242188 Penalty: 2187.580811 Iteration 4Q: 3 clusters Score -73909.24 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -73951.140625 Penalty: 2187.580811 Iteration 5Q: 3 clusters Score -73951.14 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -73971.476562 Penalty: 2187.580811 Iteration 6Q: 3 clusters Score -73971.48 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -73986.140625 Penalty: 2187.580811 Iteration 7Q: 3 clusters Score -73986.14 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -73993.507812 Penalty: 2187.580811 Iteration 8Q: 3 clusters Score -73993.51 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -73995.898438 Penalty: 2187.580811 Iteration 9Q: 3 clusters Score -73995.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -73995.898438 Penalty: 2187.580811 Iteration 10F: 3 clusters Score -73995.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (529 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Entering Unmasked Estep Score: -44519.687500 Penalty: 1019.035645 Iteration 0F: 2 clusters Score -44519.69 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 264 members Entering Unmasked Estep Score: -43619.125000 Penalty: 2038.071289 Iteration 0F: 3 clusters Score -43619.12 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -44083.855469 Penalty: 2038.071289 Iteration 1F: 3 clusters Score -44083.86 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -44228.511719 Penalty: 2038.071289 Iteration 2F: 3 clusters Score -44228.51 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -44273.457031 Penalty: 2038.071289 Iteration 3Q: 3 clusters Score -44273.46 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -44316.328125 Penalty: 2038.071289 Iteration 4Q: 3 clusters Score -44316.33 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -44348.937500 Penalty: 2038.071289 Iteration 5Q: 3 clusters Score -44348.94 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -44352.128906 Penalty: 2038.071289 Iteration 6Q: 3 clusters Score -44352.13 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -44354.390625 Penalty: 2038.071289 Iteration 7Q: 3 clusters Score -44354.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -44354.824219 Penalty: 2038.071289 Iteration 8Q: 3 clusters Score -44354.82 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -44354.824219 Penalty: 2038.071289 Iteration 9F: 3 clusters Score -44354.82 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1680 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Entering Unmasked Estep Score: -144557.421875 Penalty: 1206.814209 Iteration 0F: 2 clusters Score -144557.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -142755.953125 Penalty: 2413.628418 Iteration 0F: 3 clusters Score -142756 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -143431.140625 Penalty: 2413.628418 Iteration 1F: 3 clusters Score -143431.1 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -143659.625000 Penalty: 2413.628418 Iteration 2F: 3 clusters Score -143659.6 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -143825.000000 Penalty: 2413.628418 Iteration 3F: 3 clusters Score -143825 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -143971.859375 Penalty: 2413.628418 Iteration 4F: 3 clusters Score -143971.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -144038.468750 Penalty: 2413.628418 Iteration 5Q: 3 clusters Score -144038.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -144086.125000 Penalty: 2413.628418 Iteration 6Q: 3 clusters Score -144086.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -144114.343750 Penalty: 2413.628418 Iteration 7Q: 3 clusters Score -144114.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -144132.343750 Penalty: 2413.628418 Iteration 8Q: 3 clusters Score -144132.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -144144.375000 Penalty: 2413.628418 Iteration 9Q: 3 clusters Score -144144.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -144150.328125 Penalty: 2413.628418 Iteration 10Q: 3 clusters Score -144150.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -144156.656250 Penalty: 2413.628418 Iteration 11Q: 3 clusters Score -144156.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -144163.359375 Penalty: 2413.628418 Iteration 12Q: 3 clusters Score -144163.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -144169.015625 Penalty: 2413.628418 Iteration 13Q: 3 clusters Score -144169 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -144170.953125 Penalty: 2413.628418 Iteration 14Q: 3 clusters Score -144171 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -144172.515625 Penalty: 2413.628418 Iteration 15Q: 3 clusters Score -144172.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -144173.890625 Penalty: 2413.628418 Iteration 16Q: 3 clusters Score -144173.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -144173.890625 Penalty: 2413.628418 Iteration 17F: 3 clusters Score -144173.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 2 contains 1104 members Mstep: Class 3 contains 7062 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2530 members Mstep: Class 6 contains 2349 members Mstep: Class 7 contains 91380 members Mstep: Class 8 contains 1431 members Mstep: Class 9 contains 3184 members Mstep: Class 10 contains 146180 members Mstep: Class 11 contains 42306 members Mstep: Class 12 contains 737 members Mstep: Class 13 contains 2569 members Mstep: Class 14 contains 479 members Mstep: Class 15 contains 947 members Mstep: Class 16 contains 12932 members Mstep: Class 17 contains 1449 members Mstep: Class 18 contains 838 members Mstep: Class 21 contains 529 members Mstep: Class 22 contains 1680 members Entering Unmasked Estep ConsiderDeletion Score: -33079046.000000 Penalty: 45581.875000 Iteration 79Q: 23 clusters Score -3.307905e+07 nChanged 888 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 13669 members Mstep: Class 2 contains 1116 members Mstep: Class 3 contains 6925 members Mstep: Class 4 contains 2361 members Mstep: Class 5 contains 2545 members Mstep: Class 6 contains 2156 members Mstep: Class 7 contains 91419 members Mstep: Class 8 contains 1438 members Mstep: Class 9 contains 3173 members Mstep: Class 10 contains 146251 members Mstep: Class 11 contains 42392 members Mstep: Class 12 contains 823 members Mstep: Class 13 contains 2559 members Mstep: Class 14 contains 451 members Mstep: Class 15 contains 1046 members Mstep: Class 16 contains 12982 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 841 members Mstep: Class 19 contains 5741 members Mstep: Class 20 contains 3040 members Mstep: Class 21 contains 533 members Mstep: Class 22 contains 1679 members Entering Unmasked Estep ConsiderDeletion Score: -33079880.000000 Penalty: 45581.875000 Iteration 80F: 23 clusters Score -3.307988e+07 nChanged 1038 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 13714 members Mstep: Class 2 contains 1116 members Mstep: Class 3 contains 6830 members Mstep: Class 4 contains 2361 members Mstep: Class 5 contains 2546 members Mstep: Class 6 contains 2081 members Mstep: Class 7 contains 91453 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3146 members Mstep: Class 10 contains 146237 members Mstep: Class 11 contains 41935 members Mstep: Class 12 contains 899 members Mstep: Class 13 contains 2550 members Mstep: Class 14 contains 427 members Mstep: Class 15 contains 1100 members Mstep: Class 16 contains 12991 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 841 members Mstep: Class 19 contains 6181 members Mstep: Class 20 contains 3088 members Mstep: Class 21 contains 533 members Mstep: Class 22 contains 1674 members Entering Unmasked Estep ConsiderDeletion Score: -33080540.000000 Penalty: 45581.875000 Iteration 81Q: 23 clusters Score -3.308054e+07 nChanged 855 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 13753 members Mstep: Class 2 contains 1116 members Mstep: Class 3 contains 6736 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2546 members Mstep: Class 6 contains 2058 members Mstep: Class 7 contains 91508 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3116 members Mstep: Class 10 contains 146211 members Mstep: Class 11 contains 41611 members Mstep: Class 12 contains 923 members Mstep: Class 13 contains 2540 members Mstep: Class 14 contains 418 members Mstep: Class 15 contains 1156 members Mstep: Class 16 contains 12971 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 844 members Mstep: Class 19 contains 6509 members Mstep: Class 20 contains 3111 members Mstep: Class 21 contains 533 members Mstep: Class 22 contains 1683 members Entering Unmasked Estep ConsiderDeletion Score: -33080788.000000 Penalty: 45581.875000 Iteration 82Q: 23 clusters Score -3.308079e+07 nChanged 831 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 13795 members Mstep: Class 2 contains 1116 members Mstep: Class 3 contains 6623 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2545 members Mstep: Class 6 contains 2066 members Mstep: Class 7 contains 91561 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3088 members Mstep: Class 10 contains 146151 members Mstep: Class 11 contains 41360 members Mstep: Class 12 contains 931 members Mstep: Class 13 contains 2534 members Mstep: Class 14 contains 421 members Mstep: Class 15 contains 1218 members Mstep: Class 16 contains 12939 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 844 members Mstep: Class 19 contains 6799 members Mstep: Class 20 contains 3135 members Mstep: Class 21 contains 534 members Mstep: Class 22 contains 1683 members Entering Unmasked Estep ConsiderDeletion Score: -33080992.000000 Penalty: 45581.875000 Iteration 83Q: 23 clusters Score -3.308099e+07 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 13872 members Mstep: Class 2 contains 1116 members Mstep: Class 3 contains 6471 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 2544 members Mstep: Class 6 contains 2089 members Mstep: Class 7 contains 91609 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3064 members Mstep: Class 10 contains 146064 members Mstep: Class 11 contains 41194 members Mstep: Class 12 contains 946 members Mstep: Class 13 contains 2523 members Mstep: Class 14 contains 422 members Mstep: Class 15 contains 1294 members Mstep: Class 16 contains 12901 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 844 members Mstep: Class 19 contains 7018 members Mstep: Class 20 contains 3150 members Mstep: Class 21 contains 534 members Mstep: Class 22 contains 1688 members Entering Unmasked Estep ConsiderDeletion Score: -33081212.000000 Penalty: 45581.875000 Iteration 84Q: 23 clusters Score -3.308121e+07 nChanged 788 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 13971 members Mstep: Class 2 contains 1116 members Mstep: Class 3 contains 6262 members Mstep: Class 4 contains 2359 members Mstep: Class 5 contains 2541 members Mstep: Class 6 contains 2115 members Mstep: Class 7 contains 91651 members Mstep: Class 8 contains 1440 members Mstep: Class 9 contains 3056 members Mstep: Class 10 contains 145962 members Mstep: Class 11 contains 41055 members Mstep: Class 12 contains 952 members Mstep: Class 13 contains 2511 members Mstep: Class 14 contains 421 members Mstep: Class 15 contains 1395 members Mstep: Class 16 contains 12865 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 844 members Mstep: Class 19 contains 7229 members Mstep: Class 20 contains 3163 members Mstep: Class 21 contains 534 members Mstep: Class 22 contains 1700 members Entering Unmasked Estep ConsiderDeletion Score: -33081540.000000 Penalty: 45581.875000 Iteration 85Q: 23 clusters Score -3.308154e+07 nChanged 824 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14081 members Mstep: Class 2 contains 1116 members Mstep: Class 3 contains 5995 members Mstep: Class 4 contains 2359 members Mstep: Class 5 contains 2538 members Mstep: Class 6 contains 2155 members Mstep: Class 7 contains 91693 members Mstep: Class 8 contains 1440 members Mstep: Class 9 contains 3047 members Mstep: Class 10 contains 145848 members Mstep: Class 11 contains 40945 members Mstep: Class 12 contains 952 members Mstep: Class 13 contains 2508 members Mstep: Class 14 contains 421 members Mstep: Class 15 contains 1544 members Mstep: Class 16 contains 12828 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 845 members Mstep: Class 19 contains 7415 members Mstep: Class 20 contains 3173 members Mstep: Class 21 contains 534 members Mstep: Class 22 contains 1705 members Entering Unmasked Estep ConsiderDeletion Score: -33082076.000000 Penalty: 45581.875000 Iteration 86Q: 23 clusters Score -3.308208e+07 nChanged 903 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14234 members Mstep: Class 2 contains 1117 members Mstep: Class 3 contains 5605 members Mstep: Class 4 contains 2357 members Mstep: Class 5 contains 2540 members Mstep: Class 6 contains 2184 members Mstep: Class 7 contains 91725 members Mstep: Class 8 contains 1440 members Mstep: Class 9 contains 3042 members Mstep: Class 10 contains 145705 members Mstep: Class 11 contains 40899 members Mstep: Class 12 contains 950 members Mstep: Class 13 contains 2505 members Mstep: Class 14 contains 420 members Mstep: Class 15 contains 1774 members Mstep: Class 16 contains 12799 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 845 members Mstep: Class 19 contains 7576 members Mstep: Class 20 contains 3180 members Mstep: Class 21 contains 534 members Mstep: Class 22 contains 1711 members Entering Unmasked Estep ConsiderDeletion Score: -33083914.000000 Penalty: 45581.875000 Iteration 87Q: 23 clusters Score -3.308391e+07 nChanged 764 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14326 members Mstep: Class 2 contains 1117 members Mstep: Class 3 contains 5336 members Mstep: Class 4 contains 2356 members Mstep: Class 5 contains 2545 members Mstep: Class 6 contains 2210 members Mstep: Class 7 contains 91743 members Mstep: Class 8 contains 1440 members Mstep: Class 9 contains 3040 members Mstep: Class 10 contains 145543 members Mstep: Class 11 contains 40892 members Mstep: Class 12 contains 950 members Mstep: Class 13 contains 2504 members Mstep: Class 14 contains 422 members Mstep: Class 15 contains 1942 members Mstep: Class 16 contains 12778 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 846 members Mstep: Class 19 contains 7723 members Mstep: Class 20 contains 3183 members Mstep: Class 21 contains 533 members Mstep: Class 22 contains 1713 members Entering Unmasked Estep ConsiderDeletion Score: -33086466.000000 Penalty: 45581.875000 Iteration 88Q: 23 clusters Score -3.308647e+07 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14311 members Mstep: Class 2 contains 1122 members Mstep: Class 3 contains 5313 members Mstep: Class 4 contains 2353 members Mstep: Class 5 contains 2549 members Mstep: Class 6 contains 2232 members Mstep: Class 7 contains 91752 members Mstep: Class 8 contains 1440 members Mstep: Class 9 contains 3041 members Mstep: Class 10 contains 145377 members Mstep: Class 11 contains 40899 members Mstep: Class 12 contains 950 members Mstep: Class 13 contains 2501 members Mstep: Class 14 contains 422 members Mstep: Class 15 contains 1971 members Mstep: Class 16 contains 12766 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 849 members Mstep: Class 19 contains 7862 members Mstep: Class 20 contains 3186 members Mstep: Class 21 contains 535 members Mstep: Class 22 contains 1711 members Entering Unmasked Estep ConsiderDeletion Score: -33086694.000000 Penalty: 45581.875000 Iteration 89Q: 23 clusters Score -3.308669e+07 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14303 members Mstep: Class 2 contains 1123 members Mstep: Class 3 contains 5283 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2549 members Mstep: Class 6 contains 2258 members Mstep: Class 7 contains 91758 members Mstep: Class 8 contains 1440 members Mstep: Class 9 contains 3043 members Mstep: Class 10 contains 145215 members Mstep: Class 11 contains 40915 members Mstep: Class 12 contains 950 members Mstep: Class 13 contains 2501 members Mstep: Class 14 contains 421 members Mstep: Class 15 contains 2004 members Mstep: Class 16 contains 12758 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 851 members Mstep: Class 19 contains 7983 members Mstep: Class 20 contains 3190 members Mstep: Class 21 contains 534 members Mstep: Class 22 contains 1711 members Entering Unmasked Estep ConsiderDeletion Score: -33086886.000000 Penalty: 45581.875000 Iteration 90Q: 23 clusters Score -3.308689e+07 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14298 members Mstep: Class 2 contains 1124 members Mstep: Class 3 contains 5238 members Mstep: Class 4 contains 2351 members Mstep: Class 5 contains 2551 members Mstep: Class 6 contains 2280 members Mstep: Class 7 contains 91762 members Mstep: Class 8 contains 1440 members Mstep: Class 9 contains 3045 members Mstep: Class 10 contains 145055 members Mstep: Class 11 contains 40933 members Mstep: Class 12 contains 951 members Mstep: Class 13 contains 2501 members Mstep: Class 14 contains 421 members Mstep: Class 15 contains 2050 members Mstep: Class 16 contains 12755 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 851 members Mstep: Class 19 contains 8097 members Mstep: Class 20 contains 3193 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1710 members Entering Unmasked Estep ConsiderDeletion Score: -33087050.000000 Penalty: 45581.875000 Iteration 91Q: 23 clusters Score -3.308705e+07 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14302 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 5195 members Mstep: Class 4 contains 2350 members Mstep: Class 5 contains 2550 members Mstep: Class 6 contains 2305 members Mstep: Class 7 contains 91775 members Mstep: Class 8 contains 1440 members Mstep: Class 9 contains 3046 members Mstep: Class 10 contains 144898 members Mstep: Class 11 contains 40960 members Mstep: Class 12 contains 949 members Mstep: Class 13 contains 2502 members Mstep: Class 14 contains 421 members Mstep: Class 15 contains 2088 members Mstep: Class 16 contains 12743 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 851 members Mstep: Class 19 contains 8202 members Mstep: Class 20 contains 3194 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1710 members Entering Unmasked Estep ConsiderDeletion Score: -33087074.000000 Penalty: 45581.875000 Iteration 92Q: 23 clusters Score -3.308707e+07 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14306 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 5164 members Mstep: Class 4 contains 2350 members Mstep: Class 5 contains 2551 members Mstep: Class 6 contains 2330 members Mstep: Class 7 contains 91791 members Mstep: Class 8 contains 1440 members Mstep: Class 9 contains 3049 members Mstep: Class 10 contains 144760 members Mstep: Class 11 contains 40968 members Mstep: Class 12 contains 948 members Mstep: Class 13 contains 2501 members Mstep: Class 14 contains 422 members Mstep: Class 15 contains 2117 members Mstep: Class 16 contains 12726 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 851 members Mstep: Class 19 contains 8302 members Mstep: Class 20 contains 3195 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1710 members Entering Unmasked Estep ConsiderDeletion Score: -33087238.000000 Penalty: 45581.875000 Iteration 93Q: 23 clusters Score -3.308724e+07 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14312 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 5139 members Mstep: Class 4 contains 2351 members Mstep: Class 5 contains 2551 members Mstep: Class 6 contains 2362 members Mstep: Class 7 contains 91807 members Mstep: Class 8 contains 1440 members Mstep: Class 9 contains 3050 members Mstep: Class 10 contains 144630 members Mstep: Class 11 contains 40975 members Mstep: Class 12 contains 947 members Mstep: Class 13 contains 2501 members Mstep: Class 14 contains 421 members Mstep: Class 15 contains 2138 members Mstep: Class 16 contains 12709 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 851 members Mstep: Class 19 contains 8391 members Mstep: Class 20 contains 3196 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1710 members Entering Unmasked Estep ConsiderDeletion Score: -33087288.000000 Penalty: 45581.875000 Iteration 94Q: 23 clusters Score -3.308729e+07 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14316 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 5113 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2551 members Mstep: Class 6 contains 2399 members Mstep: Class 7 contains 91819 members Mstep: Class 8 contains 1440 members Mstep: Class 9 contains 3050 members Mstep: Class 10 contains 144506 members Mstep: Class 11 contains 41006 members Mstep: Class 12 contains 947 members Mstep: Class 13 contains 2501 members Mstep: Class 14 contains 420 members Mstep: Class 15 contains 2163 members Mstep: Class 16 contains 12696 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 851 members Mstep: Class 19 contains 8445 members Mstep: Class 20 contains 3196 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1710 members Entering Unmasked Estep ConsiderDeletion Score: -33087312.000000 Penalty: 45581.875000 Iteration 95Q: 23 clusters Score -3.308731e+07 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14316 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 5095 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2551 members Mstep: Class 6 contains 2434 members Mstep: Class 7 contains 91832 members Mstep: Class 8 contains 1440 members Mstep: Class 9 contains 3050 members Mstep: Class 10 contains 144383 members Mstep: Class 11 contains 41049 members Mstep: Class 12 contains 947 members Mstep: Class 13 contains 2501 members Mstep: Class 14 contains 420 members Mstep: Class 15 contains 2184 members Mstep: Class 16 contains 12681 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 851 members Mstep: Class 19 contains 8489 members Mstep: Class 20 contains 3196 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1710 members Entering Unmasked Estep ConsiderDeletion Score: -33087358.000000 Penalty: 45581.875000 Iteration 96Q: 23 clusters Score -3.308736e+07 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14318 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 5085 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2551 members Mstep: Class 6 contains 2466 members Mstep: Class 7 contains 91839 members Mstep: Class 8 contains 1440 members Mstep: Class 9 contains 3051 members Mstep: Class 10 contains 144296 members Mstep: Class 11 contains 41053 members Mstep: Class 12 contains 947 members Mstep: Class 13 contains 2501 members Mstep: Class 14 contains 420 members Mstep: Class 15 contains 2191 members Mstep: Class 16 contains 12675 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 851 members Mstep: Class 19 contains 8539 members Mstep: Class 20 contains 3196 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1710 members Entering Unmasked Estep ConsiderDeletion Score: -33087406.000000 Penalty: 45581.875000 Iteration 97Q: 23 clusters Score -3.308741e+07 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14320 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 5080 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2551 members Mstep: Class 6 contains 2493 members Mstep: Class 7 contains 91846 members Mstep: Class 8 contains 1440 members Mstep: Class 9 contains 3053 members Mstep: Class 10 contains 144197 members Mstep: Class 11 contains 41087 members Mstep: Class 12 contains 948 members Mstep: Class 13 contains 2501 members Mstep: Class 14 contains 420 members Mstep: Class 15 contains 2194 members Mstep: Class 16 contains 12668 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 851 members Mstep: Class 19 contains 8574 members Mstep: Class 20 contains 3196 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1710 members Entering Unmasked Estep ConsiderDeletion Score: -33087416.000000 Penalty: 45581.875000 Iteration 98Q: 23 clusters Score -3.308742e+07 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14323 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 5077 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2551 members Mstep: Class 6 contains 2514 members Mstep: Class 7 contains 91854 members Mstep: Class 8 contains 1440 members Mstep: Class 9 contains 3054 members Mstep: Class 10 contains 144113 members Mstep: Class 11 contains 41109 members Mstep: Class 12 contains 947 members Mstep: Class 13 contains 2501 members Mstep: Class 14 contains 420 members Mstep: Class 15 contains 2196 members Mstep: Class 16 contains 12660 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 851 members Mstep: Class 19 contains 8613 members Mstep: Class 20 contains 3196 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1710 members Entering Unmasked Estep ConsiderDeletion Score: -33087472.000000 Penalty: 45581.875000 Iteration 99Q: 23 clusters Score -3.308747e+07 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14324 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 5071 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2551 members Mstep: Class 6 contains 2529 members Mstep: Class 7 contains 91858 members Mstep: Class 8 contains 1440 members Mstep: Class 9 contains 3055 members Mstep: Class 10 contains 144037 members Mstep: Class 11 contains 41129 members Mstep: Class 12 contains 946 members Mstep: Class 13 contains 2501 members Mstep: Class 14 contains 420 members Mstep: Class 15 contains 2204 members Mstep: Class 16 contains 12657 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 851 members Mstep: Class 19 contains 8650 members Mstep: Class 20 contains 3196 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1710 members Entering Unmasked Estep ConsiderDeletion Score: -33087456.000000 Penalty: 45581.875000 Iteration 100F: 23 clusters Score -3.308746e+07 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14326 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 5066 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2551 members Mstep: Class 6 contains 2547 members Mstep: Class 7 contains 91863 members Mstep: Class 8 contains 1440 members Mstep: Class 9 contains 3056 members Mstep: Class 10 contains 143982 members Mstep: Class 11 contains 41123 members Mstep: Class 12 contains 948 members Mstep: Class 13 contains 2501 members Mstep: Class 14 contains 418 members Mstep: Class 15 contains 2207 members Mstep: Class 16 contains 12654 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 851 members Mstep: Class 19 contains 8690 members Mstep: Class 20 contains 3196 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1710 members Entering Unmasked Estep ConsiderDeletion Score: -33087484.000000 Penalty: 45581.875000 Iteration 101Q: 23 clusters Score -3.308748e+07 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14326 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 5064 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2550 members Mstep: Class 6 contains 2562 members Mstep: Class 7 contains 91868 members Mstep: Class 8 contains 1440 members Mstep: Class 9 contains 3058 members Mstep: Class 10 contains 143925 members Mstep: Class 11 contains 41123 members Mstep: Class 12 contains 953 members Mstep: Class 13 contains 2501 members Mstep: Class 14 contains 417 members Mstep: Class 15 contains 2209 members Mstep: Class 16 contains 12648 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 851 members Mstep: Class 19 contains 8728 members Mstep: Class 20 contains 3196 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1710 members Entering Unmasked Estep ConsiderDeletion Score: -33087422.000000 Penalty: 45581.875000 Iteration 102Q: 23 clusters Score -3.308742e+07 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14327 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 5062 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2554 members Mstep: Class 6 contains 2577 members Mstep: Class 7 contains 91874 members Mstep: Class 8 contains 1440 members Mstep: Class 9 contains 3055 members Mstep: Class 10 contains 143859 members Mstep: Class 11 contains 41130 members Mstep: Class 12 contains 959 members Mstep: Class 13 contains 2499 members Mstep: Class 14 contains 417 members Mstep: Class 15 contains 2210 members Mstep: Class 16 contains 12640 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 851 members Mstep: Class 19 contains 8766 members Mstep: Class 20 contains 3199 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1710 members Entering Unmasked Estep ConsiderDeletion Score: -33087470.000000 Penalty: 45581.875000 Iteration 103Q: 23 clusters Score -3.308747e+07 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14326 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 5061 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2555 members Mstep: Class 6 contains 2591 members Mstep: Class 7 contains 91878 members Mstep: Class 8 contains 1440 members Mstep: Class 9 contains 3051 members Mstep: Class 10 contains 143804 members Mstep: Class 11 contains 41143 members Mstep: Class 12 contains 962 members Mstep: Class 13 contains 2498 members Mstep: Class 14 contains 417 members Mstep: Class 15 contains 2211 members Mstep: Class 16 contains 12636 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 851 members Mstep: Class 19 contains 8794 members Mstep: Class 20 contains 3201 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1710 members Entering Unmasked Estep ConsiderDeletion Score: -33087452.000000 Penalty: 45581.875000 Iteration 104Q: 23 clusters Score -3.308745e+07 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14326 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 5057 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2554 members Mstep: Class 6 contains 2607 members Mstep: Class 7 contains 91879 members Mstep: Class 8 contains 1440 members Mstep: Class 9 contains 3044 members Mstep: Class 10 contains 143761 members Mstep: Class 11 contains 41131 members Mstep: Class 12 contains 971 members Mstep: Class 13 contains 2496 members Mstep: Class 14 contains 416 members Mstep: Class 15 contains 2215 members Mstep: Class 16 contains 12632 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 851 members Mstep: Class 19 contains 8836 members Mstep: Class 20 contains 3200 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1713 members Entering Unmasked Estep ConsiderDeletion Score: -33087462.000000 Penalty: 45581.875000 Iteration 105Q: 23 clusters Score -3.308746e+07 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14326 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 5057 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2553 members Mstep: Class 6 contains 2623 members Mstep: Class 7 contains 91881 members Mstep: Class 8 contains 1440 members Mstep: Class 9 contains 3034 members Mstep: Class 10 contains 143718 members Mstep: Class 11 contains 41132 members Mstep: Class 12 contains 978 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 414 members Mstep: Class 15 contains 2215 members Mstep: Class 16 contains 12628 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 851 members Mstep: Class 19 contains 8867 members Mstep: Class 20 contains 3203 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1715 members Entering Unmasked Estep ConsiderDeletion Score: -33087426.000000 Penalty: 45581.875000 Iteration 106Q: 23 clusters Score -3.308743e+07 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14325 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 5057 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2552 members Mstep: Class 6 contains 2636 members Mstep: Class 7 contains 91882 members Mstep: Class 8 contains 1440 members Mstep: Class 9 contains 3033 members Mstep: Class 10 contains 143659 members Mstep: Class 11 contains 41151 members Mstep: Class 12 contains 979 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 413 members Mstep: Class 15 contains 2215 members Mstep: Class 16 contains 12625 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 8895 members Mstep: Class 20 contains 3206 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1715 members Entering Unmasked Estep ConsiderDeletion Score: -33087448.000000 Penalty: 45581.875000 Iteration 107Q: 23 clusters Score -3.308745e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14325 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 5057 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2552 members Mstep: Class 6 contains 2649 members Mstep: Class 7 contains 91884 members Mstep: Class 8 contains 1440 members Mstep: Class 9 contains 3033 members Mstep: Class 10 contains 143602 members Mstep: Class 11 contains 41173 members Mstep: Class 12 contains 981 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 412 members Mstep: Class 15 contains 2215 members Mstep: Class 16 contains 12622 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 853 members Mstep: Class 19 contains 8916 members Mstep: Class 20 contains 3206 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1715 members Entering Unmasked Estep ConsiderDeletion Score: -33087462.000000 Penalty: 45581.875000 Iteration 108Q: 23 clusters Score -3.308746e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14325 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 5057 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2553 members Mstep: Class 6 contains 2664 members Mstep: Class 7 contains 91884 members Mstep: Class 8 contains 1440 members Mstep: Class 9 contains 3033 members Mstep: Class 10 contains 143540 members Mstep: Class 11 contains 41203 members Mstep: Class 12 contains 980 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 412 members Mstep: Class 15 contains 2215 members Mstep: Class 16 contains 12621 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 8933 members Mstep: Class 20 contains 3207 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087520.000000 Penalty: 45581.875000 Iteration 109Q: 23 clusters Score -3.308752e+07 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14325 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 5057 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2552 members Mstep: Class 6 contains 2684 members Mstep: Class 7 contains 91884 members Mstep: Class 8 contains 1440 members Mstep: Class 9 contains 3032 members Mstep: Class 10 contains 143478 members Mstep: Class 11 contains 41235 members Mstep: Class 12 contains 980 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 412 members Mstep: Class 15 contains 2214 members Mstep: Class 16 contains 12620 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 853 members Mstep: Class 19 contains 8945 members Mstep: Class 20 contains 3208 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087544.000000 Penalty: 45581.875000 Iteration 110Q: 23 clusters Score -3.308754e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14324 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 5057 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2552 members Mstep: Class 6 contains 2701 members Mstep: Class 7 contains 91886 members Mstep: Class 8 contains 1440 members Mstep: Class 9 contains 3032 members Mstep: Class 10 contains 143427 members Mstep: Class 11 contains 41239 members Mstep: Class 12 contains 980 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 412 members Mstep: Class 15 contains 2214 members Mstep: Class 16 contains 12618 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 853 members Mstep: Class 19 contains 8976 members Mstep: Class 20 contains 3208 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087570.000000 Penalty: 45581.875000 Iteration 111Q: 23 clusters Score -3.308757e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14324 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 5057 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2552 members Mstep: Class 6 contains 2720 members Mstep: Class 7 contains 91886 members Mstep: Class 8 contains 1440 members Mstep: Class 9 contains 3033 members Mstep: Class 10 contains 143381 members Mstep: Class 11 contains 41227 members Mstep: Class 12 contains 980 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 412 members Mstep: Class 15 contains 2214 members Mstep: Class 16 contains 12615 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 853 members Mstep: Class 19 contains 9017 members Mstep: Class 20 contains 3208 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087634.000000 Penalty: 45581.875000 Iteration 112Q: 23 clusters Score -3.308763e+07 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14324 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 5057 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2553 members Mstep: Class 6 contains 2732 members Mstep: Class 7 contains 91886 members Mstep: Class 8 contains 1440 members Mstep: Class 9 contains 3031 members Mstep: Class 10 contains 143343 members Mstep: Class 11 contains 41198 members Mstep: Class 12 contains 980 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 412 members Mstep: Class 15 contains 2214 members Mstep: Class 16 contains 12615 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 853 members Mstep: Class 19 contains 9073 members Mstep: Class 20 contains 3208 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087664.000000 Penalty: 45581.875000 Iteration 113Q: 23 clusters Score -3.308766e+07 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14324 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 5057 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2552 members Mstep: Class 6 contains 2754 members Mstep: Class 7 contains 91886 members Mstep: Class 8 contains 1440 members Mstep: Class 9 contains 3029 members Mstep: Class 10 contains 143300 members Mstep: Class 11 contains 41182 members Mstep: Class 12 contains 980 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 412 members Mstep: Class 15 contains 2214 members Mstep: Class 16 contains 12615 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 853 members Mstep: Class 19 contains 9113 members Mstep: Class 20 contains 3208 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087626.000000 Penalty: 45581.875000 Iteration 114Q: 23 clusters Score -3.308763e+07 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14324 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 5057 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2552 members Mstep: Class 6 contains 2777 members Mstep: Class 7 contains 91886 members Mstep: Class 8 contains 1440 members Mstep: Class 9 contains 3029 members Mstep: Class 10 contains 143274 members Mstep: Class 11 contains 41145 members Mstep: Class 12 contains 980 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 412 members Mstep: Class 15 contains 2214 members Mstep: Class 16 contains 12615 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 853 members Mstep: Class 19 contains 9153 members Mstep: Class 20 contains 3208 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087616.000000 Penalty: 45581.875000 Iteration 115Q: 23 clusters Score -3.308762e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14324 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 5057 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2552 members Mstep: Class 6 contains 2799 members Mstep: Class 7 contains 91886 members Mstep: Class 8 contains 1440 members Mstep: Class 9 contains 3027 members Mstep: Class 10 contains 143242 members Mstep: Class 11 contains 41116 members Mstep: Class 12 contains 980 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 412 members Mstep: Class 15 contains 2214 members Mstep: Class 16 contains 12614 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 853 members Mstep: Class 19 contains 9195 members Mstep: Class 20 contains 3208 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087624.000000 Penalty: 45581.875000 Iteration 116Q: 23 clusters Score -3.308762e+07 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14324 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 5057 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2552 members Mstep: Class 6 contains 2818 members Mstep: Class 7 contains 91887 members Mstep: Class 8 contains 1440 members Mstep: Class 9 contains 3030 members Mstep: Class 10 contains 143205 members Mstep: Class 11 contains 41086 members Mstep: Class 12 contains 980 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 412 members Mstep: Class 15 contains 2214 members Mstep: Class 16 contains 12612 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 853 members Mstep: Class 19 contains 9241 members Mstep: Class 20 contains 3208 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087602.000000 Penalty: 45581.875000 Iteration 117Q: 23 clusters Score -3.30876e+07 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14324 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 5057 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2552 members Mstep: Class 6 contains 2852 members Mstep: Class 7 contains 91886 members Mstep: Class 8 contains 1440 members Mstep: Class 9 contains 3031 members Mstep: Class 10 contains 143170 members Mstep: Class 11 contains 41060 members Mstep: Class 12 contains 980 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 412 members Mstep: Class 15 contains 2214 members Mstep: Class 16 contains 12613 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 853 members Mstep: Class 19 contains 9267 members Mstep: Class 20 contains 3208 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087602.000000 Penalty: 45581.875000 Iteration 118Q: 23 clusters Score -3.30876e+07 nChanged 147 Entering ConstructFrom: Score: -33087602.000000 Penalty: 45581.875000 Entering ConstructFrom: Trying to split cluster 1 (14324 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14324 members Entering Unmasked Estep Score: -1336489.000000 Penalty: 1555.074951 Iteration 0F: 2 clusters Score -1336489 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7240 members Mstep: Class 2 contains 7084 members Entering Unmasked Estep Score: -1326562.250000 Penalty: 3110.149902 Iteration 0F: 3 clusters Score -1326562 nChanged 6317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7637 members Mstep: Class 2 contains 6687 members Entering Unmasked Estep Score: -1330081.875000 Penalty: 3110.149902 Iteration 1F: 3 clusters Score -1330082 nChanged 787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7784 members Mstep: Class 2 contains 6540 members Entering Unmasked Estep Score: -1330452.250000 Penalty: 3110.149902 Iteration 2F: 3 clusters Score -1330452 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7997 members Mstep: Class 2 contains 6327 members Entering Unmasked Estep Score: -1330825.625000 Penalty: 3110.149902 Iteration 3F: 3 clusters Score -1330826 nChanged 743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8224 members Mstep: Class 2 contains 6100 members Entering Unmasked Estep Score: -1331241.500000 Penalty: 3110.149902 Iteration 4F: 3 clusters Score -1331242 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8416 members Mstep: Class 2 contains 5908 members Entering Unmasked Estep Score: -1331624.625000 Penalty: 3110.149902 Iteration 5Q: 3 clusters Score -1331625 nChanged 686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8576 members Mstep: Class 2 contains 5748 members Entering Unmasked Estep Score: -1332041.250000 Penalty: 3110.149902 Iteration 6Q: 3 clusters Score -1332041 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8756 members Mstep: Class 2 contains 5568 members Entering Unmasked Estep Score: -1332535.375000 Penalty: 3110.149902 Iteration 7Q: 3 clusters Score -1332535 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8911 members Mstep: Class 2 contains 5413 members Entering Unmasked Estep Score: -1333043.000000 Penalty: 3110.149902 Iteration 8F: 3 clusters Score -1333043 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9045 members Mstep: Class 2 contains 5279 members Entering Unmasked Estep Score: -1333489.375000 Penalty: 3110.149902 Iteration 9Q: 3 clusters Score -1333489 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9153 members Mstep: Class 2 contains 5171 members Entering Unmasked Estep Score: -1333824.625000 Penalty: 3110.149902 Iteration 10Q: 3 clusters Score -1333825 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9262 members Mstep: Class 2 contains 5062 members Entering Unmasked Estep Score: -1334102.000000 Penalty: 3110.149902 Iteration 11Q: 3 clusters Score -1334102 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9365 members Mstep: Class 2 contains 4959 members Entering Unmasked Estep Score: -1334279.625000 Penalty: 3110.149902 Iteration 12Q: 3 clusters Score -1334280 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9433 members Mstep: Class 2 contains 4891 members Entering Unmasked Estep Score: -1334380.625000 Penalty: 3110.149902 Iteration 13Q: 3 clusters Score -1334381 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9477 members Mstep: Class 2 contains 4847 members Entering Unmasked Estep Score: -1334455.250000 Penalty: 3110.149902 Iteration 14Q: 3 clusters Score -1334455 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9505 members Mstep: Class 2 contains 4819 members Entering Unmasked Estep Score: -1334521.000000 Penalty: 3110.149902 Iteration 15Q: 3 clusters Score -1334521 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9524 members Mstep: Class 2 contains 4800 members Entering Unmasked Estep Score: -1334574.250000 Penalty: 3110.149902 Iteration 16Q: 3 clusters Score -1334574 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9557 members Mstep: Class 2 contains 4767 members Entering Unmasked Estep Score: -1334615.250000 Penalty: 3110.149902 Iteration 17Q: 3 clusters Score -1334615 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9579 members Mstep: Class 2 contains 4745 members Entering Unmasked Estep Score: -1334658.375000 Penalty: 3110.149902 Iteration 18Q: 3 clusters Score -1334658 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9593 members Mstep: Class 2 contains 4731 members Entering Unmasked Estep Score: -1334681.125000 Penalty: 3110.149902 Iteration 19Q: 3 clusters Score -1334681 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9602 members Mstep: Class 2 contains 4722 members Entering Unmasked Estep Score: -1334702.750000 Penalty: 3110.149902 Iteration 20F: 3 clusters Score -1334703 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9618 members Mstep: Class 2 contains 4706 members Entering Unmasked Estep Score: -1334718.125000 Penalty: 3110.149902 Iteration 21Q: 3 clusters Score -1334718 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9637 members Mstep: Class 2 contains 4687 members Entering Unmasked Estep Score: -1334733.625000 Penalty: 3110.149902 Iteration 22Q: 3 clusters Score -1334734 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9658 members Mstep: Class 2 contains 4666 members Entering Unmasked Estep Score: -1334743.875000 Penalty: 3110.149902 Iteration 23Q: 3 clusters Score -1334744 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9672 members Mstep: Class 2 contains 4652 members Entering Unmasked Estep Score: -1334754.875000 Penalty: 3110.149902 Iteration 24Q: 3 clusters Score -1334755 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9696 members Mstep: Class 2 contains 4628 members Entering Unmasked Estep Score: -1334763.750000 Penalty: 3110.149902 Iteration 25Q: 3 clusters Score -1334764 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9723 members Mstep: Class 2 contains 4601 members Entering Unmasked Estep Score: -1334771.000000 Penalty: 3110.149902 Iteration 26Q: 3 clusters Score -1334771 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9736 members Mstep: Class 2 contains 4588 members Entering Unmasked Estep Score: -1334771.000000 Penalty: 3110.149902 Iteration 27Q: 3 clusters Score -1334771 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9752 members Mstep: Class 2 contains 4572 members Entering Unmasked Estep Score: -1334774.000000 Penalty: 3110.149902 Iteration 28Q: 3 clusters Score -1334774 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9761 members Mstep: Class 2 contains 4563 members Entering Unmasked Estep Score: -1334775.875000 Penalty: 3110.149902 Iteration 29Q: 3 clusters Score -1334776 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9774 members Mstep: Class 2 contains 4550 members Entering Unmasked Estep Score: -1334780.125000 Penalty: 3110.149902 Iteration 30Q: 3 clusters Score -1334780 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9786 members Mstep: Class 2 contains 4538 members Entering Unmasked Estep Score: -1334781.500000 Penalty: 3110.149902 Iteration 31Q: 3 clusters Score -1334782 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9793 members Mstep: Class 2 contains 4531 members Entering Unmasked Estep Score: -1334782.750000 Penalty: 3110.149902 Iteration 32Q: 3 clusters Score -1334783 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9799 members Mstep: Class 2 contains 4525 members Entering Unmasked Estep Score: -1334783.875000 Penalty: 3110.149902 Iteration 33Q: 3 clusters Score -1334784 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9802 members Mstep: Class 2 contains 4522 members Entering Unmasked Estep Score: -1334780.750000 Penalty: 3110.149902 Iteration 34Q: 3 clusters Score -1334781 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9806 members Mstep: Class 2 contains 4518 members Entering Unmasked Estep Score: -1334779.625000 Penalty: 3110.149902 Iteration 35Q: 3 clusters Score -1334780 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9809 members Mstep: Class 2 contains 4515 members Entering Unmasked Estep Score: -1334781.000000 Penalty: 3110.149902 Iteration 36Q: 3 clusters Score -1334781 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9814 members Mstep: Class 2 contains 4510 members Entering Unmasked Estep Score: -1334781.625000 Penalty: 3110.149902 Iteration 37Q: 3 clusters Score -1334782 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9815 members Mstep: Class 2 contains 4509 members Entering Unmasked Estep Score: -1334782.000000 Penalty: 3110.149902 Iteration 38Q: 3 clusters Score -1334782 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9818 members Mstep: Class 2 contains 4506 members Entering Unmasked Estep Score: -1334784.875000 Penalty: 3110.149902 Iteration 39Q: 3 clusters Score -1334785 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9820 members Mstep: Class 2 contains 4504 members Entering Unmasked Estep Score: -1334783.125000 Penalty: 3110.149902 Iteration 40F: 3 clusters Score -1334783 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9821 members Mstep: Class 2 contains 4503 members Entering Unmasked Estep Score: -1334785.000000 Penalty: 3110.149902 Iteration 41Q: 3 clusters Score -1334785 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9825 members Mstep: Class 2 contains 4499 members Entering Unmasked Estep Score: -1334784.875000 Penalty: 3110.149902 Iteration 42Q: 3 clusters Score -1334785 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9825 members Mstep: Class 2 contains 4499 members Entering Unmasked Estep Score: -1334784.125000 Penalty: 3110.149902 Iteration 43Q: 3 clusters Score -1334784 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9829 members Mstep: Class 2 contains 4495 members Entering Unmasked Estep Score: -1334785.000000 Penalty: 3110.149902 Iteration 44Q: 3 clusters Score -1334785 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9833 members Mstep: Class 2 contains 4491 members Entering Unmasked Estep Score: -1334785.125000 Penalty: 3110.149902 Iteration 45Q: 3 clusters Score -1334785 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9837 members Mstep: Class 2 contains 4487 members Entering Unmasked Estep Score: -1334786.000000 Penalty: 3110.149902 Iteration 46Q: 3 clusters Score -1334786 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9838 members Mstep: Class 2 contains 4486 members Entering Unmasked Estep Score: -1334785.250000 Penalty: 3110.149902 Iteration 47Q: 3 clusters Score -1334785 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9841 members Mstep: Class 2 contains 4483 members Entering Unmasked Estep Score: -1334783.875000 Penalty: 3110.149902 Iteration 48Q: 3 clusters Score -1334784 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9842 members Mstep: Class 2 contains 4482 members Entering Unmasked Estep Score: -1334784.500000 Penalty: 3110.149902 Iteration 49Q: 3 clusters Score -1334784 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9843 members Mstep: Class 2 contains 4481 members Entering Unmasked Estep Score: -1334784.375000 Penalty: 3110.149902 Iteration 50Q: 3 clusters Score -1334784 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9845 members Mstep: Class 2 contains 4479 members Entering Unmasked Estep Score: -1334784.375000 Penalty: 3110.149902 Iteration 51Q: 3 clusters Score -1334784 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9849 members Mstep: Class 2 contains 4475 members Entering Unmasked Estep Score: -1334786.625000 Penalty: 3110.149902 Iteration 52Q: 3 clusters Score -1334787 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9848 members Mstep: Class 2 contains 4476 members Entering Unmasked Estep Score: -1334786.250000 Penalty: 3110.149902 Iteration 53Q: 3 clusters Score -1334786 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9847 members Mstep: Class 2 contains 4477 members Entering Unmasked Estep Score: -1334786.750000 Penalty: 3110.149902 Iteration 54Q: 3 clusters Score -1334787 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9849 members Mstep: Class 2 contains 4475 members Entering Unmasked Estep Score: -1334785.625000 Penalty: 3110.149902 Iteration 55Q: 3 clusters Score -1334786 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9848 members Mstep: Class 2 contains 4476 members Entering Unmasked Estep Score: -1334785.500000 Penalty: 3110.149902 Iteration 56Q: 3 clusters Score -1334786 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9848 members Mstep: Class 2 contains 4476 members Entering Unmasked Estep Score: -1334785.500000 Penalty: 3110.149902 Iteration 57F: 3 clusters Score -1334786 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (1125 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Entering Unmasked Estep Score: -102533.843750 Penalty: 1141.650024 Iteration 0F: 2 clusters Score -102533.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -101036.429688 Penalty: 2283.300049 Iteration 0F: 3 clusters Score -101036.4 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -101377.562500 Penalty: 2283.300049 Iteration 1F: 3 clusters Score -101377.6 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -101498.390625 Penalty: 2283.300049 Iteration 2F: 3 clusters Score -101498.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -101582.148438 Penalty: 2283.300049 Iteration 3F: 3 clusters Score -101582.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -101672.859375 Penalty: 2283.300049 Iteration 4Q: 3 clusters Score -101672.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -101756.609375 Penalty: 2283.300049 Iteration 5Q: 3 clusters Score -101756.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -101846.539062 Penalty: 2283.300049 Iteration 6Q: 3 clusters Score -101846.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -101887.234375 Penalty: 2283.300049 Iteration 7Q: 3 clusters Score -101887.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -101917.929688 Penalty: 2283.300049 Iteration 8Q: 3 clusters Score -101917.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -101950.695312 Penalty: 2283.300049 Iteration 9Q: 3 clusters Score -101950.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -101977.148438 Penalty: 2283.300049 Iteration 10Q: 3 clusters Score -101977.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -101999.226562 Penalty: 2283.300049 Iteration 11Q: 3 clusters Score -101999.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -102008.414062 Penalty: 2283.300049 Iteration 12Q: 3 clusters Score -102008.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -102023.500000 Penalty: 2283.300049 Iteration 13Q: 3 clusters Score -102023.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -102035.710938 Penalty: 2283.300049 Iteration 14Q: 3 clusters Score -102035.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -102063.210938 Penalty: 2283.300049 Iteration 15Q: 3 clusters Score -102063.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -102091.179688 Penalty: 2283.300049 Iteration 16Q: 3 clusters Score -102091.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -102111.976562 Penalty: 2283.300049 Iteration 17Q: 3 clusters Score -102112 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -102163.382812 Penalty: 2283.300049 Iteration 18Q: 3 clusters Score -102163.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -102226.648438 Penalty: 2283.300049 Iteration 19Q: 3 clusters Score -102226.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -102259.687500 Penalty: 2283.300049 Iteration 20F: 3 clusters Score -102259.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -102275.843750 Penalty: 2283.300049 Iteration 21Q: 3 clusters Score -102275.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -102283.773438 Penalty: 2283.300049 Iteration 22Q: 3 clusters Score -102283.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -102288.921875 Penalty: 2283.300049 Iteration 23Q: 3 clusters Score -102288.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -102291.367188 Penalty: 2283.300049 Iteration 24Q: 3 clusters Score -102291.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -102294.656250 Penalty: 2283.300049 Iteration 25Q: 3 clusters Score -102294.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -102296.414062 Penalty: 2283.300049 Iteration 26Q: 3 clusters Score -102296.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -102296.414062 Penalty: 2283.300049 Iteration 27F: 3 clusters Score -102296.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (5057 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5057 members Entering Unmasked Estep Score: -472449.875000 Penalty: 1385.885986 Iteration 0F: 2 clusters Score -472449.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 2590 members Entering Unmasked Estep Score: -468424.625000 Penalty: 2771.771973 Iteration 0F: 3 clusters Score -468424.6 nChanged 2031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 2791 members Entering Unmasked Estep Score: -469604.031250 Penalty: 2771.771973 Iteration 1F: 3 clusters Score -469604 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 2919 members Entering Unmasked Estep Score: -469912.156250 Penalty: 2771.771973 Iteration 2F: 3 clusters Score -469912.2 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 3013 members Entering Unmasked Estep Score: -470111.625000 Penalty: 2771.771973 Iteration 3F: 3 clusters Score -470111.6 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 3109 members Entering Unmasked Estep Score: -470254.843750 Penalty: 2771.771973 Iteration 4Q: 3 clusters Score -470254.8 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 3194 members Entering Unmasked Estep Score: -470372.781250 Penalty: 2771.771973 Iteration 5Q: 3 clusters Score -470372.8 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 3293 members Entering Unmasked Estep Score: -470500.968750 Penalty: 2771.771973 Iteration 6Q: 3 clusters Score -470501 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 3410 members Entering Unmasked Estep Score: -470661.718750 Penalty: 2771.771973 Iteration 7Q: 3 clusters Score -470661.7 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 3519 members Entering Unmasked Estep Score: -470838.656250 Penalty: 2771.771973 Iteration 8Q: 3 clusters Score -470838.7 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 3611 members Entering Unmasked Estep Score: -470965.343750 Penalty: 2771.771973 Iteration 9Q: 3 clusters Score -470965.3 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 3681 members Entering Unmasked Estep Score: -471039.031250 Penalty: 2771.771973 Iteration 10Q: 3 clusters Score -471039 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 3726 members Entering Unmasked Estep Score: -471081.843750 Penalty: 2771.771973 Iteration 11Q: 3 clusters Score -471081.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 3778 members Entering Unmasked Estep Score: -471116.156250 Penalty: 2771.771973 Iteration 12Q: 3 clusters Score -471116.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 3807 members Entering Unmasked Estep Score: -471141.031250 Penalty: 2771.771973 Iteration 13Q: 3 clusters Score -471141 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 3843 members Entering Unmasked Estep Score: -471161.343750 Penalty: 2771.771973 Iteration 14Q: 3 clusters Score -471161.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 3867 members Entering Unmasked Estep Score: -471177.343750 Penalty: 2771.771973 Iteration 15Q: 3 clusters Score -471177.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 3879 members Entering Unmasked Estep Score: -471190.062500 Penalty: 2771.771973 Iteration 16Q: 3 clusters Score -471190.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 3891 members Entering Unmasked Estep Score: -471198.843750 Penalty: 2771.771973 Iteration 17Q: 3 clusters Score -471198.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 3906 members Entering Unmasked Estep Score: -471215.937500 Penalty: 2771.771973 Iteration 18Q: 3 clusters Score -471215.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 3925 members Entering Unmasked Estep Score: -471230.125000 Penalty: 2771.771973 Iteration 19Q: 3 clusters Score -471230.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 3943 members Entering Unmasked Estep Score: -471239.718750 Penalty: 2771.771973 Iteration 20F: 3 clusters Score -471239.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 3959 members Entering Unmasked Estep Score: -471248.812500 Penalty: 2771.771973 Iteration 21Q: 3 clusters Score -471248.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 3975 members Entering Unmasked Estep Score: -471256.625000 Penalty: 2771.771973 Iteration 22Q: 3 clusters Score -471256.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 3990 members Entering Unmasked Estep Score: -471262.281250 Penalty: 2771.771973 Iteration 23Q: 3 clusters Score -471262.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 4003 members Entering Unmasked Estep Score: -471267.875000 Penalty: 2771.771973 Iteration 24Q: 3 clusters Score -471267.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 4013 members Entering Unmasked Estep Score: -471273.281250 Penalty: 2771.771973 Iteration 25Q: 3 clusters Score -471273.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 4021 members Entering Unmasked Estep Score: -471277.093750 Penalty: 2771.771973 Iteration 26Q: 3 clusters Score -471277.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 4027 members Entering Unmasked Estep Score: -471279.937500 Penalty: 2771.771973 Iteration 27Q: 3 clusters Score -471279.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 4036 members Entering Unmasked Estep Score: -471284.343750 Penalty: 2771.771973 Iteration 28Q: 3 clusters Score -471284.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 4039 members Entering Unmasked Estep Score: -471285.906250 Penalty: 2771.771973 Iteration 29Q: 3 clusters Score -471285.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 4040 members Entering Unmasked Estep Score: -471287.593750 Penalty: 2771.771973 Iteration 30Q: 3 clusters Score -471287.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 4039 members Entering Unmasked Estep Score: -471287.281250 Penalty: 2771.771973 Iteration 31Q: 3 clusters Score -471287.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 4039 members Entering Unmasked Estep Score: -471287.281250 Penalty: 2771.771973 Iteration 32F: 3 clusters Score -471287.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2352 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Entering Unmasked Estep Score: -233571.484375 Penalty: 1261.490967 Iteration 0F: 2 clusters Score -233571.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -231271.421875 Penalty: 2522.981934 Iteration 0F: 3 clusters Score -231271.4 nChanged 840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -231811.703125 Penalty: 2522.981934 Iteration 1F: 3 clusters Score -231811.7 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -231915.937500 Penalty: 2522.981934 Iteration 2F: 3 clusters Score -231915.9 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -231969.656250 Penalty: 2522.981934 Iteration 3Q: 3 clusters Score -231969.7 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -232007.671875 Penalty: 2522.981934 Iteration 4Q: 3 clusters Score -232007.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -232031.609375 Penalty: 2522.981934 Iteration 5Q: 3 clusters Score -232031.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -232054.750000 Penalty: 2522.981934 Iteration 6Q: 3 clusters Score -232054.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -232069.171875 Penalty: 2522.981934 Iteration 7Q: 3 clusters Score -232069.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -232082.000000 Penalty: 2522.981934 Iteration 8Q: 3 clusters Score -232082 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -232096.062500 Penalty: 2522.981934 Iteration 9Q: 3 clusters Score -232096.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -232103.640625 Penalty: 2522.981934 Iteration 10Q: 3 clusters Score -232103.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -232111.968750 Penalty: 2522.981934 Iteration 11Q: 3 clusters Score -232112 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -232120.250000 Penalty: 2522.981934 Iteration 12Q: 3 clusters Score -232120.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -232125.593750 Penalty: 2522.981934 Iteration 13Q: 3 clusters Score -232125.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -232130.312500 Penalty: 2522.981934 Iteration 14Q: 3 clusters Score -232130.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -232135.718750 Penalty: 2522.981934 Iteration 15Q: 3 clusters Score -232135.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -232140.500000 Penalty: 2522.981934 Iteration 16Q: 3 clusters Score -232140.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -232144.296875 Penalty: 2522.981934 Iteration 17Q: 3 clusters Score -232144.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -232148.156250 Penalty: 2522.981934 Iteration 18Q: 3 clusters Score -232148.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -232149.843750 Penalty: 2522.981934 Iteration 19Q: 3 clusters Score -232149.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -232151.703125 Penalty: 2522.981934 Iteration 20F: 3 clusters Score -232151.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -232154.125000 Penalty: 2522.981934 Iteration 21Q: 3 clusters Score -232154.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -232156.187500 Penalty: 2522.981934 Iteration 22Q: 3 clusters Score -232156.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -232159.750000 Penalty: 2522.981934 Iteration 23Q: 3 clusters Score -232159.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -232162.828125 Penalty: 2522.981934 Iteration 24Q: 3 clusters Score -232162.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -232163.781250 Penalty: 2522.981934 Iteration 25Q: 3 clusters Score -232163.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -232164.859375 Penalty: 2522.981934 Iteration 26Q: 3 clusters Score -232164.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -232166.687500 Penalty: 2522.981934 Iteration 27Q: 3 clusters Score -232166.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -232167.765625 Penalty: 2522.981934 Iteration 28Q: 3 clusters Score -232167.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -232168.437500 Penalty: 2522.981934 Iteration 29Q: 3 clusters Score -232168.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -232169.062500 Penalty: 2522.981934 Iteration 30Q: 3 clusters Score -232169.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -232168.968750 Penalty: 2522.981934 Iteration 31Q: 3 clusters Score -232169 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -232168.968750 Penalty: 2522.981934 Iteration 32F: 3 clusters Score -232169 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (2552 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2552 members Entering Unmasked Estep Score: -243798.093750 Penalty: 1274.752808 Iteration 0F: 2 clusters Score -243798.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -241379.828125 Penalty: 2549.505615 Iteration 0F: 3 clusters Score -241379.8 nChanged 904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -241919.406250 Penalty: 2549.505615 Iteration 1F: 3 clusters Score -241919.4 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -242037.625000 Penalty: 2549.505615 Iteration 2F: 3 clusters Score -242037.6 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -242111.750000 Penalty: 2549.505615 Iteration 3Q: 3 clusters Score -242111.8 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -242170.750000 Penalty: 2549.505615 Iteration 4Q: 3 clusters Score -242170.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -242220.812500 Penalty: 2549.505615 Iteration 5Q: 3 clusters Score -242220.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -242264.359375 Penalty: 2549.505615 Iteration 6Q: 3 clusters Score -242264.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -242294.578125 Penalty: 2549.505615 Iteration 7Q: 3 clusters Score -242294.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -242325.171875 Penalty: 2549.505615 Iteration 8Q: 3 clusters Score -242325.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -242360.484375 Penalty: 2549.505615 Iteration 9Q: 3 clusters Score -242360.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -242399.609375 Penalty: 2549.505615 Iteration 10Q: 3 clusters Score -242399.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -242437.734375 Penalty: 2549.505615 Iteration 11Q: 3 clusters Score -242437.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -242477.250000 Penalty: 2549.505615 Iteration 12Q: 3 clusters Score -242477.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -242538.000000 Penalty: 2549.505615 Iteration 13Q: 3 clusters Score -242538 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -242592.109375 Penalty: 2549.505615 Iteration 14Q: 3 clusters Score -242592.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -242641.968750 Penalty: 2549.505615 Iteration 15Q: 3 clusters Score -242642 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -242702.953125 Penalty: 2549.505615 Iteration 16Q: 3 clusters Score -242703 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -242772.515625 Penalty: 2549.505615 Iteration 17Q: 3 clusters Score -242772.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -242824.328125 Penalty: 2549.505615 Iteration 18Q: 3 clusters Score -242824.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -242857.937500 Penalty: 2549.505615 Iteration 19Q: 3 clusters Score -242857.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -242882.062500 Penalty: 2549.505615 Iteration 20F: 3 clusters Score -242882.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -242905.234375 Penalty: 2549.505615 Iteration 21Q: 3 clusters Score -242905.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -242922.250000 Penalty: 2549.505615 Iteration 22Q: 3 clusters Score -242922.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -242934.718750 Penalty: 2549.505615 Iteration 23Q: 3 clusters Score -242934.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -242944.156250 Penalty: 2549.505615 Iteration 24Q: 3 clusters Score -242944.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -242949.468750 Penalty: 2549.505615 Iteration 25Q: 3 clusters Score -242949.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -242953.890625 Penalty: 2549.505615 Iteration 26Q: 3 clusters Score -242953.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -242957.484375 Penalty: 2549.505615 Iteration 27Q: 3 clusters Score -242957.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -242958.671875 Penalty: 2549.505615 Iteration 28Q: 3 clusters Score -242958.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -242959.843750 Penalty: 2549.505615 Iteration 29Q: 3 clusters Score -242959.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -242960.921875 Penalty: 2549.505615 Iteration 30Q: 3 clusters Score -242960.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -242961.203125 Penalty: 2549.505615 Iteration 31Q: 3 clusters Score -242961.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -242962.687500 Penalty: 2549.505615 Iteration 32Q: 3 clusters Score -242962.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -242963.718750 Penalty: 2549.505615 Iteration 33Q: 3 clusters Score -242963.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -242963.718750 Penalty: 2549.505615 Iteration 34F: 3 clusters Score -242963.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (2873 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Entering Unmasked Estep Score: -252164.312500 Penalty: 1294.005737 Iteration 0F: 2 clusters Score -252164.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -249529.031250 Penalty: 2588.011475 Iteration 0F: 3 clusters Score -249529 nChanged 1059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -250112.093750 Penalty: 2588.011475 Iteration 1F: 3 clusters Score -250112.1 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -250228.406250 Penalty: 2588.011475 Iteration 2F: 3 clusters Score -250228.4 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -250299.765625 Penalty: 2588.011475 Iteration 3Q: 3 clusters Score -250299.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -250355.812500 Penalty: 2588.011475 Iteration 4Q: 3 clusters Score -250355.8 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -250396.625000 Penalty: 2588.011475 Iteration 5Q: 3 clusters Score -250396.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -250442.984375 Penalty: 2588.011475 Iteration 6Q: 3 clusters Score -250443 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -250484.171875 Penalty: 2588.011475 Iteration 7Q: 3 clusters Score -250484.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -250524.937500 Penalty: 2588.011475 Iteration 8Q: 3 clusters Score -250524.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -250561.921875 Penalty: 2588.011475 Iteration 9Q: 3 clusters Score -250561.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -250594.734375 Penalty: 2588.011475 Iteration 10Q: 3 clusters Score -250594.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -250624.578125 Penalty: 2588.011475 Iteration 11Q: 3 clusters Score -250624.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -250666.734375 Penalty: 2588.011475 Iteration 12Q: 3 clusters Score -250666.7 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -250710.156250 Penalty: 2588.011475 Iteration 13Q: 3 clusters Score -250710.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -250747.140625 Penalty: 2588.011475 Iteration 14Q: 3 clusters Score -250747.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -250781.687500 Penalty: 2588.011475 Iteration 15Q: 3 clusters Score -250781.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -250814.484375 Penalty: 2588.011475 Iteration 16Q: 3 clusters Score -250814.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -250849.421875 Penalty: 2588.011475 Iteration 17Q: 3 clusters Score -250849.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -250884.953125 Penalty: 2588.011475 Iteration 18Q: 3 clusters Score -250885 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -250922.578125 Penalty: 2588.011475 Iteration 19Q: 3 clusters Score -250922.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -250971.796875 Penalty: 2588.011475 Iteration 20F: 3 clusters Score -250971.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -251005.140625 Penalty: 2588.011475 Iteration 21Q: 3 clusters Score -251005.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -251031.328125 Penalty: 2588.011475 Iteration 22Q: 3 clusters Score -251031.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -251046.875000 Penalty: 2588.011475 Iteration 23Q: 3 clusters Score -251046.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -251063.484375 Penalty: 2588.011475 Iteration 24Q: 3 clusters Score -251063.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -251078.296875 Penalty: 2588.011475 Iteration 25Q: 3 clusters Score -251078.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -251088.656250 Penalty: 2588.011475 Iteration 26Q: 3 clusters Score -251088.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -251092.812500 Penalty: 2588.011475 Iteration 27Q: 3 clusters Score -251092.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -251096.140625 Penalty: 2588.011475 Iteration 28Q: 3 clusters Score -251096.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -251098.578125 Penalty: 2588.011475 Iteration 29Q: 3 clusters Score -251098.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -251101.046875 Penalty: 2588.011475 Iteration 30Q: 3 clusters Score -251101 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -251105.500000 Penalty: 2588.011475 Iteration 31Q: 3 clusters Score -251105.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -251107.859375 Penalty: 2588.011475 Iteration 32Q: 3 clusters Score -251107.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -251110.078125 Penalty: 2588.011475 Iteration 33Q: 3 clusters Score -251110.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -251111.046875 Penalty: 2588.011475 Iteration 34Q: 3 clusters Score -251111 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -251112.156250 Penalty: 2588.011475 Iteration 35Q: 3 clusters Score -251112.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -251112.734375 Penalty: 2588.011475 Iteration 36Q: 3 clusters Score -251112.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2013 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -251114.578125 Penalty: 2588.011475 Iteration 37Q: 3 clusters Score -251114.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -251116.328125 Penalty: 2588.011475 Iteration 38Q: 3 clusters Score -251116.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -251119.890625 Penalty: 2588.011475 Iteration 39Q: 3 clusters Score -251119.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -251121.906250 Penalty: 2588.011475 Iteration 40F: 3 clusters Score -251121.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -251123.359375 Penalty: 2588.011475 Iteration 41Q: 3 clusters Score -251123.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -251123.578125 Penalty: 2588.011475 Iteration 42Q: 3 clusters Score -251123.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -251124.078125 Penalty: 2588.011475 Iteration 43Q: 3 clusters Score -251124.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -251124.078125 Penalty: 2588.011475 Iteration 44F: 3 clusters Score -251124.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (91886 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91886 members Entering Unmasked Estep Score: -9173187.000000 Penalty: 1857.099365 Iteration 0F: 2 clusters Score -9173187 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45751 members Mstep: Class 2 contains 46135 members Entering Unmasked Estep Score: -9111605.000000 Penalty: 3714.198730 Iteration 0F: 3 clusters Score -9111605 nChanged 44030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42269 members Mstep: Class 2 contains 49617 members Entering Unmasked Estep Score: -9137267.000000 Penalty: 3714.198730 Iteration 1F: 3 clusters Score -9137267 nChanged 3547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39938 members Mstep: Class 2 contains 51948 members Entering Unmasked Estep Score: -9138361.000000 Penalty: 3714.198730 Iteration 2Q: 3 clusters Score -9138361 nChanged 4366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36534 members Mstep: Class 2 contains 55352 members Entering Unmasked Estep Score: -9140202.000000 Penalty: 3714.198730 Iteration 3Q: 3 clusters Score -9140202 nChanged 5591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31577 members Mstep: Class 2 contains 60309 members Entering Unmasked Estep Score: -9143406.000000 Penalty: 3714.198730 Iteration 4F: 3 clusters Score -9143406 nChanged 6957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25000 members Mstep: Class 2 contains 66886 members Entering Unmasked Estep Score: -9148383.000000 Penalty: 3714.198730 Iteration 5F: 3 clusters Score -9148383 nChanged 7729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17409 members Mstep: Class 2 contains 74477 members Entering Unmasked Estep Score: -9155022.000000 Penalty: 3714.198730 Iteration 6F: 3 clusters Score -9155022 nChanged 7125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10318 members Mstep: Class 2 contains 81568 members Entering Unmasked Estep Score: -9161839.000000 Penalty: 3714.198730 Iteration 7F: 3 clusters Score -9161839 nChanged 5185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5137 members Mstep: Class 2 contains 86749 members Entering Unmasked Estep Score: -9166750.000000 Penalty: 3714.198730 Iteration 8F: 3 clusters Score -9166750 nChanged 2810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 89557 members Entering Unmasked Estep Score: -9169590.000000 Penalty: 3714.198730 Iteration 9Q: 3 clusters Score -9169590 nChanged 1290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 90847 members Entering Unmasked Estep Score: -9170780.000000 Penalty: 3714.198730 Iteration 10Q: 3 clusters Score -9170780 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 91338 members Entering Unmasked Estep Score: -9171237.000000 Penalty: 3714.198730 Iteration 11Q: 3 clusters Score -9171237 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 91502 members Entering Unmasked Estep Score: -9171396.000000 Penalty: 3714.198730 Iteration 12Q: 3 clusters Score -9171396 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 91553 members Entering Unmasked Estep Score: -9171448.000000 Penalty: 3714.198730 Iteration 13Q: 3 clusters Score -9171448 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 91583 members Entering Unmasked Estep Score: -9171503.000000 Penalty: 3714.198730 Iteration 14Q: 3 clusters Score -9171503 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 91600 members Entering Unmasked Estep Score: -9171531.000000 Penalty: 3714.198730 Iteration 15Q: 3 clusters Score -9171531 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 91603 members Entering Unmasked Estep Score: -9171535.000000 Penalty: 3714.198730 Iteration 16Q: 3 clusters Score -9171535 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 91612 members Entering Unmasked Estep Score: -9171568.000000 Penalty: 3714.198730 Iteration 17Q: 3 clusters Score -9171568 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 91618 members Entering Unmasked Estep Score: -9171567.000000 Penalty: 3714.198730 Iteration 18Q: 3 clusters Score -9171567 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 91623 members Entering Unmasked Estep Score: -9171571.000000 Penalty: 3714.198730 Iteration 19Q: 3 clusters Score -9171571 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 91628 members Entering Unmasked Estep Score: -9171587.000000 Penalty: 3714.198730 Iteration 20F: 3 clusters Score -9171587 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 91631 members Entering Unmasked Estep Score: -9171594.000000 Penalty: 3714.198730 Iteration 21Q: 3 clusters Score -9171594 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 91632 members Entering Unmasked Estep Score: -9171595.000000 Penalty: 3714.198730 Iteration 22Q: 3 clusters Score -9171595 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 91636 members Entering Unmasked Estep Score: -9171603.000000 Penalty: 3714.198730 Iteration 23Q: 3 clusters Score -9171603 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 91637 members Entering Unmasked Estep Score: -9171605.000000 Penalty: 3714.198730 Iteration 24Q: 3 clusters Score -9171605 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 91637 members Entering Unmasked Estep Score: -9171605.000000 Penalty: 3714.198730 Iteration 25F: 3 clusters Score -9171605 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1440 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Entering Unmasked Estep Score: -134536.546875 Penalty: 1181.764771 Iteration 0F: 2 clusters Score -134536.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -132795.203125 Penalty: 2363.529541 Iteration 0F: 3 clusters Score -132795.2 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -133191.078125 Penalty: 2363.529541 Iteration 1F: 3 clusters Score -133191.1 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -133304.125000 Penalty: 2363.529541 Iteration 2F: 3 clusters Score -133304.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -133362.171875 Penalty: 2363.529541 Iteration 3Q: 3 clusters Score -133362.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -133411.968750 Penalty: 2363.529541 Iteration 4Q: 3 clusters Score -133412 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -133461.171875 Penalty: 2363.529541 Iteration 5Q: 3 clusters Score -133461.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -133502.093750 Penalty: 2363.529541 Iteration 6Q: 3 clusters Score -133502.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -133542.406250 Penalty: 2363.529541 Iteration 7Q: 3 clusters Score -133542.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -133577.187500 Penalty: 2363.529541 Iteration 8Q: 3 clusters Score -133577.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -133617.687500 Penalty: 2363.529541 Iteration 9Q: 3 clusters Score -133617.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -133656.281250 Penalty: 2363.529541 Iteration 10Q: 3 clusters Score -133656.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -133697.296875 Penalty: 2363.529541 Iteration 11Q: 3 clusters Score -133697.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -133739.234375 Penalty: 2363.529541 Iteration 12Q: 3 clusters Score -133739.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -133815.093750 Penalty: 2363.529541 Iteration 13Q: 3 clusters Score -133815.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -133941.906250 Penalty: 2363.529541 Iteration 14Q: 3 clusters Score -133941.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -134074.062500 Penalty: 2363.529541 Iteration 15Q: 3 clusters Score -134074.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -134238.625000 Penalty: 2363.529541 Iteration 16Q: 3 clusters Score -134238.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -134331.718750 Penalty: 2363.529541 Iteration 17Q: 3 clusters Score -134331.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -134381.312500 Penalty: 2363.529541 Iteration 18Q: 3 clusters Score -134381.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -134411.765625 Penalty: 2363.529541 Iteration 19Q: 3 clusters Score -134411.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -134426.703125 Penalty: 2363.529541 Iteration 20F: 3 clusters Score -134426.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -134453.296875 Penalty: 2363.529541 Iteration 21Q: 3 clusters Score -134453.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -134496.078125 Penalty: 2363.529541 Iteration 22Q: 3 clusters Score -134496.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -134520.453125 Penalty: 2363.529541 Iteration 23Q: 3 clusters Score -134520.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -134538.843750 Penalty: 2363.529541 Iteration 24Q: 3 clusters Score -134538.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -134549.406250 Penalty: 2363.529541 Iteration 25Q: 3 clusters Score -134549.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -134551.421875 Penalty: 2363.529541 Iteration 26Q: 3 clusters Score -134551.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -134554.421875 Penalty: 2363.529541 Iteration 27Q: 3 clusters Score -134554.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -134554.421875 Penalty: 2363.529541 Iteration 28F: 3 clusters Score -134554.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14324 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 5057 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2552 members Mstep: Class 6 contains 2873 members Mstep: Class 7 contains 91886 members Mstep: Class 8 contains 327 members Mstep: Class 9 contains 3030 members Mstep: Class 10 contains 143133 members Mstep: Class 11 contains 41026 members Mstep: Class 12 contains 980 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 411 members Mstep: Class 15 contains 2215 members Mstep: Class 16 contains 12612 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 853 members Mstep: Class 19 contains 9319 members Mstep: Class 20 contains 3208 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Mstep: Class 23 contains 1113 members Entering Unmasked Estep Score: -33086760.000000 Penalty: 47653.777344 Splitting cluster 8 changes total score from -33087602.000000 to -33086760.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 9 (3030 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3030 members Entering Unmasked Estep Score: -259597.078125 Penalty: 1302.651733 Iteration 0F: 2 clusters Score -259597.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -256876.812500 Penalty: 2605.303467 Iteration 0F: 3 clusters Score -256876.8 nChanged 1129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -257669.218750 Penalty: 2605.303467 Iteration 1F: 3 clusters Score -257669.2 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -257949.843750 Penalty: 2605.303467 Iteration 2F: 3 clusters Score -257949.8 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -258180.687500 Penalty: 2605.303467 Iteration 3F: 3 clusters Score -258180.7 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -258351.625000 Penalty: 2605.303467 Iteration 4F: 3 clusters Score -258351.6 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -258489.140625 Penalty: 2605.303467 Iteration 5Q: 3 clusters Score -258489.1 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -258612.437500 Penalty: 2605.303467 Iteration 6Q: 3 clusters Score -258612.4 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -258745.578125 Penalty: 2605.303467 Iteration 7Q: 3 clusters Score -258745.6 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -258867.531250 Penalty: 2605.303467 Iteration 8Q: 3 clusters Score -258867.5 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -258980.187500 Penalty: 2605.303467 Iteration 9Q: 3 clusters Score -258980.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -259068.375000 Penalty: 2605.303467 Iteration 10Q: 3 clusters Score -259068.4 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -259141.953125 Penalty: 2605.303467 Iteration 11Q: 3 clusters Score -259142 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -259206.343750 Penalty: 2605.303467 Iteration 12Q: 3 clusters Score -259206.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2404 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -259261.406250 Penalty: 2605.303467 Iteration 13Q: 3 clusters Score -259261.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -259318.218750 Penalty: 2605.303467 Iteration 14Q: 3 clusters Score -259318.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2504 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -259366.468750 Penalty: 2605.303467 Iteration 15Q: 3 clusters Score -259366.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2541 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -259411.015625 Penalty: 2605.303467 Iteration 16Q: 3 clusters Score -259411 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2567 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -259443.843750 Penalty: 2605.303467 Iteration 17Q: 3 clusters Score -259443.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2593 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -259471.437500 Penalty: 2605.303467 Iteration 18Q: 3 clusters Score -259471.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2603 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -259479.984375 Penalty: 2605.303467 Iteration 19Q: 3 clusters Score -259480 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2613 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -259490.437500 Penalty: 2605.303467 Iteration 20F: 3 clusters Score -259490.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2624 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -259502.156250 Penalty: 2605.303467 Iteration 21Q: 3 clusters Score -259502.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -259510.437500 Penalty: 2605.303467 Iteration 22Q: 3 clusters Score -259510.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2643 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -259519.796875 Penalty: 2605.303467 Iteration 23Q: 3 clusters Score -259519.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -259525.765625 Penalty: 2605.303467 Iteration 24Q: 3 clusters Score -259525.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2654 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -259527.843750 Penalty: 2605.303467 Iteration 25Q: 3 clusters Score -259527.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2658 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -259530.890625 Penalty: 2605.303467 Iteration 26Q: 3 clusters Score -259530.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -259533.015625 Penalty: 2605.303467 Iteration 27Q: 3 clusters Score -259533 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2663 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -259534.843750 Penalty: 2605.303467 Iteration 28Q: 3 clusters Score -259534.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2665 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -259536.796875 Penalty: 2605.303467 Iteration 29Q: 3 clusters Score -259536.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2667 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -259538.625000 Penalty: 2605.303467 Iteration 30Q: 3 clusters Score -259538.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2669 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -259540.593750 Penalty: 2605.303467 Iteration 31Q: 3 clusters Score -259540.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2669 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -259540.593750 Penalty: 2605.303467 Iteration 32F: 3 clusters Score -259540.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (143133 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143133 members Entering Unmasked Estep Score: -14252883.000000 Penalty: 1929.123535 Iteration 0F: 2 clusters Score -1.425288e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71443 members Mstep: Class 2 contains 71690 members Entering Unmasked Estep Score: -14156763.000000 Penalty: 3858.247070 Iteration 0F: 3 clusters Score -1.415676e+07 nChanged 69000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69335 members Mstep: Class 2 contains 73798 members Entering Unmasked Estep Score: -14197603.000000 Penalty: 3858.247070 Iteration 1F: 3 clusters Score -1.41976e+07 nChanged 3935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68220 members Mstep: Class 2 contains 74913 members Entering Unmasked Estep Score: -14198549.000000 Penalty: 3858.247070 Iteration 2Q: 3 clusters Score -1.419855e+07 nChanged 4434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66558 members Mstep: Class 2 contains 76575 members Entering Unmasked Estep Score: -14199896.000000 Penalty: 3858.247070 Iteration 3Q: 3 clusters Score -1.41999e+07 nChanged 5108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64092 members Mstep: Class 2 contains 79041 members Entering Unmasked Estep Score: -14201731.000000 Penalty: 3858.247070 Iteration 4Q: 3 clusters Score -1.420173e+07 nChanged 5975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60723 members Mstep: Class 2 contains 82410 members Entering Unmasked Estep Score: -14204420.000000 Penalty: 3858.247070 Iteration 5Q: 3 clusters Score -1.420442e+07 nChanged 6838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56305 members Mstep: Class 2 contains 86828 members Entering Unmasked Estep Score: -14208114.000000 Penalty: 3858.247070 Iteration 6Q: 3 clusters Score -1.420811e+07 nChanged 7901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50750 members Mstep: Class 2 contains 92383 members Entering Unmasked Estep Score: -14213217.000000 Penalty: 3858.247070 Iteration 7F: 3 clusters Score -1.421322e+07 nChanged 8436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44522 members Mstep: Class 2 contains 98611 members Entering Unmasked Estep Score: -14219031.000000 Penalty: 3858.247070 Iteration 8F: 3 clusters Score -1.421903e+07 nChanged 8049 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38531 members Mstep: Class 2 contains 104602 members Entering Unmasked Estep Score: -14224512.000000 Penalty: 3858.247070 Iteration 9F: 3 clusters Score -1.422451e+07 nChanged 6892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33221 members Mstep: Class 2 contains 109912 members Entering Unmasked Estep Score: -14228859.000000 Penalty: 3858.247070 Iteration 10Q: 3 clusters Score -1.422886e+07 nChanged 5530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28717 members Mstep: Class 2 contains 114416 members Entering Unmasked Estep Score: -14232009.000000 Penalty: 3858.247070 Iteration 11Q: 3 clusters Score -1.423201e+07 nChanged 4565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24666 members Mstep: Class 2 contains 118467 members Entering Unmasked Estep Score: -14234663.000000 Penalty: 3858.247070 Iteration 12Q: 3 clusters Score -1.423466e+07 nChanged 3872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20968 members Mstep: Class 2 contains 122165 members Entering Unmasked Estep Score: -14236733.000000 Penalty: 3858.247070 Iteration 13Q: 3 clusters Score -1.423673e+07 nChanged 3637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17365 members Mstep: Class 2 contains 125768 members Entering Unmasked Estep Score: -14238839.000000 Penalty: 3858.247070 Iteration 14Q: 3 clusters Score -1.423884e+07 nChanged 3344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14035 members Mstep: Class 2 contains 129098 members Entering Unmasked Estep Score: -14240869.000000 Penalty: 3858.247070 Iteration 15Q: 3 clusters Score -1.424087e+07 nChanged 3207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10830 members Mstep: Class 2 contains 132303 members Entering Unmasked Estep Score: -14242888.000000 Penalty: 3858.247070 Iteration 16Q: 3 clusters Score -1.424289e+07 nChanged 2932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7898 members Mstep: Class 2 contains 135235 members Entering Unmasked Estep Score: -14244988.000000 Penalty: 3858.247070 Iteration 17Q: 3 clusters Score -1.424499e+07 nChanged 2590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5308 members Mstep: Class 2 contains 137825 members Entering Unmasked Estep Score: -14247037.000000 Penalty: 3858.247070 Iteration 18Q: 3 clusters Score -1.424704e+07 nChanged 2090 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3218 members Mstep: Class 2 contains 139915 members Entering Unmasked Estep Score: -14248703.000000 Penalty: 3858.247070 Iteration 19Q: 3 clusters Score -1.42487e+07 nChanged 1381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 141296 members Entering Unmasked Estep Score: -14249745.000000 Penalty: 3858.247070 Iteration 20F: 3 clusters Score -1.424974e+07 nChanged 834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 142130 members Entering Unmasked Estep Score: -14250384.000000 Penalty: 3858.247070 Iteration 21Q: 3 clusters Score -1.425038e+07 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 142541 members Entering Unmasked Estep Score: -14250756.000000 Penalty: 3858.247070 Iteration 22Q: 3 clusters Score -1.425076e+07 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 142722 members Entering Unmasked Estep Score: -14250942.000000 Penalty: 3858.247070 Iteration 23Q: 3 clusters Score -1.425094e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 142814 members Entering Unmasked Estep Score: -14251043.000000 Penalty: 3858.247070 Iteration 24Q: 3 clusters Score -1.425104e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 142853 members Entering Unmasked Estep Score: -14251080.000000 Penalty: 3858.247070 Iteration 25Q: 3 clusters Score -1.425108e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 142874 members Entering Unmasked Estep Score: -14251098.000000 Penalty: 3858.247070 Iteration 26Q: 3 clusters Score -1.42511e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 142893 members Entering Unmasked Estep Score: -14251128.000000 Penalty: 3858.247070 Iteration 27Q: 3 clusters Score -1.425113e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 142904 members Entering Unmasked Estep Score: -14251133.000000 Penalty: 3858.247070 Iteration 28Q: 3 clusters Score -1.425113e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 142909 members Entering Unmasked Estep Score: -14251132.000000 Penalty: 3858.247070 Iteration 29Q: 3 clusters Score -1.425113e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 142912 members Entering Unmasked Estep Score: -14251142.000000 Penalty: 3858.247070 Iteration 30Q: 3 clusters Score -1.425114e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 142913 members Entering Unmasked Estep Score: -14251141.000000 Penalty: 3858.247070 Iteration 31Q: 3 clusters Score -1.425114e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 142915 members Entering Unmasked Estep Score: -14251143.000000 Penalty: 3858.247070 Iteration 32Q: 3 clusters Score -1.425114e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 142916 members Entering Unmasked Estep Score: -14251142.000000 Penalty: 3858.247070 Iteration 33Q: 3 clusters Score -1.425114e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 142916 members Entering Unmasked Estep Score: -14251145.000000 Penalty: 3858.247070 Iteration 34Q: 3 clusters Score -1.425114e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 142917 members Entering Unmasked Estep Score: -14251150.000000 Penalty: 3858.247070 Iteration 35Q: 3 clusters Score -1.425115e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 142919 members Entering Unmasked Estep Score: -14251146.000000 Penalty: 3858.247070 Iteration 36Q: 3 clusters Score -1.425115e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 142920 members Entering Unmasked Estep Score: -14251146.000000 Penalty: 3858.247070 Iteration 37Q: 3 clusters Score -1.425115e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 142921 members Entering Unmasked Estep Score: -14251147.000000 Penalty: 3858.247070 Iteration 38Q: 3 clusters Score -1.425115e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 142923 members Entering Unmasked Estep Score: -14251151.000000 Penalty: 3858.247070 Iteration 39Q: 3 clusters Score -1.425115e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 142926 members Entering Unmasked Estep Score: -14251163.000000 Penalty: 3858.247070 Iteration 40F: 3 clusters Score -1.425116e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 142928 members Entering Unmasked Estep Score: -14251163.000000 Penalty: 3858.247070 Iteration 41Q: 3 clusters Score -1.425116e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 142927 members Entering Unmasked Estep Score: -14251169.000000 Penalty: 3858.247070 Iteration 42Q: 3 clusters Score -1.425117e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 142927 members Entering Unmasked Estep Score: -14251169.000000 Penalty: 3858.247070 Iteration 43F: 3 clusters Score -1.425117e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (41026 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41026 members Entering Unmasked Estep Score: -3924563.250000 Penalty: 1726.068726 Iteration 0F: 2 clusters Score -3924563 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20450 members Mstep: Class 2 contains 20576 members Entering Unmasked Estep Score: -3896951.500000 Penalty: 3452.137451 Iteration 0F: 3 clusters Score -3896952 nChanged 19084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19716 members Mstep: Class 2 contains 21310 members Entering Unmasked Estep Score: -3907910.750000 Penalty: 3452.137451 Iteration 1F: 3 clusters Score -3907911 nChanged 1887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19229 members Mstep: Class 2 contains 21797 members Entering Unmasked Estep Score: -3908619.000000 Penalty: 3452.137451 Iteration 2Q: 3 clusters Score -3908619 nChanged 2039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18540 members Mstep: Class 2 contains 22486 members Entering Unmasked Estep Score: -3909519.000000 Penalty: 3452.137451 Iteration 3Q: 3 clusters Score -3909519 nChanged 2164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17620 members Mstep: Class 2 contains 23406 members Entering Unmasked Estep Score: -3910581.750000 Penalty: 3452.137451 Iteration 4F: 3 clusters Score -3910582 nChanged 2202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16432 members Mstep: Class 2 contains 24594 members Entering Unmasked Estep Score: -3911819.000000 Penalty: 3452.137451 Iteration 5F: 3 clusters Score -3911819 nChanged 2355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15019 members Mstep: Class 2 contains 26007 members Entering Unmasked Estep Score: -3913264.250000 Penalty: 3452.137451 Iteration 6F: 3 clusters Score -3913264 nChanged 2359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13544 members Mstep: Class 2 contains 27482 members Entering Unmasked Estep Score: -3914831.750000 Penalty: 3452.137451 Iteration 7F: 3 clusters Score -3914832 nChanged 2235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12093 members Mstep: Class 2 contains 28933 members Entering Unmasked Estep Score: -3916433.750000 Penalty: 3452.137451 Iteration 8F: 3 clusters Score -3916434 nChanged 1955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10852 members Mstep: Class 2 contains 30174 members Entering Unmasked Estep Score: -3917755.000000 Penalty: 3452.137451 Iteration 9Q: 3 clusters Score -3917755 nChanged 1540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9800 members Mstep: Class 2 contains 31226 members Entering Unmasked Estep Score: -3918672.250000 Penalty: 3452.137451 Iteration 10Q: 3 clusters Score -3918672 nChanged 1214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8876 members Mstep: Class 2 contains 32150 members Entering Unmasked Estep Score: -3919311.250000 Penalty: 3452.137451 Iteration 11Q: 3 clusters Score -3919311 nChanged 947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8071 members Mstep: Class 2 contains 32955 members Entering Unmasked Estep Score: -3919832.250000 Penalty: 3452.137451 Iteration 12Q: 3 clusters Score -3919832 nChanged 816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7333 members Mstep: Class 2 contains 33693 members Entering Unmasked Estep Score: -3920243.500000 Penalty: 3452.137451 Iteration 13Q: 3 clusters Score -3920244 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6598 members Mstep: Class 2 contains 34428 members Entering Unmasked Estep Score: -3920630.250000 Penalty: 3452.137451 Iteration 14Q: 3 clusters Score -3920630 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5953 members Mstep: Class 2 contains 35073 members Entering Unmasked Estep Score: -3920982.250000 Penalty: 3452.137451 Iteration 15Q: 3 clusters Score -3920982 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5349 members Mstep: Class 2 contains 35677 members Entering Unmasked Estep Score: -3921323.250000 Penalty: 3452.137451 Iteration 16Q: 3 clusters Score -3921323 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4772 members Mstep: Class 2 contains 36254 members Entering Unmasked Estep Score: -3921629.750000 Penalty: 3452.137451 Iteration 17Q: 3 clusters Score -3921630 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4228 members Mstep: Class 2 contains 36798 members Entering Unmasked Estep Score: -3921986.500000 Penalty: 3452.137451 Iteration 18Q: 3 clusters Score -3921986 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3748 members Mstep: Class 2 contains 37278 members Entering Unmasked Estep Score: -3922286.750000 Penalty: 3452.137451 Iteration 19Q: 3 clusters Score -3922287 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3337 members Mstep: Class 2 contains 37689 members Entering Unmasked Estep Score: -3922529.500000 Penalty: 3452.137451 Iteration 20F: 3 clusters Score -3922530 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3003 members Mstep: Class 2 contains 38023 members Entering Unmasked Estep Score: -3922738.500000 Penalty: 3452.137451 Iteration 21Q: 3 clusters Score -3922738 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2707 members Mstep: Class 2 contains 38319 members Entering Unmasked Estep Score: -3922956.250000 Penalty: 3452.137451 Iteration 22Q: 3 clusters Score -3922956 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2476 members Mstep: Class 2 contains 38550 members Entering Unmasked Estep Score: -3923116.250000 Penalty: 3452.137451 Iteration 23Q: 3 clusters Score -3923116 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 38724 members Entering Unmasked Estep Score: -3923244.750000 Penalty: 3452.137451 Iteration 24Q: 3 clusters Score -3923245 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 38863 members Entering Unmasked Estep Score: -3923342.250000 Penalty: 3452.137451 Iteration 25Q: 3 clusters Score -3923342 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 38976 members Entering Unmasked Estep Score: -3923434.500000 Penalty: 3452.137451 Iteration 26Q: 3 clusters Score -3923434 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 39061 members Entering Unmasked Estep Score: -3923528.250000 Penalty: 3452.137451 Iteration 27Q: 3 clusters Score -3923528 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 39138 members Entering Unmasked Estep Score: -3923606.500000 Penalty: 3452.137451 Iteration 28Q: 3 clusters Score -3923606 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 39196 members Entering Unmasked Estep Score: -3923686.500000 Penalty: 3452.137451 Iteration 29Q: 3 clusters Score -3923686 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 39223 members Entering Unmasked Estep Score: -3923733.000000 Penalty: 3452.137451 Iteration 30Q: 3 clusters Score -3923733 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 39241 members Entering Unmasked Estep Score: -3923773.250000 Penalty: 3452.137451 Iteration 31Q: 3 clusters Score -3923773 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 39240 members Entering Unmasked Estep Score: -3923822.000000 Penalty: 3452.137451 Iteration 32Q: 3 clusters Score -3923822 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 39229 members Entering Unmasked Estep Score: -3923855.750000 Penalty: 3452.137451 Iteration 33Q: 3 clusters Score -3923856 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 39205 members Entering Unmasked Estep Score: -3923873.250000 Penalty: 3452.137451 Iteration 34Q: 3 clusters Score -3923873 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 39190 members Entering Unmasked Estep Score: -3923898.000000 Penalty: 3452.137451 Iteration 35Q: 3 clusters Score -3923898 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 39173 members Entering Unmasked Estep Score: -3923910.500000 Penalty: 3452.137451 Iteration 36Q: 3 clusters Score -3923910 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 39155 members Entering Unmasked Estep Score: -3923933.750000 Penalty: 3452.137451 Iteration 37Q: 3 clusters Score -3923934 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 39129 members Entering Unmasked Estep Score: -3923946.250000 Penalty: 3452.137451 Iteration 38Q: 3 clusters Score -3923946 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 39112 members Entering Unmasked Estep Score: -3923955.250000 Penalty: 3452.137451 Iteration 39Q: 3 clusters Score -3923955 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 39100 members Entering Unmasked Estep Score: -3923978.750000 Penalty: 3452.137451 Iteration 40F: 3 clusters Score -3923979 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 39062 members Entering Unmasked Estep Score: -3923994.750000 Penalty: 3452.137451 Iteration 41Q: 3 clusters Score -3923995 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 39025 members Entering Unmasked Estep Score: -3923999.500000 Penalty: 3452.137451 Iteration 42Q: 3 clusters Score -3924000 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 38998 members Entering Unmasked Estep Score: -3924012.750000 Penalty: 3452.137451 Iteration 43Q: 3 clusters Score -3924013 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 38966 members Entering Unmasked Estep Score: -3924020.250000 Penalty: 3452.137451 Iteration 44Q: 3 clusters Score -3924020 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 38938 members Entering Unmasked Estep Score: -3924027.500000 Penalty: 3452.137451 Iteration 45Q: 3 clusters Score -3924028 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2101 members Mstep: Class 2 contains 38925 members Entering Unmasked Estep Score: -3924024.000000 Penalty: 3452.137451 Iteration 46Q: 3 clusters Score -3924024 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2115 members Mstep: Class 2 contains 38911 members Entering Unmasked Estep Score: -3924023.000000 Penalty: 3452.137451 Iteration 47Q: 3 clusters Score -3924023 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 38897 members Entering Unmasked Estep Score: -3924029.750000 Penalty: 3452.137451 Iteration 48Q: 3 clusters Score -3924030 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 38889 members Entering Unmasked Estep Score: -3924031.250000 Penalty: 3452.137451 Iteration 49Q: 3 clusters Score -3924031 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 38884 members Entering Unmasked Estep Score: -3924030.250000 Penalty: 3452.137451 Iteration 50Q: 3 clusters Score -3924030 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 38880 members Entering Unmasked Estep Score: -3924036.250000 Penalty: 3452.137451 Iteration 51Q: 3 clusters Score -3924036 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 38879 members Entering Unmasked Estep Score: -3924039.000000 Penalty: 3452.137451 Iteration 52Q: 3 clusters Score -3924039 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 38878 members Entering Unmasked Estep Score: -3924045.500000 Penalty: 3452.137451 Iteration 53Q: 3 clusters Score -3924046 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 38878 members Entering Unmasked Estep Score: -3924045.500000 Penalty: 3452.137451 Iteration 54F: 3 clusters Score -3924046 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (980 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Entering Unmasked Estep Score: -90127.429688 Penalty: 1119.227295 Iteration 0F: 2 clusters Score -90127.43 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -88699.679688 Penalty: 2238.454590 Iteration 0F: 3 clusters Score -88699.68 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -89010.914062 Penalty: 2238.454590 Iteration 1F: 3 clusters Score -89010.91 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -89112.921875 Penalty: 2238.454590 Iteration 2F: 3 clusters Score -89112.92 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -89194.218750 Penalty: 2238.454590 Iteration 3F: 3 clusters Score -89194.22 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -89260.960938 Penalty: 2238.454590 Iteration 4Q: 3 clusters Score -89260.96 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -89305.132812 Penalty: 2238.454590 Iteration 5Q: 3 clusters Score -89305.13 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -89347.570312 Penalty: 2238.454590 Iteration 6Q: 3 clusters Score -89347.57 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -89379.359375 Penalty: 2238.454590 Iteration 7Q: 3 clusters Score -89379.36 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -89390.031250 Penalty: 2238.454590 Iteration 8Q: 3 clusters Score -89390.03 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -89398.937500 Penalty: 2238.454590 Iteration 9Q: 3 clusters Score -89398.94 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -89403.531250 Penalty: 2238.454590 Iteration 10Q: 3 clusters Score -89403.53 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -89408.078125 Penalty: 2238.454590 Iteration 11Q: 3 clusters Score -89408.08 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -89416.218750 Penalty: 2238.454590 Iteration 12Q: 3 clusters Score -89416.22 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -89428.132812 Penalty: 2238.454590 Iteration 13Q: 3 clusters Score -89428.13 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -89436.320312 Penalty: 2238.454590 Iteration 14Q: 3 clusters Score -89436.32 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -89441.171875 Penalty: 2238.454590 Iteration 15Q: 3 clusters Score -89441.17 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -89443.750000 Penalty: 2238.454590 Iteration 16Q: 3 clusters Score -89443.75 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -89445.140625 Penalty: 2238.454590 Iteration 17Q: 3 clusters Score -89445.14 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -89446.023438 Penalty: 2238.454590 Iteration 18Q: 3 clusters Score -89446.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -89446.023438 Penalty: 2238.454590 Iteration 19F: 3 clusters Score -89446.02 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2494 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Entering Unmasked Estep Score: -230552.671875 Penalty: 1271.017090 Iteration 0F: 2 clusters Score -230552.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -228136.000000 Penalty: 2542.034180 Iteration 0F: 3 clusters Score -228136 nChanged 923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -228775.421875 Penalty: 2542.034180 Iteration 1F: 3 clusters Score -228775.4 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -228969.093750 Penalty: 2542.034180 Iteration 2F: 3 clusters Score -228969.1 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -229119.984375 Penalty: 2542.034180 Iteration 3F: 3 clusters Score -229120 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -229205.453125 Penalty: 2542.034180 Iteration 4F: 3 clusters Score -229205.5 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -229263.359375 Penalty: 2542.034180 Iteration 5Q: 3 clusters Score -229263.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -229312.187500 Penalty: 2542.034180 Iteration 6Q: 3 clusters Score -229312.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -229359.250000 Penalty: 2542.034180 Iteration 7Q: 3 clusters Score -229359.2 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -229420.734375 Penalty: 2542.034180 Iteration 8Q: 3 clusters Score -229420.7 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -229501.171875 Penalty: 2542.034180 Iteration 9Q: 3 clusters Score -229501.2 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -229584.031250 Penalty: 2542.034180 Iteration 10Q: 3 clusters Score -229584 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -229663.781250 Penalty: 2542.034180 Iteration 11Q: 3 clusters Score -229663.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -229723.562500 Penalty: 2542.034180 Iteration 12Q: 3 clusters Score -229723.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -229752.656250 Penalty: 2542.034180 Iteration 13Q: 3 clusters Score -229752.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -229763.484375 Penalty: 2542.034180 Iteration 14Q: 3 clusters Score -229763.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -229770.203125 Penalty: 2542.034180 Iteration 15Q: 3 clusters Score -229770.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -229774.250000 Penalty: 2542.034180 Iteration 16Q: 3 clusters Score -229774.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -229779.453125 Penalty: 2542.034180 Iteration 17Q: 3 clusters Score -229779.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -229784.046875 Penalty: 2542.034180 Iteration 18Q: 3 clusters Score -229784 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -229786.734375 Penalty: 2542.034180 Iteration 19Q: 3 clusters Score -229786.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -229788.421875 Penalty: 2542.034180 Iteration 20F: 3 clusters Score -229788.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -229788.656250 Penalty: 2542.034180 Iteration 21Q: 3 clusters Score -229788.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -229788.656250 Penalty: 2542.034180 Iteration 22F: 3 clusters Score -229788.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (411 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Entering Unmasked Estep Score: -29783.814453 Penalty: 978.021423 Iteration 0F: 2 clusters Score -29783.81 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -28890.761719 Penalty: 1956.042847 Iteration 0F: 3 clusters Score -28890.76 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -29115.658203 Penalty: 1956.042847 Iteration 1F: 3 clusters Score -29115.66 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -29250.685547 Penalty: 1956.042847 Iteration 2F: 3 clusters Score -29250.69 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -29354.480469 Penalty: 1956.042847 Iteration 3F: 3 clusters Score -29354.48 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -29442.421875 Penalty: 1956.042847 Iteration 4Q: 3 clusters Score -29442.42 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -29551.072266 Penalty: 1956.042847 Iteration 5F: 3 clusters Score -29551.07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -29685.826172 Penalty: 1956.042847 Iteration 6Q: 3 clusters Score -29685.83 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -29711.355469 Penalty: 1956.042847 Iteration 7Q: 3 clusters Score -29711.36 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -29719.970703 Penalty: 1956.042847 Iteration 8Q: 3 clusters Score -29719.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -29723.160156 Penalty: 1956.042847 Iteration 9Q: 3 clusters Score -29723.16 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -29723.160156 Penalty: 1956.042847 Iteration 10F: 3 clusters Score -29723.16 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2215 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Entering Unmasked Estep Score: -191740.765625 Penalty: 1251.738770 Iteration 0F: 2 clusters Score -191740.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -189536.453125 Penalty: 2503.477539 Iteration 0F: 3 clusters Score -189536.5 nChanged 823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -190015.781250 Penalty: 2503.477539 Iteration 1F: 3 clusters Score -190015.8 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -190148.703125 Penalty: 2503.477539 Iteration 2F: 3 clusters Score -190148.7 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -190272.734375 Penalty: 2503.477539 Iteration 3F: 3 clusters Score -190272.7 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -190415.250000 Penalty: 2503.477539 Iteration 4F: 3 clusters Score -190415.2 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -190595.484375 Penalty: 2503.477539 Iteration 5Q: 3 clusters Score -190595.5 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -190747.031250 Penalty: 2503.477539 Iteration 6Q: 3 clusters Score -190747 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -190914.937500 Penalty: 2503.477539 Iteration 7F: 3 clusters Score -190914.9 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -191031.343750 Penalty: 2503.477539 Iteration 8F: 3 clusters Score -191031.3 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -191135.687500 Penalty: 2503.477539 Iteration 9Q: 3 clusters Score -191135.7 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -191239.453125 Penalty: 2503.477539 Iteration 10Q: 3 clusters Score -191239.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -191292.765625 Penalty: 2503.477539 Iteration 11Q: 3 clusters Score -191292.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -191321.812500 Penalty: 2503.477539 Iteration 12Q: 3 clusters Score -191321.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -191334.812500 Penalty: 2503.477539 Iteration 13Q: 3 clusters Score -191334.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -191346.093750 Penalty: 2503.477539 Iteration 14Q: 3 clusters Score -191346.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -191349.421875 Penalty: 2503.477539 Iteration 15Q: 3 clusters Score -191349.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -191349.859375 Penalty: 2503.477539 Iteration 16Q: 3 clusters Score -191349.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -191350.531250 Penalty: 2503.477539 Iteration 17Q: 3 clusters Score -191350.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -191352.296875 Penalty: 2503.477539 Iteration 18Q: 3 clusters Score -191352.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -191355.328125 Penalty: 2503.477539 Iteration 19Q: 3 clusters Score -191355.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -191357.062500 Penalty: 2503.477539 Iteration 20F: 3 clusters Score -191357.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -191378.796875 Penalty: 2503.477539 Iteration 21Q: 3 clusters Score -191378.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -191388.078125 Penalty: 2503.477539 Iteration 22Q: 3 clusters Score -191388.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -191394.218750 Penalty: 2503.477539 Iteration 23Q: 3 clusters Score -191394.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -191396.765625 Penalty: 2503.477539 Iteration 24Q: 3 clusters Score -191396.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -191398.718750 Penalty: 2503.477539 Iteration 25Q: 3 clusters Score -191398.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -191399.468750 Penalty: 2503.477539 Iteration 26Q: 3 clusters Score -191399.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -191400.906250 Penalty: 2503.477539 Iteration 27Q: 3 clusters Score -191400.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -191403.265625 Penalty: 2503.477539 Iteration 28Q: 3 clusters Score -191403.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -191404.468750 Penalty: 2503.477539 Iteration 29Q: 3 clusters Score -191404.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -191404.968750 Penalty: 2503.477539 Iteration 30Q: 3 clusters Score -191405 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -191404.968750 Penalty: 2503.477539 Iteration 31F: 3 clusters Score -191405 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (12612 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12612 members Entering Unmasked Estep Score: -1205245.250000 Penalty: 1534.390625 Iteration 0F: 2 clusters Score -1205245 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6212 members Mstep: Class 2 contains 6400 members Entering Unmasked Estep Score: -1196405.000000 Penalty: 3068.781250 Iteration 0F: 3 clusters Score -1196405 nChanged 5608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5764 members Mstep: Class 2 contains 6848 members Entering Unmasked Estep Score: -1199533.250000 Penalty: 3068.781250 Iteration 1F: 3 clusters Score -1199533 nChanged 826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5506 members Mstep: Class 2 contains 7106 members Entering Unmasked Estep Score: -1199974.000000 Penalty: 3068.781250 Iteration 2F: 3 clusters Score -1199974 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5191 members Mstep: Class 2 contains 7421 members Entering Unmasked Estep Score: -1200404.500000 Penalty: 3068.781250 Iteration 3F: 3 clusters Score -1200404 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4846 members Mstep: Class 2 contains 7766 members Entering Unmasked Estep Score: -1200845.500000 Penalty: 3068.781250 Iteration 4F: 3 clusters Score -1200846 nChanged 732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4428 members Mstep: Class 2 contains 8184 members Entering Unmasked Estep Score: -1201326.500000 Penalty: 3068.781250 Iteration 5F: 3 clusters Score -1201326 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4043 members Mstep: Class 2 contains 8569 members Entering Unmasked Estep Score: -1201788.000000 Penalty: 3068.781250 Iteration 6Q: 3 clusters Score -1201788 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3699 members Mstep: Class 2 contains 8913 members Entering Unmasked Estep Score: -1202243.000000 Penalty: 3068.781250 Iteration 7Q: 3 clusters Score -1202243 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3397 members Mstep: Class 2 contains 9215 members Entering Unmasked Estep Score: -1202659.625000 Penalty: 3068.781250 Iteration 8Q: 3 clusters Score -1202660 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3145 members Mstep: Class 2 contains 9467 members Entering Unmasked Estep Score: -1202931.125000 Penalty: 3068.781250 Iteration 9Q: 3 clusters Score -1202931 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2970 members Mstep: Class 2 contains 9642 members Entering Unmasked Estep Score: -1203113.500000 Penalty: 3068.781250 Iteration 10Q: 3 clusters Score -1203114 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2833 members Mstep: Class 2 contains 9779 members Entering Unmasked Estep Score: -1203232.625000 Penalty: 3068.781250 Iteration 11Q: 3 clusters Score -1203233 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2703 members Mstep: Class 2 contains 9909 members Entering Unmasked Estep Score: -1203321.750000 Penalty: 3068.781250 Iteration 12Q: 3 clusters Score -1203322 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2588 members Mstep: Class 2 contains 10024 members Entering Unmasked Estep Score: -1203383.375000 Penalty: 3068.781250 Iteration 13Q: 3 clusters Score -1203383 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Mstep: Class 2 contains 10131 members Entering Unmasked Estep Score: -1203437.875000 Penalty: 3068.781250 Iteration 14Q: 3 clusters Score -1203438 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 10223 members Entering Unmasked Estep Score: -1203481.500000 Penalty: 3068.781250 Iteration 15Q: 3 clusters Score -1203482 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 10311 members Entering Unmasked Estep Score: -1203509.375000 Penalty: 3068.781250 Iteration 16Q: 3 clusters Score -1203509 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2213 members Mstep: Class 2 contains 10399 members Entering Unmasked Estep Score: -1203541.125000 Penalty: 3068.781250 Iteration 17Q: 3 clusters Score -1203541 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 10483 members Entering Unmasked Estep Score: -1203576.750000 Penalty: 3068.781250 Iteration 18Q: 3 clusters Score -1203577 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 10556 members Entering Unmasked Estep Score: -1203603.875000 Penalty: 3068.781250 Iteration 19Q: 3 clusters Score -1203604 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 10626 members Entering Unmasked Estep Score: -1203628.000000 Penalty: 3068.781250 Iteration 20F: 3 clusters Score -1203628 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 10684 members Entering Unmasked Estep Score: -1203649.375000 Penalty: 3068.781250 Iteration 21Q: 3 clusters Score -1203649 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 10738 members Entering Unmasked Estep Score: -1203667.125000 Penalty: 3068.781250 Iteration 22Q: 3 clusters Score -1203667 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 10784 members Entering Unmasked Estep Score: -1203681.625000 Penalty: 3068.781250 Iteration 23Q: 3 clusters Score -1203682 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 10826 members Entering Unmasked Estep Score: -1203689.375000 Penalty: 3068.781250 Iteration 24Q: 3 clusters Score -1203689 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 10866 members Entering Unmasked Estep Score: -1203706.625000 Penalty: 3068.781250 Iteration 25Q: 3 clusters Score -1203707 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 10918 members Entering Unmasked Estep Score: -1203722.500000 Penalty: 3068.781250 Iteration 26Q: 3 clusters Score -1203722 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 10961 members Entering Unmasked Estep Score: -1203738.000000 Penalty: 3068.781250 Iteration 27Q: 3 clusters Score -1203738 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 11008 members Entering Unmasked Estep Score: -1203749.875000 Penalty: 3068.781250 Iteration 28Q: 3 clusters Score -1203750 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 11045 members Entering Unmasked Estep Score: -1203759.750000 Penalty: 3068.781250 Iteration 29Q: 3 clusters Score -1203760 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 11084 members Entering Unmasked Estep Score: -1203770.125000 Penalty: 3068.781250 Iteration 30Q: 3 clusters Score -1203770 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 11123 members Entering Unmasked Estep Score: -1203778.125000 Penalty: 3068.781250 Iteration 31Q: 3 clusters Score -1203778 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 11160 members Entering Unmasked Estep Score: -1203792.000000 Penalty: 3068.781250 Iteration 32Q: 3 clusters Score -1203792 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 11193 members Entering Unmasked Estep Score: -1203801.125000 Penalty: 3068.781250 Iteration 33Q: 3 clusters Score -1203801 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 11222 members Entering Unmasked Estep Score: -1203810.250000 Penalty: 3068.781250 Iteration 34Q: 3 clusters Score -1203810 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 11243 members Entering Unmasked Estep Score: -1203818.625000 Penalty: 3068.781250 Iteration 35Q: 3 clusters Score -1203819 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 11263 members Entering Unmasked Estep Score: -1203824.125000 Penalty: 3068.781250 Iteration 36Q: 3 clusters Score -1203824 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 11276 members Entering Unmasked Estep Score: -1203828.625000 Penalty: 3068.781250 Iteration 37Q: 3 clusters Score -1203829 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 11292 members Entering Unmasked Estep Score: -1203828.875000 Penalty: 3068.781250 Iteration 38Q: 3 clusters Score -1203829 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 11310 members Entering Unmasked Estep Score: -1203834.500000 Penalty: 3068.781250 Iteration 39Q: 3 clusters Score -1203834 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 11329 members Entering Unmasked Estep Score: -1203838.000000 Penalty: 3068.781250 Iteration 40F: 3 clusters Score -1203838 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 11343 members Entering Unmasked Estep Score: -1203844.375000 Penalty: 3068.781250 Iteration 41Q: 3 clusters Score -1203844 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 11359 members Entering Unmasked Estep Score: -1203849.375000 Penalty: 3068.781250 Iteration 42Q: 3 clusters Score -1203849 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 11372 members Entering Unmasked Estep Score: -1203854.625000 Penalty: 3068.781250 Iteration 43Q: 3 clusters Score -1203855 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 11383 members Entering Unmasked Estep Score: -1203857.875000 Penalty: 3068.781250 Iteration 44Q: 3 clusters Score -1203858 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 11396 members Entering Unmasked Estep Score: -1203860.375000 Penalty: 3068.781250 Iteration 45Q: 3 clusters Score -1203860 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 11404 members Entering Unmasked Estep Score: -1203862.750000 Penalty: 3068.781250 Iteration 46Q: 3 clusters Score -1203863 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 11410 members Entering Unmasked Estep Score: -1203862.750000 Penalty: 3068.781250 Iteration 47Q: 3 clusters Score -1203863 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 11419 members Entering Unmasked Estep Score: -1203864.875000 Penalty: 3068.781250 Iteration 48Q: 3 clusters Score -1203865 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 11428 members Entering Unmasked Estep Score: -1203865.500000 Penalty: 3068.781250 Iteration 49Q: 3 clusters Score -1203866 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 11439 members Entering Unmasked Estep Score: -1203869.875000 Penalty: 3068.781250 Iteration 50Q: 3 clusters Score -1203870 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 11449 members Entering Unmasked Estep Score: -1203869.000000 Penalty: 3068.781250 Iteration 51Q: 3 clusters Score -1203869 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 11459 members Entering Unmasked Estep Score: -1203872.375000 Penalty: 3068.781250 Iteration 52Q: 3 clusters Score -1203872 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 11469 members Entering Unmasked Estep Score: -1203874.875000 Penalty: 3068.781250 Iteration 53Q: 3 clusters Score -1203875 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 11477 members Entering Unmasked Estep Score: -1203877.625000 Penalty: 3068.781250 Iteration 54Q: 3 clusters Score -1203878 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 11483 members Entering Unmasked Estep Score: -1203878.875000 Penalty: 3068.781250 Iteration 55Q: 3 clusters Score -1203879 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 11493 members Entering Unmasked Estep Score: -1203883.750000 Penalty: 3068.781250 Iteration 56Q: 3 clusters Score -1203884 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 11499 members Entering Unmasked Estep Score: -1203885.875000 Penalty: 3068.781250 Iteration 57Q: 3 clusters Score -1203886 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 11504 members Entering Unmasked Estep Score: -1203887.750000 Penalty: 3068.781250 Iteration 58Q: 3 clusters Score -1203888 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 11509 members Entering Unmasked Estep Score: -1203889.875000 Penalty: 3068.781250 Iteration 59Q: 3 clusters Score -1203890 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 11514 members Entering Unmasked Estep Score: -1203890.250000 Penalty: 3068.781250 Iteration 60F: 3 clusters Score -1203890 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 11517 members Entering Unmasked Estep Score: -1203891.625000 Penalty: 3068.781250 Iteration 61Q: 3 clusters Score -1203892 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 11523 members Entering Unmasked Estep Score: -1203892.000000 Penalty: 3068.781250 Iteration 62Q: 3 clusters Score -1203892 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 11527 members Entering Unmasked Estep Score: -1203894.000000 Penalty: 3068.781250 Iteration 63Q: 3 clusters Score -1203894 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 11531 members Entering Unmasked Estep Score: -1203895.000000 Penalty: 3068.781250 Iteration 64Q: 3 clusters Score -1203895 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 11535 members Entering Unmasked Estep Score: -1203899.125000 Penalty: 3068.781250 Iteration 65Q: 3 clusters Score -1203899 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 11542 members Entering Unmasked Estep Score: -1203900.250000 Penalty: 3068.781250 Iteration 66Q: 3 clusters Score -1203900 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 11551 members Entering Unmasked Estep Score: -1203904.250000 Penalty: 3068.781250 Iteration 67Q: 3 clusters Score -1203904 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 11563 members Entering Unmasked Estep Score: -1203904.375000 Penalty: 3068.781250 Iteration 68Q: 3 clusters Score -1203904 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 11572 members Entering Unmasked Estep Score: -1203908.500000 Penalty: 3068.781250 Iteration 69Q: 3 clusters Score -1203908 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 11576 members Entering Unmasked Estep Score: -1203909.375000 Penalty: 3068.781250 Iteration 70Q: 3 clusters Score -1203909 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 11578 members Entering Unmasked Estep Score: -1203909.500000 Penalty: 3068.781250 Iteration 71Q: 3 clusters Score -1203910 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 11584 members Entering Unmasked Estep Score: -1203909.250000 Penalty: 3068.781250 Iteration 72Q: 3 clusters Score -1203909 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 11588 members Entering Unmasked Estep Score: -1203911.125000 Penalty: 3068.781250 Iteration 73Q: 3 clusters Score -1203911 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 11594 members Entering Unmasked Estep Score: -1203915.000000 Penalty: 3068.781250 Iteration 74Q: 3 clusters Score -1203915 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 11602 members Entering Unmasked Estep Score: -1203916.625000 Penalty: 3068.781250 Iteration 75Q: 3 clusters Score -1203917 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 11609 members Entering Unmasked Estep Score: -1203919.125000 Penalty: 3068.781250 Iteration 76Q: 3 clusters Score -1203919 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 11616 members Entering Unmasked Estep Score: -1203922.750000 Penalty: 3068.781250 Iteration 77Q: 3 clusters Score -1203923 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 11625 members Entering Unmasked Estep Score: -1203926.875000 Penalty: 3068.781250 Iteration 78Q: 3 clusters Score -1203927 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 11636 members Entering Unmasked Estep Score: -1203930.125000 Penalty: 3068.781250 Iteration 79Q: 3 clusters Score -1203930 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 11649 members Entering Unmasked Estep Score: -1203936.500000 Penalty: 3068.781250 Iteration 80F: 3 clusters Score -1203936 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 11664 members Entering Unmasked Estep Score: -1203941.875000 Penalty: 3068.781250 Iteration 81Q: 3 clusters Score -1203942 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 11671 members Entering Unmasked Estep Score: -1203946.875000 Penalty: 3068.781250 Iteration 82Q: 3 clusters Score -1203947 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 11677 members Entering Unmasked Estep Score: -1203949.125000 Penalty: 3068.781250 Iteration 83Q: 3 clusters Score -1203949 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 11685 members Entering Unmasked Estep Score: -1203952.000000 Penalty: 3068.781250 Iteration 84Q: 3 clusters Score -1203952 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 11693 members Entering Unmasked Estep Score: -1203954.375000 Penalty: 3068.781250 Iteration 85Q: 3 clusters Score -1203954 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 11703 members Entering Unmasked Estep Score: -1203960.000000 Penalty: 3068.781250 Iteration 86Q: 3 clusters Score -1203960 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 11714 members Entering Unmasked Estep Score: -1203964.000000 Penalty: 3068.781250 Iteration 87Q: 3 clusters Score -1203964 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 11721 members Entering Unmasked Estep Score: -1203966.750000 Penalty: 3068.781250 Iteration 88Q: 3 clusters Score -1203967 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 11730 members Entering Unmasked Estep Score: -1203966.125000 Penalty: 3068.781250 Iteration 89Q: 3 clusters Score -1203966 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 11737 members Entering Unmasked Estep Score: -1203970.625000 Penalty: 3068.781250 Iteration 90Q: 3 clusters Score -1203971 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 11747 members Entering Unmasked Estep Score: -1203975.500000 Penalty: 3068.781250 Iteration 91Q: 3 clusters Score -1203976 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 11757 members Entering Unmasked Estep Score: -1203982.375000 Penalty: 3068.781250 Iteration 92Q: 3 clusters Score -1203982 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 11768 members Entering Unmasked Estep Score: -1203985.000000 Penalty: 3068.781250 Iteration 93Q: 3 clusters Score -1203985 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 11777 members Entering Unmasked Estep Score: -1203990.500000 Penalty: 3068.781250 Iteration 94Q: 3 clusters Score -1203990 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 11784 members Entering Unmasked Estep Score: -1203992.250000 Penalty: 3068.781250 Iteration 95Q: 3 clusters Score -1203992 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 11789 members Entering Unmasked Estep Score: -1203992.500000 Penalty: 3068.781250 Iteration 96Q: 3 clusters Score -1203992 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 11793 members Entering Unmasked Estep Score: -1203996.750000 Penalty: 3068.781250 Iteration 97Q: 3 clusters Score -1203997 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 11795 members Entering Unmasked Estep Score: -1203998.375000 Penalty: 3068.781250 Iteration 98Q: 3 clusters Score -1203998 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 11797 members Entering Unmasked Estep Score: -1203997.875000 Penalty: 3068.781250 Iteration 99Q: 3 clusters Score -1203998 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 11798 members Entering Unmasked Estep Score: -1203997.375000 Penalty: 3068.781250 Iteration 100F: 3 clusters Score -1203997 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 11798 members Entering Unmasked Estep Score: -1203998.000000 Penalty: 3068.781250 Iteration 101Q: 3 clusters Score -1203998 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 11798 members Entering Unmasked Estep Score: -1203998.000000 Penalty: 3068.781250 Iteration 102F: 3 clusters Score -1203998 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1457 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Entering Unmasked Estep Score: -138042.671875 Penalty: 1183.671875 Iteration 0F: 2 clusters Score -138042.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -136339.109375 Penalty: 2367.343750 Iteration 0F: 3 clusters Score -136339.1 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -136691.296875 Penalty: 2367.343750 Iteration 1F: 3 clusters Score -136691.3 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -136802.109375 Penalty: 2367.343750 Iteration 2F: 3 clusters Score -136802.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -136868.437500 Penalty: 2367.343750 Iteration 3Q: 3 clusters Score -136868.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -136937.484375 Penalty: 2367.343750 Iteration 4Q: 3 clusters Score -136937.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -137000.000000 Penalty: 2367.343750 Iteration 5Q: 3 clusters Score -137000 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -137101.562500 Penalty: 2367.343750 Iteration 6Q: 3 clusters Score -137101.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -137210.015625 Penalty: 2367.343750 Iteration 7Q: 3 clusters Score -137210 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -137281.203125 Penalty: 2367.343750 Iteration 8Q: 3 clusters Score -137281.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -137337.656250 Penalty: 2367.343750 Iteration 9Q: 3 clusters Score -137337.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -137373.984375 Penalty: 2367.343750 Iteration 10Q: 3 clusters Score -137374 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -137389.218750 Penalty: 2367.343750 Iteration 11Q: 3 clusters Score -137389.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -137408.281250 Penalty: 2367.343750 Iteration 12Q: 3 clusters Score -137408.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -137417.828125 Penalty: 2367.343750 Iteration 13Q: 3 clusters Score -137417.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -137424.187500 Penalty: 2367.343750 Iteration 14Q: 3 clusters Score -137424.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -137429.531250 Penalty: 2367.343750 Iteration 15Q: 3 clusters Score -137429.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -137433.906250 Penalty: 2367.343750 Iteration 16Q: 3 clusters Score -137433.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -137440.656250 Penalty: 2367.343750 Iteration 17Q: 3 clusters Score -137440.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -137446.906250 Penalty: 2367.343750 Iteration 18Q: 3 clusters Score -137446.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -137452.421875 Penalty: 2367.343750 Iteration 19Q: 3 clusters Score -137452.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -137454.828125 Penalty: 2367.343750 Iteration 20F: 3 clusters Score -137454.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -137457.859375 Penalty: 2367.343750 Iteration 21Q: 3 clusters Score -137457.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -137464.171875 Penalty: 2367.343750 Iteration 22Q: 3 clusters Score -137464.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -137466.593750 Penalty: 2367.343750 Iteration 23Q: 3 clusters Score -137466.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -137468.812500 Penalty: 2367.343750 Iteration 24Q: 3 clusters Score -137468.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -137469.437500 Penalty: 2367.343750 Iteration 25Q: 3 clusters Score -137469.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -137470.125000 Penalty: 2367.343750 Iteration 26Q: 3 clusters Score -137470.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -137470.500000 Penalty: 2367.343750 Iteration 27Q: 3 clusters Score -137470.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -137470.703125 Penalty: 2367.343750 Iteration 28Q: 3 clusters Score -137470.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -137470.703125 Penalty: 2367.343750 Iteration 29F: 3 clusters Score -137470.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (853 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Entering Unmasked Estep Score: -75708.882812 Penalty: 1096.673462 Iteration 0F: 2 clusters Score -75708.88 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 413 members Entering Unmasked Estep Score: -74376.968750 Penalty: 2193.346924 Iteration 0F: 3 clusters Score -74376.97 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -74670.617188 Penalty: 2193.346924 Iteration 1F: 3 clusters Score -74670.62 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -74834.742188 Penalty: 2193.346924 Iteration 2F: 3 clusters Score -74834.74 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -74975.687500 Penalty: 2193.346924 Iteration 3F: 3 clusters Score -74975.69 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -75186.406250 Penalty: 2193.346924 Iteration 4F: 3 clusters Score -75186.41 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -75342.117188 Penalty: 2193.346924 Iteration 5F: 3 clusters Score -75342.12 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -75457.710938 Penalty: 2193.346924 Iteration 6Q: 3 clusters Score -75457.71 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -75556.328125 Penalty: 2193.346924 Iteration 7Q: 3 clusters Score -75556.33 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -75608.085938 Penalty: 2193.346924 Iteration 8Q: 3 clusters Score -75608.09 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -75660.109375 Penalty: 2193.346924 Iteration 9Q: 3 clusters Score -75660.11 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -75674.859375 Penalty: 2193.346924 Iteration 10Q: 3 clusters Score -75674.86 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -75679.015625 Penalty: 2193.346924 Iteration 11Q: 3 clusters Score -75679.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -75690.703125 Penalty: 2193.346924 Iteration 12Q: 3 clusters Score -75690.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -75694.179688 Penalty: 2193.346924 Iteration 13Q: 3 clusters Score -75694.18 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -75694.867188 Penalty: 2193.346924 Iteration 14Q: 3 clusters Score -75694.87 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -75694.867188 Penalty: 2193.346924 Iteration 15F: 3 clusters Score -75694.87 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (9319 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9319 members Entering Unmasked Estep Score: -862573.562500 Penalty: 1485.219238 Iteration 0F: 2 clusters Score -862573.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4739 members Mstep: Class 2 contains 4580 members Entering Unmasked Estep Score: -855836.812500 Penalty: 2970.438477 Iteration 0F: 3 clusters Score -855836.8 nChanged 4030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5003 members Mstep: Class 2 contains 4316 members Entering Unmasked Estep Score: -857999.000000 Penalty: 2970.438477 Iteration 1F: 3 clusters Score -857999 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5151 members Mstep: Class 2 contains 4168 members Entering Unmasked Estep Score: -858195.000000 Penalty: 2970.438477 Iteration 2F: 3 clusters Score -858195 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5348 members Mstep: Class 2 contains 3971 members Entering Unmasked Estep Score: -858371.875000 Penalty: 2970.438477 Iteration 3Q: 3 clusters Score -858371.9 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5632 members Mstep: Class 2 contains 3687 members Entering Unmasked Estep Score: -858556.187500 Penalty: 2970.438477 Iteration 4Q: 3 clusters Score -858556.2 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5954 members Mstep: Class 2 contains 3365 members Entering Unmasked Estep Score: -858781.750000 Penalty: 2970.438477 Iteration 5Q: 3 clusters Score -858781.8 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6359 members Mstep: Class 2 contains 2960 members Entering Unmasked Estep Score: -859065.312500 Penalty: 2970.438477 Iteration 6Q: 3 clusters Score -859065.3 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6795 members Mstep: Class 2 contains 2524 members Entering Unmasked Estep Score: -859410.375000 Penalty: 2970.438477 Iteration 7F: 3 clusters Score -859410.4 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7276 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -859797.375000 Penalty: 2970.438477 Iteration 8F: 3 clusters Score -859797.4 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7737 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -860166.187500 Penalty: 2970.438477 Iteration 9F: 3 clusters Score -860166.2 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8112 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -860455.625000 Penalty: 2970.438477 Iteration 10Q: 3 clusters Score -860455.6 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8393 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -860682.312500 Penalty: 2970.438477 Iteration 11Q: 3 clusters Score -860682.3 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8593 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -860863.187500 Penalty: 2970.438477 Iteration 12Q: 3 clusters Score -860863.2 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8725 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -861007.125000 Penalty: 2970.438477 Iteration 13Q: 3 clusters Score -861007.1 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8817 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -861125.187500 Penalty: 2970.438477 Iteration 14Q: 3 clusters Score -861125.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8864 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -861193.625000 Penalty: 2970.438477 Iteration 15Q: 3 clusters Score -861193.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8893 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -861249.937500 Penalty: 2970.438477 Iteration 16Q: 3 clusters Score -861249.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8924 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -861291.125000 Penalty: 2970.438477 Iteration 17Q: 3 clusters Score -861291.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8938 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -861316.812500 Penalty: 2970.438477 Iteration 18Q: 3 clusters Score -861316.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8943 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -861333.812500 Penalty: 2970.438477 Iteration 19Q: 3 clusters Score -861333.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8939 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -861345.187500 Penalty: 2970.438477 Iteration 20F: 3 clusters Score -861345.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8937 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -861366.500000 Penalty: 2970.438477 Iteration 21Q: 3 clusters Score -861366.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8937 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -861371.875000 Penalty: 2970.438477 Iteration 22Q: 3 clusters Score -861371.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8938 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -861375.875000 Penalty: 2970.438477 Iteration 23Q: 3 clusters Score -861375.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8935 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -861382.062500 Penalty: 2970.438477 Iteration 24Q: 3 clusters Score -861382.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8932 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -861382.312500 Penalty: 2970.438477 Iteration 25Q: 3 clusters Score -861382.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8931 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -861383.062500 Penalty: 2970.438477 Iteration 26Q: 3 clusters Score -861383.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8931 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -861383.062500 Penalty: 2970.438477 Iteration 27F: 3 clusters Score -861383.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (3208 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3208 members Entering Unmasked Estep Score: -316531.437500 Penalty: 1311.928101 Iteration 0F: 2 clusters Score -316531.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -313681.562500 Penalty: 2623.856201 Iteration 0F: 3 clusters Score -313681.6 nChanged 1215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -314384.718750 Penalty: 2623.856201 Iteration 1F: 3 clusters Score -314384.7 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -314534.968750 Penalty: 2623.856201 Iteration 2F: 3 clusters Score -314535 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -314629.500000 Penalty: 2623.856201 Iteration 3F: 3 clusters Score -314629.5 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -314694.156250 Penalty: 2623.856201 Iteration 4Q: 3 clusters Score -314694.2 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -314751.156250 Penalty: 2623.856201 Iteration 5Q: 3 clusters Score -314751.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -314794.031250 Penalty: 2623.856201 Iteration 6Q: 3 clusters Score -314794 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -314835.531250 Penalty: 2623.856201 Iteration 7Q: 3 clusters Score -314835.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -314867.781250 Penalty: 2623.856201 Iteration 8Q: 3 clusters Score -314867.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -314898.375000 Penalty: 2623.856201 Iteration 9Q: 3 clusters Score -314898.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -314925.406250 Penalty: 2623.856201 Iteration 10Q: 3 clusters Score -314925.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -314947.625000 Penalty: 2623.856201 Iteration 11Q: 3 clusters Score -314947.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -314971.687500 Penalty: 2623.856201 Iteration 12Q: 3 clusters Score -314971.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -314999.281250 Penalty: 2623.856201 Iteration 13Q: 3 clusters Score -314999.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -315017.906250 Penalty: 2623.856201 Iteration 14Q: 3 clusters Score -315017.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -315041.343750 Penalty: 2623.856201 Iteration 15Q: 3 clusters Score -315041.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -315060.625000 Penalty: 2623.856201 Iteration 16Q: 3 clusters Score -315060.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -315073.437500 Penalty: 2623.856201 Iteration 17Q: 3 clusters Score -315073.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -315086.125000 Penalty: 2623.856201 Iteration 18Q: 3 clusters Score -315086.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -315097.531250 Penalty: 2623.856201 Iteration 19Q: 3 clusters Score -315097.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -315111.250000 Penalty: 2623.856201 Iteration 20F: 3 clusters Score -315111.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -315130.500000 Penalty: 2623.856201 Iteration 21Q: 3 clusters Score -315130.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 2102 members Entering Unmasked Estep Score: -315141.781250 Penalty: 2623.856201 Iteration 22Q: 3 clusters Score -315141.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -315146.031250 Penalty: 2623.856201 Iteration 23Q: 3 clusters Score -315146 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 2109 members Entering Unmasked Estep Score: -315150.187500 Penalty: 2623.856201 Iteration 24Q: 3 clusters Score -315150.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -315152.093750 Penalty: 2623.856201 Iteration 25Q: 3 clusters Score -315152.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 2117 members Entering Unmasked Estep Score: -315153.531250 Penalty: 2623.856201 Iteration 26Q: 3 clusters Score -315153.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -315155.218750 Penalty: 2623.856201 Iteration 27Q: 3 clusters Score -315155.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -315156.093750 Penalty: 2623.856201 Iteration 28Q: 3 clusters Score -315156.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 2124 members Entering Unmasked Estep Score: -315156.437500 Penalty: 2623.856201 Iteration 29Q: 3 clusters Score -315156.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -315156.687500 Penalty: 2623.856201 Iteration 30Q: 3 clusters Score -315156.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -315156.968750 Penalty: 2623.856201 Iteration 31Q: 3 clusters Score -315157 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -315157.625000 Penalty: 2623.856201 Iteration 32Q: 3 clusters Score -315157.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -315157.875000 Penalty: 2623.856201 Iteration 33Q: 3 clusters Score -315157.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -315158.781250 Penalty: 2623.856201 Iteration 34Q: 3 clusters Score -315158.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -315159.250000 Penalty: 2623.856201 Iteration 35Q: 3 clusters Score -315159.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -315160.843750 Penalty: 2623.856201 Iteration 36Q: 3 clusters Score -315160.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -315162.062500 Penalty: 2623.856201 Iteration 37Q: 3 clusters Score -315162.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -315162.250000 Penalty: 2623.856201 Iteration 38Q: 3 clusters Score -315162.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -315162.687500 Penalty: 2623.856201 Iteration 39Q: 3 clusters Score -315162.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 2147 members Entering Unmasked Estep Score: -315162.937500 Penalty: 2623.856201 Iteration 40F: 3 clusters Score -315162.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 2148 members Entering Unmasked Estep Score: -315163.156250 Penalty: 2623.856201 Iteration 41Q: 3 clusters Score -315163.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 2148 members Entering Unmasked Estep Score: -315163.156250 Penalty: 2623.856201 Iteration 42F: 3 clusters Score -315163.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (536 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Entering Unmasked Estep Score: -45143.503906 Penalty: 1021.171814 Iteration 0F: 2 clusters Score -45143.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -44267.429688 Penalty: 2042.343628 Iteration 0F: 3 clusters Score -44267.43 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -44667.703125 Penalty: 2042.343628 Iteration 1F: 3 clusters Score -44667.7 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -44840.828125 Penalty: 2042.343628 Iteration 2F: 3 clusters Score -44840.83 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -44966.710938 Penalty: 2042.343628 Iteration 3F: 3 clusters Score -44966.71 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -45056.964844 Penalty: 2042.343628 Iteration 4Q: 3 clusters Score -45056.96 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -45094.281250 Penalty: 2042.343628 Iteration 5Q: 3 clusters Score -45094.28 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -45131.468750 Penalty: 2042.343628 Iteration 6Q: 3 clusters Score -45131.47 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -45148.230469 Penalty: 2042.343628 Iteration 7Q: 3 clusters Score -45148.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -45151.500000 Penalty: 2042.343628 Iteration 8Q: 3 clusters Score -45151.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -45152.343750 Penalty: 2042.343628 Iteration 9Q: 3 clusters Score -45152.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -45152.343750 Penalty: 2042.343628 Iteration 10F: 3 clusters Score -45152.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14324 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 5057 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2552 members Mstep: Class 6 contains 2873 members Mstep: Class 7 contains 91886 members Mstep: Class 8 contains 1440 members Mstep: Class 9 contains 3030 members Mstep: Class 10 contains 143133 members Mstep: Class 11 contains 41026 members Mstep: Class 12 contains 980 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 411 members Mstep: Class 15 contains 2215 members Mstep: Class 16 contains 12612 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 853 members Mstep: Class 19 contains 9319 members Mstep: Class 20 contains 3208 members Mstep: Class 21 contains 413 members Mstep: Class 22 contains 1716 members Mstep: Class 23 contains 123 members Entering Unmasked Estep Score: -33086594.000000 Penalty: 47653.777344 Splitting cluster 21 changes total score from -33087602.000000 to -33086594.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 22 (1716 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Entering Unmasked Estep Score: -148762.265625 Penalty: 1210.259521 Iteration 0F: 2 clusters Score -148762.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -146857.750000 Penalty: 2420.519043 Iteration 0F: 3 clusters Score -146857.8 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -147308.515625 Penalty: 2420.519043 Iteration 1F: 3 clusters Score -147308.5 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -147559.765625 Penalty: 2420.519043 Iteration 2F: 3 clusters Score -147559.8 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -147937.515625 Penalty: 2420.519043 Iteration 3F: 3 clusters Score -147937.5 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -148423.156250 Penalty: 2420.519043 Iteration 4F: 3 clusters Score -148423.2 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -148679.250000 Penalty: 2420.519043 Iteration 5F: 3 clusters Score -148679.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -148792.000000 Penalty: 2420.519043 Iteration 6Q: 3 clusters Score -148792 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -148856.687500 Penalty: 2420.519043 Iteration 7Q: 3 clusters Score -148856.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -148904.796875 Penalty: 2420.519043 Iteration 8Q: 3 clusters Score -148904.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -148983.937500 Penalty: 2420.519043 Iteration 9Q: 3 clusters Score -148983.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -149084.187500 Penalty: 2420.519043 Iteration 10Q: 3 clusters Score -149084.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -149188.500000 Penalty: 2420.519043 Iteration 11Q: 3 clusters Score -149188.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -149235.000000 Penalty: 2420.519043 Iteration 12Q: 3 clusters Score -149235 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -149249.781250 Penalty: 2420.519043 Iteration 13Q: 3 clusters Score -149249.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -149257.000000 Penalty: 2420.519043 Iteration 14Q: 3 clusters Score -149257 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -149259.093750 Penalty: 2420.519043 Iteration 15Q: 3 clusters Score -149259.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -149259.484375 Penalty: 2420.519043 Iteration 16Q: 3 clusters Score -149259.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -149259.484375 Penalty: 2420.519043 Iteration 17F: 3 clusters Score -149259.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14324 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 5057 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2552 members Mstep: Class 6 contains 2873 members Mstep: Class 7 contains 91886 members Mstep: Class 8 contains 1440 members Mstep: Class 9 contains 3030 members Mstep: Class 10 contains 143133 members Mstep: Class 11 contains 41026 members Mstep: Class 12 contains 980 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 411 members Mstep: Class 15 contains 2215 members Mstep: Class 16 contains 12612 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 853 members Mstep: Class 19 contains 9319 members Mstep: Class 20 contains 3208 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 647 members Mstep: Class 23 contains 1069 members Entering Unmasked Estep Score: -33087262.000000 Penalty: 47653.777344 Splitting cluster 22 changes total score from -33087602.000000 to -33087262.000000 So it's not getting split. Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14324 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 5057 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2552 members Mstep: Class 6 contains 2873 members Mstep: Class 7 contains 91886 members Mstep: Class 8 contains 1440 members Mstep: Class 9 contains 3030 members Mstep: Class 10 contains 143133 members Mstep: Class 11 contains 41026 members Mstep: Class 12 contains 980 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 411 members Mstep: Class 15 contains 2215 members Mstep: Class 16 contains 12612 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 853 members Mstep: Class 19 contains 9319 members Mstep: Class 20 contains 3208 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087636.000000 Penalty: 45581.875000 Iteration 119Q: 23 clusters Score -3.308764e+07 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14324 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 5057 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2552 members Mstep: Class 6 contains 2898 members Mstep: Class 7 contains 91887 members Mstep: Class 8 contains 1440 members Mstep: Class 9 contains 3034 members Mstep: Class 10 contains 143089 members Mstep: Class 11 contains 41001 members Mstep: Class 12 contains 980 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 411 members Mstep: Class 15 contains 2215 members Mstep: Class 16 contains 12610 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 853 members Mstep: Class 19 contains 9359 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087686.000000 Penalty: 45581.875000 Iteration 120F: 23 clusters Score -3.308769e+07 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14323 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 5057 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2552 members Mstep: Class 6 contains 2921 members Mstep: Class 7 contains 91889 members Mstep: Class 8 contains 1440 members Mstep: Class 9 contains 3038 members Mstep: Class 10 contains 143036 members Mstep: Class 11 contains 40990 members Mstep: Class 12 contains 980 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 410 members Mstep: Class 15 contains 2215 members Mstep: Class 16 contains 12605 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 853 members Mstep: Class 19 contains 9401 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087728.000000 Penalty: 45581.875000 Iteration 121Q: 23 clusters Score -3.308773e+07 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14323 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 5057 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2552 members Mstep: Class 6 contains 2942 members Mstep: Class 7 contains 91892 members Mstep: Class 8 contains 1440 members Mstep: Class 9 contains 3042 members Mstep: Class 10 contains 142985 members Mstep: Class 11 contains 40971 members Mstep: Class 12 contains 980 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2215 members Mstep: Class 16 contains 12601 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 853 members Mstep: Class 19 contains 9448 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087656.000000 Penalty: 45581.875000 Iteration 122Q: 23 clusters Score -3.308766e+07 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14323 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 5057 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2552 members Mstep: Class 6 contains 2960 members Mstep: Class 7 contains 91893 members Mstep: Class 8 contains 1440 members Mstep: Class 9 contains 3044 members Mstep: Class 10 contains 142926 members Mstep: Class 11 contains 40963 members Mstep: Class 12 contains 980 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2216 members Mstep: Class 16 contains 12600 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 853 members Mstep: Class 19 contains 9494 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087634.000000 Penalty: 45581.875000 Iteration 123Q: 23 clusters Score -3.308763e+07 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14322 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 5057 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2552 members Mstep: Class 6 contains 2976 members Mstep: Class 7 contains 91895 members Mstep: Class 8 contains 1440 members Mstep: Class 9 contains 3044 members Mstep: Class 10 contains 142849 members Mstep: Class 11 contains 40976 members Mstep: Class 12 contains 980 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2217 members Mstep: Class 16 contains 12597 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 853 members Mstep: Class 19 contains 9543 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087646.000000 Penalty: 45581.875000 Iteration 124Q: 23 clusters Score -3.308765e+07 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14321 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 5057 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2552 members Mstep: Class 6 contains 2995 members Mstep: Class 7 contains 91898 members Mstep: Class 8 contains 1440 members Mstep: Class 9 contains 3046 members Mstep: Class 10 contains 142762 members Mstep: Class 11 contains 40994 members Mstep: Class 12 contains 980 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2217 members Mstep: Class 16 contains 12594 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 853 members Mstep: Class 19 contains 9592 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087658.000000 Penalty: 45581.875000 Iteration 125Q: 23 clusters Score -3.308766e+07 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14321 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 5057 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2552 members Mstep: Class 6 contains 3015 members Mstep: Class 7 contains 91899 members Mstep: Class 8 contains 1440 members Mstep: Class 9 contains 3049 members Mstep: Class 10 contains 142662 members Mstep: Class 11 contains 41019 members Mstep: Class 12 contains 980 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2218 members Mstep: Class 16 contains 12592 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 853 members Mstep: Class 19 contains 9644 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087682.000000 Penalty: 45581.875000 Iteration 126Q: 23 clusters Score -3.308768e+07 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14321 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 5057 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2552 members Mstep: Class 6 contains 3032 members Mstep: Class 7 contains 91899 members Mstep: Class 8 contains 1440 members Mstep: Class 9 contains 3051 members Mstep: Class 10 contains 142569 members Mstep: Class 11 contains 41025 members Mstep: Class 12 contains 980 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2220 members Mstep: Class 16 contains 12591 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 853 members Mstep: Class 19 contains 9711 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087746.000000 Penalty: 45581.875000 Iteration 127Q: 23 clusters Score -3.308775e+07 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14320 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2553 members Mstep: Class 6 contains 3049 members Mstep: Class 7 contains 91899 members Mstep: Class 8 contains 1440 members Mstep: Class 9 contains 3054 members Mstep: Class 10 contains 142469 members Mstep: Class 11 contains 41048 members Mstep: Class 12 contains 980 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 12591 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 853 members Mstep: Class 19 contains 9768 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087734.000000 Penalty: 45581.875000 Iteration 128Q: 23 clusters Score -3.308773e+07 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14318 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2553 members Mstep: Class 6 contains 3066 members Mstep: Class 7 contains 91899 members Mstep: Class 8 contains 1440 members Mstep: Class 9 contains 3054 members Mstep: Class 10 contains 142372 members Mstep: Class 11 contains 41078 members Mstep: Class 12 contains 980 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2223 members Mstep: Class 16 contains 12591 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 853 members Mstep: Class 19 contains 9818 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087718.000000 Penalty: 45581.875000 Iteration 129Q: 23 clusters Score -3.308772e+07 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14319 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2553 members Mstep: Class 6 contains 3086 members Mstep: Class 7 contains 91899 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3055 members Mstep: Class 10 contains 142295 members Mstep: Class 11 contains 41086 members Mstep: Class 12 contains 980 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2223 members Mstep: Class 16 contains 12589 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 853 members Mstep: Class 19 contains 9868 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087682.000000 Penalty: 45581.875000 Iteration 130Q: 23 clusters Score -3.308768e+07 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14318 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2555 members Mstep: Class 6 contains 3105 members Mstep: Class 7 contains 91903 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3057 members Mstep: Class 10 contains 142218 members Mstep: Class 11 contains 41096 members Mstep: Class 12 contains 980 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2223 members Mstep: Class 16 contains 12585 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 853 members Mstep: Class 19 contains 9913 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087674.000000 Penalty: 45581.875000 Iteration 131Q: 23 clusters Score -3.308767e+07 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14317 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2556 members Mstep: Class 6 contains 3119 members Mstep: Class 7 contains 91905 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3055 members Mstep: Class 10 contains 142128 members Mstep: Class 11 contains 41115 members Mstep: Class 12 contains 980 members Mstep: Class 13 contains 2493 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2223 members Mstep: Class 16 contains 12582 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 853 members Mstep: Class 19 contains 9974 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087642.000000 Penalty: 45581.875000 Iteration 132Q: 23 clusters Score -3.308764e+07 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14317 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2556 members Mstep: Class 6 contains 3136 members Mstep: Class 7 contains 91907 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3056 members Mstep: Class 10 contains 142060 members Mstep: Class 11 contains 41133 members Mstep: Class 12 contains 980 members Mstep: Class 13 contains 2493 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2223 members Mstep: Class 16 contains 12579 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 853 members Mstep: Class 19 contains 10007 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087622.000000 Penalty: 45581.875000 Iteration 133Q: 23 clusters Score -3.308762e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14317 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2556 members Mstep: Class 6 contains 3146 members Mstep: Class 7 contains 91907 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3059 members Mstep: Class 10 contains 142006 members Mstep: Class 11 contains 41135 members Mstep: Class 12 contains 980 members Mstep: Class 13 contains 2493 members Mstep: Class 14 contains 408 members Mstep: Class 15 contains 2223 members Mstep: Class 16 contains 12579 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 853 members Mstep: Class 19 contains 10047 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087576.000000 Penalty: 45581.875000 Iteration 134Q: 23 clusters Score -3.308758e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14317 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2556 members Mstep: Class 6 contains 3158 members Mstep: Class 7 contains 91907 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3062 members Mstep: Class 10 contains 141953 members Mstep: Class 11 contains 41139 members Mstep: Class 12 contains 980 members Mstep: Class 13 contains 2493 members Mstep: Class 14 contains 407 members Mstep: Class 15 contains 2222 members Mstep: Class 16 contains 12579 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 853 members Mstep: Class 19 contains 10083 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087608.000000 Penalty: 45581.875000 Iteration 135Q: 23 clusters Score -3.308761e+07 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14317 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2556 members Mstep: Class 6 contains 3167 members Mstep: Class 7 contains 91910 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3065 members Mstep: Class 10 contains 141903 members Mstep: Class 11 contains 41134 members Mstep: Class 12 contains 981 members Mstep: Class 13 contains 2493 members Mstep: Class 14 contains 407 members Mstep: Class 15 contains 2222 members Mstep: Class 16 contains 12575 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 853 members Mstep: Class 19 contains 10126 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087608.000000 Penalty: 45581.875000 Iteration 136Q: 23 clusters Score -3.308761e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14317 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2556 members Mstep: Class 6 contains 3177 members Mstep: Class 7 contains 91913 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3066 members Mstep: Class 10 contains 141864 members Mstep: Class 11 contains 41122 members Mstep: Class 12 contains 982 members Mstep: Class 13 contains 2493 members Mstep: Class 14 contains 407 members Mstep: Class 15 contains 2222 members Mstep: Class 16 contains 12572 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 853 members Mstep: Class 19 contains 10165 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087608.000000 Penalty: 45581.875000 Iteration 137Q: 23 clusters Score -3.308761e+07 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14317 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2556 members Mstep: Class 6 contains 3189 members Mstep: Class 7 contains 91915 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3066 members Mstep: Class 10 contains 141821 members Mstep: Class 11 contains 41113 members Mstep: Class 12 contains 983 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 407 members Mstep: Class 15 contains 2222 members Mstep: Class 16 contains 12569 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 853 members Mstep: Class 19 contains 10204 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087604.000000 Penalty: 45581.875000 Iteration 138Q: 23 clusters Score -3.30876e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14317 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2555 members Mstep: Class 6 contains 3192 members Mstep: Class 7 contains 91915 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3067 members Mstep: Class 10 contains 141785 members Mstep: Class 11 contains 41100 members Mstep: Class 12 contains 983 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 407 members Mstep: Class 15 contains 2222 members Mstep: Class 16 contains 12569 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 853 members Mstep: Class 19 contains 10250 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087574.000000 Penalty: 45581.875000 Iteration 139Q: 23 clusters Score -3.308757e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14317 members Mstep: Class 2 contains 1126 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2555 members Mstep: Class 6 contains 3197 members Mstep: Class 7 contains 91915 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3066 members Mstep: Class 10 contains 141742 members Mstep: Class 11 contains 41109 members Mstep: Class 12 contains 983 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 408 members Mstep: Class 15 contains 2222 members Mstep: Class 16 contains 12569 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 853 members Mstep: Class 19 contains 10278 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087600.000000 Penalty: 45581.875000 Iteration 140F: 23 clusters Score -3.30876e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14317 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2555 members Mstep: Class 6 contains 3202 members Mstep: Class 7 contains 91915 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3066 members Mstep: Class 10 contains 141699 members Mstep: Class 11 contains 41118 members Mstep: Class 12 contains 983 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 408 members Mstep: Class 15 contains 2222 members Mstep: Class 16 contains 12569 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 853 members Mstep: Class 19 contains 10306 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087582.000000 Penalty: 45581.875000 Iteration 141Q: 23 clusters Score -3.308758e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14317 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2555 members Mstep: Class 6 contains 3204 members Mstep: Class 7 contains 91915 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3067 members Mstep: Class 10 contains 141671 members Mstep: Class 11 contains 41108 members Mstep: Class 12 contains 983 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 408 members Mstep: Class 15 contains 2222 members Mstep: Class 16 contains 12569 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 853 members Mstep: Class 19 contains 10341 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087546.000000 Penalty: 45581.875000 Iteration 142Q: 23 clusters Score -3.308755e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14316 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2555 members Mstep: Class 6 contains 3205 members Mstep: Class 7 contains 91915 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3069 members Mstep: Class 10 contains 141637 members Mstep: Class 11 contains 41100 members Mstep: Class 12 contains 983 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 408 members Mstep: Class 15 contains 2222 members Mstep: Class 16 contains 12569 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 853 members Mstep: Class 19 contains 10381 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087624.000000 Penalty: 45581.875000 Iteration 143Q: 23 clusters Score -3.308762e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14316 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2555 members Mstep: Class 6 contains 3209 members Mstep: Class 7 contains 91915 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3068 members Mstep: Class 10 contains 141607 members Mstep: Class 11 contains 41099 members Mstep: Class 12 contains 983 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 408 members Mstep: Class 15 contains 2223 members Mstep: Class 16 contains 12569 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 853 members Mstep: Class 19 contains 10408 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087648.000000 Penalty: 45581.875000 Iteration 144Q: 23 clusters Score -3.308765e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14316 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2555 members Mstep: Class 6 contains 3216 members Mstep: Class 7 contains 91915 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3068 members Mstep: Class 10 contains 141591 members Mstep: Class 11 contains 41079 members Mstep: Class 12 contains 983 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 408 members Mstep: Class 15 contains 2223 members Mstep: Class 16 contains 12569 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 853 members Mstep: Class 19 contains 10437 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087658.000000 Penalty: 45581.875000 Iteration 145Q: 23 clusters Score -3.308766e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14316 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2555 members Mstep: Class 6 contains 3220 members Mstep: Class 7 contains 91915 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3069 members Mstep: Class 10 contains 141574 members Mstep: Class 11 contains 41066 members Mstep: Class 12 contains 983 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 408 members Mstep: Class 15 contains 2223 members Mstep: Class 16 contains 12569 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 853 members Mstep: Class 19 contains 10462 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087676.000000 Penalty: 45581.875000 Iteration 146Q: 23 clusters Score -3.308768e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14316 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2555 members Mstep: Class 6 contains 3229 members Mstep: Class 7 contains 91915 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3069 members Mstep: Class 10 contains 141562 members Mstep: Class 11 contains 41038 members Mstep: Class 12 contains 983 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 408 members Mstep: Class 15 contains 2223 members Mstep: Class 16 contains 12569 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 853 members Mstep: Class 19 contains 10493 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087646.000000 Penalty: 45581.875000 Iteration 147Q: 23 clusters Score -3.308765e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14316 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2555 members Mstep: Class 6 contains 3242 members Mstep: Class 7 contains 91915 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3070 members Mstep: Class 10 contains 141537 members Mstep: Class 11 contains 41019 members Mstep: Class 12 contains 983 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 408 members Mstep: Class 15 contains 2223 members Mstep: Class 16 contains 12567 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 853 members Mstep: Class 19 contains 10525 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087618.000000 Penalty: 45581.875000 Iteration 148Q: 23 clusters Score -3.308762e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14316 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2555 members Mstep: Class 6 contains 3253 members Mstep: Class 7 contains 91916 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3069 members Mstep: Class 10 contains 141503 members Mstep: Class 11 contains 41011 members Mstep: Class 12 contains 983 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 408 members Mstep: Class 15 contains 2223 members Mstep: Class 16 contains 12565 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 853 members Mstep: Class 19 contains 10558 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087604.000000 Penalty: 45581.875000 Iteration 149Q: 23 clusters Score -3.30876e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14315 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2556 members Mstep: Class 6 contains 3263 members Mstep: Class 7 contains 91917 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3069 members Mstep: Class 10 contains 141470 members Mstep: Class 11 contains 41001 members Mstep: Class 12 contains 983 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 408 members Mstep: Class 15 contains 2223 members Mstep: Class 16 contains 12563 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 853 members Mstep: Class 19 contains 10592 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087640.000000 Penalty: 45581.875000 Iteration 150Q: 23 clusters Score -3.308764e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14316 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2556 members Mstep: Class 6 contains 3274 members Mstep: Class 7 contains 91917 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3067 members Mstep: Class 10 contains 141424 members Mstep: Class 11 contains 41014 members Mstep: Class 12 contains 983 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 408 members Mstep: Class 15 contains 2223 members Mstep: Class 16 contains 12562 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 853 members Mstep: Class 19 contains 10616 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087646.000000 Penalty: 45581.875000 Iteration 151Q: 23 clusters Score -3.308765e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14316 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2556 members Mstep: Class 6 contains 3286 members Mstep: Class 7 contains 91916 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3066 members Mstep: Class 10 contains 141384 members Mstep: Class 11 contains 41014 members Mstep: Class 12 contains 984 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 408 members Mstep: Class 15 contains 2223 members Mstep: Class 16 contains 12561 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 853 members Mstep: Class 19 contains 10646 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087682.000000 Penalty: 45581.875000 Iteration 152Q: 23 clusters Score -3.308768e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14316 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2557 members Mstep: Class 6 contains 3299 members Mstep: Class 7 contains 91916 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3066 members Mstep: Class 10 contains 141347 members Mstep: Class 11 contains 41014 members Mstep: Class 12 contains 985 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 408 members Mstep: Class 15 contains 2223 members Mstep: Class 16 contains 12560 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 853 members Mstep: Class 19 contains 10669 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087644.000000 Penalty: 45581.875000 Iteration 153Q: 23 clusters Score -3.308764e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14316 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2557 members Mstep: Class 6 contains 3310 members Mstep: Class 7 contains 91917 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3064 members Mstep: Class 10 contains 141316 members Mstep: Class 11 contains 41018 members Mstep: Class 12 contains 984 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 408 members Mstep: Class 15 contains 2223 members Mstep: Class 16 contains 12559 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 853 members Mstep: Class 19 contains 10688 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087638.000000 Penalty: 45581.875000 Iteration 154Q: 23 clusters Score -3.308764e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14316 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2558 members Mstep: Class 6 contains 3321 members Mstep: Class 7 contains 91917 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3065 members Mstep: Class 10 contains 141289 members Mstep: Class 11 contains 41016 members Mstep: Class 12 contains 984 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 408 members Mstep: Class 15 contains 2223 members Mstep: Class 16 contains 12559 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 10705 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087646.000000 Penalty: 45581.875000 Iteration 155Q: 23 clusters Score -3.308765e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14316 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2558 members Mstep: Class 6 contains 3329 members Mstep: Class 7 contains 91917 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3064 members Mstep: Class 10 contains 141256 members Mstep: Class 11 contains 41020 members Mstep: Class 12 contains 984 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 408 members Mstep: Class 15 contains 2222 members Mstep: Class 16 contains 12559 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 10728 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087648.000000 Penalty: 45581.875000 Iteration 156Q: 23 clusters Score -3.308765e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14316 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2558 members Mstep: Class 6 contains 3335 members Mstep: Class 7 contains 91917 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3065 members Mstep: Class 10 contains 141228 members Mstep: Class 11 contains 41015 members Mstep: Class 12 contains 984 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 408 members Mstep: Class 15 contains 2222 members Mstep: Class 16 contains 12559 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 10754 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087652.000000 Penalty: 45581.875000 Iteration 157Q: 23 clusters Score -3.308765e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14316 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2558 members Mstep: Class 6 contains 3337 members Mstep: Class 7 contains 91917 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3066 members Mstep: Class 10 contains 141197 members Mstep: Class 11 contains 41021 members Mstep: Class 12 contains 984 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 408 members Mstep: Class 15 contains 2222 members Mstep: Class 16 contains 12559 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 10776 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087628.000000 Penalty: 45581.875000 Iteration 158Q: 23 clusters Score -3.308763e+07 nChanged 62 Entering ConstructFrom: Score: -33087628.000000 Penalty: 45581.875000 Entering ConstructFrom: Trying to split cluster 1 (14316 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14316 members Entering Unmasked Estep Score: -1335770.625000 Penalty: 1554.984131 Iteration 0F: 2 clusters Score -1335771 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7114 members Mstep: Class 2 contains 7202 members Entering Unmasked Estep Score: -1325844.250000 Penalty: 3109.968262 Iteration 0F: 3 clusters Score -1325844 nChanged 6336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6662 members Mstep: Class 2 contains 7654 members Entering Unmasked Estep Score: -1329253.125000 Penalty: 3109.968262 Iteration 1F: 3 clusters Score -1329253 nChanged 853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6369 members Mstep: Class 2 contains 7947 members Entering Unmasked Estep Score: -1329615.250000 Penalty: 3109.968262 Iteration 2F: 3 clusters Score -1329615 nChanged 755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6008 members Mstep: Class 2 contains 8308 members Entering Unmasked Estep Score: -1329962.500000 Penalty: 3109.968262 Iteration 3F: 3 clusters Score -1329962 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5555 members Mstep: Class 2 contains 8761 members Entering Unmasked Estep Score: -1330349.250000 Penalty: 3109.968262 Iteration 4F: 3 clusters Score -1330349 nChanged 760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5031 members Mstep: Class 2 contains 9285 members Entering Unmasked Estep Score: -1330805.500000 Penalty: 3109.968262 Iteration 5F: 3 clusters Score -1330806 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4453 members Mstep: Class 2 contains 9863 members Entering Unmasked Estep Score: -1331275.625000 Penalty: 3109.968262 Iteration 6F: 3 clusters Score -1331276 nChanged 759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3846 members Mstep: Class 2 contains 10470 members Entering Unmasked Estep Score: -1331760.875000 Penalty: 3109.968262 Iteration 7F: 3 clusters Score -1331761 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3311 members Mstep: Class 2 contains 11005 members Entering Unmasked Estep Score: -1332213.375000 Penalty: 3109.968262 Iteration 8Q: 3 clusters Score -1332213 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2783 members Mstep: Class 2 contains 11533 members Entering Unmasked Estep Score: -1332654.000000 Penalty: 3109.968262 Iteration 9Q: 3 clusters Score -1332654 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2322 members Mstep: Class 2 contains 11994 members Entering Unmasked Estep Score: -1333024.750000 Penalty: 3109.968262 Iteration 10Q: 3 clusters Score -1333025 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 12386 members Entering Unmasked Estep Score: -1333331.875000 Penalty: 3109.968262 Iteration 11Q: 3 clusters Score -1333332 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 12668 members Entering Unmasked Estep Score: -1333562.125000 Penalty: 3109.968262 Iteration 12Q: 3 clusters Score -1333562 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 12901 members Entering Unmasked Estep Score: -1333754.625000 Penalty: 3109.968262 Iteration 13Q: 3 clusters Score -1333755 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 13087 members Entering Unmasked Estep Score: -1333892.750000 Penalty: 3109.968262 Iteration 14Q: 3 clusters Score -1333893 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 13213 members Entering Unmasked Estep Score: -1334002.875000 Penalty: 3109.968262 Iteration 15Q: 3 clusters Score -1334003 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 13332 members Entering Unmasked Estep Score: -1334121.250000 Penalty: 3109.968262 Iteration 16Q: 3 clusters Score -1334121 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 13417 members Entering Unmasked Estep Score: -1334224.250000 Penalty: 3109.968262 Iteration 17Q: 3 clusters Score -1334224 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 13479 members Entering Unmasked Estep Score: -1334356.000000 Penalty: 3109.968262 Iteration 18Q: 3 clusters Score -1334356 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 13508 members Entering Unmasked Estep Score: -1334517.500000 Penalty: 3109.968262 Iteration 19Q: 3 clusters Score -1334518 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 13518 members Entering Unmasked Estep Score: -1334612.750000 Penalty: 3109.968262 Iteration 20F: 3 clusters Score -1334613 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 13507 members Entering Unmasked Estep Score: -1334675.375000 Penalty: 3109.968262 Iteration 21Q: 3 clusters Score -1334675 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 13501 members Entering Unmasked Estep Score: -1334719.750000 Penalty: 3109.968262 Iteration 22Q: 3 clusters Score -1334720 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 13486 members Entering Unmasked Estep Score: -1334759.375000 Penalty: 3109.968262 Iteration 23Q: 3 clusters Score -1334759 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 13471 members Entering Unmasked Estep Score: -1334784.750000 Penalty: 3109.968262 Iteration 24Q: 3 clusters Score -1334785 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 13453 members Entering Unmasked Estep Score: -1334812.000000 Penalty: 3109.968262 Iteration 25Q: 3 clusters Score -1334812 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 13426 members Entering Unmasked Estep Score: -1334828.125000 Penalty: 3109.968262 Iteration 26Q: 3 clusters Score -1334828 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 13403 members Entering Unmasked Estep Score: -1334841.375000 Penalty: 3109.968262 Iteration 27Q: 3 clusters Score -1334841 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 13380 members Entering Unmasked Estep Score: -1334853.875000 Penalty: 3109.968262 Iteration 28Q: 3 clusters Score -1334854 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 13352 members Entering Unmasked Estep Score: -1334870.625000 Penalty: 3109.968262 Iteration 29Q: 3 clusters Score -1334871 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 13333 members Entering Unmasked Estep Score: -1334882.875000 Penalty: 3109.968262 Iteration 30Q: 3 clusters Score -1334883 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 13308 members Entering Unmasked Estep Score: -1334888.625000 Penalty: 3109.968262 Iteration 31Q: 3 clusters Score -1334889 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 13290 members Entering Unmasked Estep Score: -1334895.500000 Penalty: 3109.968262 Iteration 32Q: 3 clusters Score -1334896 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 13284 members Entering Unmasked Estep Score: -1334897.625000 Penalty: 3109.968262 Iteration 33Q: 3 clusters Score -1334898 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 13276 members Entering Unmasked Estep Score: -1334900.000000 Penalty: 3109.968262 Iteration 34Q: 3 clusters Score -1334900 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 13261 members Entering Unmasked Estep Score: -1334909.375000 Penalty: 3109.968262 Iteration 35Q: 3 clusters Score -1334909 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 13251 members Entering Unmasked Estep Score: -1334913.375000 Penalty: 3109.968262 Iteration 36Q: 3 clusters Score -1334913 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 13239 members Entering Unmasked Estep Score: -1334918.750000 Penalty: 3109.968262 Iteration 37Q: 3 clusters Score -1334919 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 13224 members Entering Unmasked Estep Score: -1334926.250000 Penalty: 3109.968262 Iteration 38Q: 3 clusters Score -1334926 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 13207 members Entering Unmasked Estep Score: -1334932.375000 Penalty: 3109.968262 Iteration 39Q: 3 clusters Score -1334932 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 13194 members Entering Unmasked Estep Score: -1334932.500000 Penalty: 3109.968262 Iteration 40F: 3 clusters Score -1334932 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 13181 members Entering Unmasked Estep Score: -1334938.750000 Penalty: 3109.968262 Iteration 41Q: 3 clusters Score -1334939 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 13165 members Entering Unmasked Estep Score: -1334948.125000 Penalty: 3109.968262 Iteration 42Q: 3 clusters Score -1334948 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 13150 members Entering Unmasked Estep Score: -1334953.000000 Penalty: 3109.968262 Iteration 43Q: 3 clusters Score -1334953 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 13134 members Entering Unmasked Estep Score: -1334956.750000 Penalty: 3109.968262 Iteration 44Q: 3 clusters Score -1334957 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 13122 members Entering Unmasked Estep Score: -1334960.500000 Penalty: 3109.968262 Iteration 45Q: 3 clusters Score -1334960 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 13109 members Entering Unmasked Estep Score: -1334963.875000 Penalty: 3109.968262 Iteration 46Q: 3 clusters Score -1334964 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 13103 members Entering Unmasked Estep Score: -1334964.750000 Penalty: 3109.968262 Iteration 47Q: 3 clusters Score -1334965 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 13097 members Entering Unmasked Estep Score: -1334964.750000 Penalty: 3109.968262 Iteration 48Q: 3 clusters Score -1334965 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 13092 members Entering Unmasked Estep Score: -1334965.625000 Penalty: 3109.968262 Iteration 49Q: 3 clusters Score -1334966 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 13081 members Entering Unmasked Estep Score: -1334968.875000 Penalty: 3109.968262 Iteration 50Q: 3 clusters Score -1334969 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 13068 members Entering Unmasked Estep Score: -1334977.750000 Penalty: 3109.968262 Iteration 51Q: 3 clusters Score -1334978 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 13060 members Entering Unmasked Estep Score: -1334979.375000 Penalty: 3109.968262 Iteration 52Q: 3 clusters Score -1334979 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 13049 members Entering Unmasked Estep Score: -1334987.375000 Penalty: 3109.968262 Iteration 53Q: 3 clusters Score -1334987 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 13038 members Entering Unmasked Estep Score: -1334987.750000 Penalty: 3109.968262 Iteration 54Q: 3 clusters Score -1334988 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 13029 members Entering Unmasked Estep Score: -1334991.750000 Penalty: 3109.968262 Iteration 55Q: 3 clusters Score -1334992 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 13020 members Entering Unmasked Estep Score: -1334999.250000 Penalty: 3109.968262 Iteration 56Q: 3 clusters Score -1334999 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 13014 members Entering Unmasked Estep Score: -1334998.875000 Penalty: 3109.968262 Iteration 57Q: 3 clusters Score -1334999 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 13011 members Entering Unmasked Estep Score: -1334998.250000 Penalty: 3109.968262 Iteration 58Q: 3 clusters Score -1334998 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 13011 members Entering Unmasked Estep Score: -1334998.500000 Penalty: 3109.968262 Iteration 59Q: 3 clusters Score -1334998 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 13008 members Entering Unmasked Estep Score: -1335000.375000 Penalty: 3109.968262 Iteration 60F: 3 clusters Score -1335000 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 13006 members Entering Unmasked Estep Score: -1335000.500000 Penalty: 3109.968262 Iteration 61Q: 3 clusters Score -1335000 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 13004 members Entering Unmasked Estep Score: -1334998.750000 Penalty: 3109.968262 Iteration 62Q: 3 clusters Score -1334999 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 13002 members Entering Unmasked Estep Score: -1335001.125000 Penalty: 3109.968262 Iteration 63Q: 3 clusters Score -1335001 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 13000 members Entering Unmasked Estep Score: -1335002.625000 Penalty: 3109.968262 Iteration 64Q: 3 clusters Score -1335003 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 12998 members Entering Unmasked Estep Score: -1335003.500000 Penalty: 3109.968262 Iteration 65Q: 3 clusters Score -1335004 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 12995 members Entering Unmasked Estep Score: -1335003.875000 Penalty: 3109.968262 Iteration 66Q: 3 clusters Score -1335004 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 12992 members Entering Unmasked Estep Score: -1335005.250000 Penalty: 3109.968262 Iteration 67Q: 3 clusters Score -1335005 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 12992 members Entering Unmasked Estep Score: -1335005.250000 Penalty: 3109.968262 Iteration 68F: 3 clusters Score -1335005 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (1127 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Entering Unmasked Estep Score: -102711.335938 Penalty: 1141.938599 Iteration 0F: 2 clusters Score -102711.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -101216.773438 Penalty: 2283.877197 Iteration 0F: 3 clusters Score -101216.8 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -101618.953125 Penalty: 2283.877197 Iteration 1F: 3 clusters Score -101619 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -101821.476562 Penalty: 2283.877197 Iteration 2F: 3 clusters Score -101821.5 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -101986.367188 Penalty: 2283.877197 Iteration 3F: 3 clusters Score -101986.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -102155.992188 Penalty: 2283.877197 Iteration 4F: 3 clusters Score -102156 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -102228.671875 Penalty: 2283.877197 Iteration 5Q: 3 clusters Score -102228.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -102275.812500 Penalty: 2283.877197 Iteration 6Q: 3 clusters Score -102275.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -102323.781250 Penalty: 2283.877197 Iteration 7Q: 3 clusters Score -102323.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -102392.421875 Penalty: 2283.877197 Iteration 8Q: 3 clusters Score -102392.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -102451.656250 Penalty: 2283.877197 Iteration 9Q: 3 clusters Score -102451.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -102490.617188 Penalty: 2283.877197 Iteration 10Q: 3 clusters Score -102490.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -102528.468750 Penalty: 2283.877197 Iteration 11Q: 3 clusters Score -102528.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -102559.406250 Penalty: 2283.877197 Iteration 12Q: 3 clusters Score -102559.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -102572.460938 Penalty: 2283.877197 Iteration 13Q: 3 clusters Score -102572.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -102583.156250 Penalty: 2283.877197 Iteration 14Q: 3 clusters Score -102583.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -102587.570312 Penalty: 2283.877197 Iteration 15Q: 3 clusters Score -102587.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -102587.570312 Penalty: 2283.877197 Iteration 16F: 3 clusters Score -102587.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (5056 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5056 members Entering Unmasked Estep Score: -472360.156250 Penalty: 1385.853760 Iteration 0F: 2 clusters Score -472360.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Mstep: Class 2 contains 2497 members Entering Unmasked Estep Score: -468314.937500 Penalty: 2771.707520 Iteration 0F: 3 clusters Score -468314.9 nChanged 2058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2751 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -469395.843750 Penalty: 2771.707520 Iteration 1F: 3 clusters Score -469395.8 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2884 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -469578.562500 Penalty: 2771.707520 Iteration 2F: 3 clusters Score -469578.6 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3015 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -469751.406250 Penalty: 2771.707520 Iteration 3F: 3 clusters Score -469751.4 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3158 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -469953.687500 Penalty: 2771.707520 Iteration 4F: 3 clusters Score -469953.7 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3297 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -470114.656250 Penalty: 2771.707520 Iteration 5Q: 3 clusters Score -470114.7 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3436 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -470264.625000 Penalty: 2771.707520 Iteration 6Q: 3 clusters Score -470264.6 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3574 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -470414.843750 Penalty: 2771.707520 Iteration 7Q: 3 clusters Score -470414.8 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3719 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -470550.781250 Penalty: 2771.707520 Iteration 8Q: 3 clusters Score -470550.8 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3844 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -470675.312500 Penalty: 2771.707520 Iteration 9Q: 3 clusters Score -470675.3 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3940 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -470763.218750 Penalty: 2771.707520 Iteration 10Q: 3 clusters Score -470763.2 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4019 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -470835.750000 Penalty: 2771.707520 Iteration 11Q: 3 clusters Score -470835.8 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4094 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -470892.437500 Penalty: 2771.707520 Iteration 12Q: 3 clusters Score -470892.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4155 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -470938.250000 Penalty: 2771.707520 Iteration 13Q: 3 clusters Score -470938.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4205 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -470977.875000 Penalty: 2771.707520 Iteration 14Q: 3 clusters Score -470977.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4242 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -471011.343750 Penalty: 2771.707520 Iteration 15Q: 3 clusters Score -471011.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4272 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -471043.593750 Penalty: 2771.707520 Iteration 16Q: 3 clusters Score -471043.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4319 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -471097.375000 Penalty: 2771.707520 Iteration 17Q: 3 clusters Score -471097.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4364 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -471155.500000 Penalty: 2771.707520 Iteration 18Q: 3 clusters Score -471155.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4388 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -471194.843750 Penalty: 2771.707520 Iteration 19Q: 3 clusters Score -471194.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4408 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -471227.968750 Penalty: 2771.707520 Iteration 20F: 3 clusters Score -471228 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4421 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -471243.093750 Penalty: 2771.707520 Iteration 21Q: 3 clusters Score -471243.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4428 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -471256.062500 Penalty: 2771.707520 Iteration 22Q: 3 clusters Score -471256.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4439 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -471264.562500 Penalty: 2771.707520 Iteration 23Q: 3 clusters Score -471264.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4442 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -471272.656250 Penalty: 2771.707520 Iteration 24Q: 3 clusters Score -471272.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4445 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -471276.343750 Penalty: 2771.707520 Iteration 25Q: 3 clusters Score -471276.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4446 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -471279.500000 Penalty: 2771.707520 Iteration 26Q: 3 clusters Score -471279.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4447 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -471281.468750 Penalty: 2771.707520 Iteration 27Q: 3 clusters Score -471281.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4450 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -471286.531250 Penalty: 2771.707520 Iteration 28Q: 3 clusters Score -471286.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4457 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -471290.937500 Penalty: 2771.707520 Iteration 29Q: 3 clusters Score -471290.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4460 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -471293.281250 Penalty: 2771.707520 Iteration 30Q: 3 clusters Score -471293.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4462 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -471294.656250 Penalty: 2771.707520 Iteration 31Q: 3 clusters Score -471294.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4464 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -471295.468750 Penalty: 2771.707520 Iteration 32Q: 3 clusters Score -471295.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4466 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -471297.000000 Penalty: 2771.707520 Iteration 33Q: 3 clusters Score -471297 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4467 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -471297.343750 Penalty: 2771.707520 Iteration 34Q: 3 clusters Score -471297.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4467 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -471297.343750 Penalty: 2771.707520 Iteration 35F: 3 clusters Score -471297.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2352 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Entering Unmasked Estep Score: -233571.484375 Penalty: 1261.490967 Iteration 0F: 2 clusters Score -233571.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -231237.875000 Penalty: 2522.981934 Iteration 0F: 3 clusters Score -231237.9 nChanged 872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -231763.984375 Penalty: 2522.981934 Iteration 1F: 3 clusters Score -231764 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -231886.687500 Penalty: 2522.981934 Iteration 2F: 3 clusters Score -231886.7 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -231987.015625 Penalty: 2522.981934 Iteration 3F: 3 clusters Score -231987 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -232051.578125 Penalty: 2522.981934 Iteration 4Q: 3 clusters Score -232051.6 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -232100.906250 Penalty: 2522.981934 Iteration 5Q: 3 clusters Score -232100.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -232127.296875 Penalty: 2522.981934 Iteration 6Q: 3 clusters Score -232127.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -232149.375000 Penalty: 2522.981934 Iteration 7Q: 3 clusters Score -232149.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -232166.890625 Penalty: 2522.981934 Iteration 8Q: 3 clusters Score -232166.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -232183.062500 Penalty: 2522.981934 Iteration 9Q: 3 clusters Score -232183.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -232197.765625 Penalty: 2522.981934 Iteration 10Q: 3 clusters Score -232197.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -232208.046875 Penalty: 2522.981934 Iteration 11Q: 3 clusters Score -232208 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -232219.265625 Penalty: 2522.981934 Iteration 12Q: 3 clusters Score -232219.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -232229.875000 Penalty: 2522.981934 Iteration 13Q: 3 clusters Score -232229.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -232240.562500 Penalty: 2522.981934 Iteration 14Q: 3 clusters Score -232240.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -232252.781250 Penalty: 2522.981934 Iteration 15Q: 3 clusters Score -232252.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -232266.812500 Penalty: 2522.981934 Iteration 16Q: 3 clusters Score -232266.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -232273.640625 Penalty: 2522.981934 Iteration 17Q: 3 clusters Score -232273.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -232281.578125 Penalty: 2522.981934 Iteration 18Q: 3 clusters Score -232281.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -232289.500000 Penalty: 2522.981934 Iteration 19Q: 3 clusters Score -232289.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -232293.906250 Penalty: 2522.981934 Iteration 20F: 3 clusters Score -232293.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -232297.187500 Penalty: 2522.981934 Iteration 21Q: 3 clusters Score -232297.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -232301.734375 Penalty: 2522.981934 Iteration 22Q: 3 clusters Score -232301.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -232306.187500 Penalty: 2522.981934 Iteration 23Q: 3 clusters Score -232306.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -232308.546875 Penalty: 2522.981934 Iteration 24Q: 3 clusters Score -232308.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -232312.218750 Penalty: 2522.981934 Iteration 25Q: 3 clusters Score -232312.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -232314.343750 Penalty: 2522.981934 Iteration 26Q: 3 clusters Score -232314.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -232314.921875 Penalty: 2522.981934 Iteration 27Q: 3 clusters Score -232314.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -232314.921875 Penalty: 2522.981934 Iteration 28F: 3 clusters Score -232314.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (2558 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2558 members Entering Unmasked Estep Score: -244376.000000 Penalty: 1275.134399 Iteration 0F: 2 clusters Score -244376 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -241895.328125 Penalty: 2550.268799 Iteration 0F: 3 clusters Score -241895.3 nChanged 978 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -242514.765625 Penalty: 2550.268799 Iteration 1F: 3 clusters Score -242514.8 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -242668.375000 Penalty: 2550.268799 Iteration 2F: 3 clusters Score -242668.4 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -242788.796875 Penalty: 2550.268799 Iteration 3F: 3 clusters Score -242788.8 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -242896.812500 Penalty: 2550.268799 Iteration 4F: 3 clusters Score -242896.8 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -242990.218750 Penalty: 2550.268799 Iteration 5Q: 3 clusters Score -242990.2 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -243062.437500 Penalty: 2550.268799 Iteration 6Q: 3 clusters Score -243062.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -243111.109375 Penalty: 2550.268799 Iteration 7Q: 3 clusters Score -243111.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -243150.406250 Penalty: 2550.268799 Iteration 8Q: 3 clusters Score -243150.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -243190.812500 Penalty: 2550.268799 Iteration 9Q: 3 clusters Score -243190.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -243221.781250 Penalty: 2550.268799 Iteration 10Q: 3 clusters Score -243221.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -243251.828125 Penalty: 2550.268799 Iteration 11Q: 3 clusters Score -243251.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -243292.046875 Penalty: 2550.268799 Iteration 12Q: 3 clusters Score -243292 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -243337.906250 Penalty: 2550.268799 Iteration 13Q: 3 clusters Score -243337.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -243389.546875 Penalty: 2550.268799 Iteration 14Q: 3 clusters Score -243389.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -243435.046875 Penalty: 2550.268799 Iteration 15Q: 3 clusters Score -243435 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -243467.000000 Penalty: 2550.268799 Iteration 16Q: 3 clusters Score -243467 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -243493.500000 Penalty: 2550.268799 Iteration 17Q: 3 clusters Score -243493.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -243512.312500 Penalty: 2550.268799 Iteration 18Q: 3 clusters Score -243512.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -243523.218750 Penalty: 2550.268799 Iteration 19Q: 3 clusters Score -243523.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -243531.078125 Penalty: 2550.268799 Iteration 20F: 3 clusters Score -243531.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -243537.000000 Penalty: 2550.268799 Iteration 21Q: 3 clusters Score -243537 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -243540.734375 Penalty: 2550.268799 Iteration 22Q: 3 clusters Score -243540.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -243542.171875 Penalty: 2550.268799 Iteration 23Q: 3 clusters Score -243542.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -243544.140625 Penalty: 2550.268799 Iteration 24Q: 3 clusters Score -243544.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -243545.671875 Penalty: 2550.268799 Iteration 25Q: 3 clusters Score -243545.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -243547.875000 Penalty: 2550.268799 Iteration 26Q: 3 clusters Score -243547.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -243548.375000 Penalty: 2550.268799 Iteration 27Q: 3 clusters Score -243548.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -243548.453125 Penalty: 2550.268799 Iteration 28Q: 3 clusters Score -243548.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -243548.531250 Penalty: 2550.268799 Iteration 29Q: 3 clusters Score -243548.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -243549.484375 Penalty: 2550.268799 Iteration 30Q: 3 clusters Score -243549.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -243549.578125 Penalty: 2550.268799 Iteration 31Q: 3 clusters Score -243549.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -243550.484375 Penalty: 2550.268799 Iteration 32Q: 3 clusters Score -243550.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -243552.390625 Penalty: 2550.268799 Iteration 33Q: 3 clusters Score -243552.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -243553.000000 Penalty: 2550.268799 Iteration 34Q: 3 clusters Score -243553 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -243553.484375 Penalty: 2550.268799 Iteration 35Q: 3 clusters Score -243553.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -243555.296875 Penalty: 2550.268799 Iteration 36Q: 3 clusters Score -243555.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -243555.640625 Penalty: 2550.268799 Iteration 37Q: 3 clusters Score -243555.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -243555.781250 Penalty: 2550.268799 Iteration 38Q: 3 clusters Score -243555.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -243555.781250 Penalty: 2550.268799 Iteration 39F: 3 clusters Score -243555.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (3341 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3341 members Entering Unmasked Estep Score: -293879.656250 Penalty: 1318.529053 Iteration 0F: 2 clusters Score -293879.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -290943.187500 Penalty: 2637.058105 Iteration 0F: 3 clusters Score -290943.2 nChanged 1302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -291668.437500 Penalty: 2637.058105 Iteration 1F: 3 clusters Score -291668.4 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -291819.500000 Penalty: 2637.058105 Iteration 2F: 3 clusters Score -291819.5 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -291903.937500 Penalty: 2637.058105 Iteration 3Q: 3 clusters Score -291903.9 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -291979.437500 Penalty: 2637.058105 Iteration 4Q: 3 clusters Score -291979.4 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -292038.437500 Penalty: 2637.058105 Iteration 5Q: 3 clusters Score -292038.4 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -292087.062500 Penalty: 2637.058105 Iteration 6Q: 3 clusters Score -292087.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -292130.562500 Penalty: 2637.058105 Iteration 7Q: 3 clusters Score -292130.6 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -292182.250000 Penalty: 2637.058105 Iteration 8Q: 3 clusters Score -292182.2 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -292241.031250 Penalty: 2637.058105 Iteration 9Q: 3 clusters Score -292241 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -292306.093750 Penalty: 2637.058105 Iteration 10Q: 3 clusters Score -292306.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -292375.625000 Penalty: 2637.058105 Iteration 11Q: 3 clusters Score -292375.6 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -292442.500000 Penalty: 2637.058105 Iteration 12Q: 3 clusters Score -292442.5 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -292511.437500 Penalty: 2637.058105 Iteration 13Q: 3 clusters Score -292511.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 2394 members Entering Unmasked Estep Score: -292569.062500 Penalty: 2637.058105 Iteration 14Q: 3 clusters Score -292569.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 2437 members Entering Unmasked Estep Score: -292599.312500 Penalty: 2637.058105 Iteration 15Q: 3 clusters Score -292599.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 2462 members Entering Unmasked Estep Score: -292617.125000 Penalty: 2637.058105 Iteration 16Q: 3 clusters Score -292617.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 2483 members Entering Unmasked Estep Score: -292633.218750 Penalty: 2637.058105 Iteration 17Q: 3 clusters Score -292633.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -292652.531250 Penalty: 2637.058105 Iteration 18Q: 3 clusters Score -292652.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -292677.531250 Penalty: 2637.058105 Iteration 19Q: 3 clusters Score -292677.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 2573 members Entering Unmasked Estep Score: -292696.968750 Penalty: 2637.058105 Iteration 20F: 3 clusters Score -292697 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 2591 members Entering Unmasked Estep Score: -292707.468750 Penalty: 2637.058105 Iteration 21Q: 3 clusters Score -292707.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -292713.625000 Penalty: 2637.058105 Iteration 22Q: 3 clusters Score -292713.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 2611 members Entering Unmasked Estep Score: -292721.156250 Penalty: 2637.058105 Iteration 23Q: 3 clusters Score -292721.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 2620 members Entering Unmasked Estep Score: -292727.125000 Penalty: 2637.058105 Iteration 24Q: 3 clusters Score -292727.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 2628 members Entering Unmasked Estep Score: -292731.000000 Penalty: 2637.058105 Iteration 25Q: 3 clusters Score -292731 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 2632 members Entering Unmasked Estep Score: -292732.875000 Penalty: 2637.058105 Iteration 26Q: 3 clusters Score -292732.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 2636 members Entering Unmasked Estep Score: -292733.937500 Penalty: 2637.058105 Iteration 27Q: 3 clusters Score -292733.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 2641 members Entering Unmasked Estep Score: -292736.875000 Penalty: 2637.058105 Iteration 28Q: 3 clusters Score -292736.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 2645 members Entering Unmasked Estep Score: -292739.343750 Penalty: 2637.058105 Iteration 29Q: 3 clusters Score -292739.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 2650 members Entering Unmasked Estep Score: -292743.187500 Penalty: 2637.058105 Iteration 30Q: 3 clusters Score -292743.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 2658 members Entering Unmasked Estep Score: -292748.937500 Penalty: 2637.058105 Iteration 31Q: 3 clusters Score -292748.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 2663 members Entering Unmasked Estep Score: -292752.656250 Penalty: 2637.058105 Iteration 32Q: 3 clusters Score -292752.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 2670 members Entering Unmasked Estep Score: -292758.687500 Penalty: 2637.058105 Iteration 33Q: 3 clusters Score -292758.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 2677 members Entering Unmasked Estep Score: -292766.750000 Penalty: 2637.058105 Iteration 34Q: 3 clusters Score -292766.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -292772.156250 Penalty: 2637.058105 Iteration 35Q: 3 clusters Score -292772.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 2702 members Entering Unmasked Estep Score: -292783.468750 Penalty: 2637.058105 Iteration 36Q: 3 clusters Score -292783.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 2712 members Entering Unmasked Estep Score: -292793.593750 Penalty: 2637.058105 Iteration 37Q: 3 clusters Score -292793.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 2729 members Entering Unmasked Estep Score: -292804.750000 Penalty: 2637.058105 Iteration 38Q: 3 clusters Score -292804.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 2737 members Entering Unmasked Estep Score: -292810.187500 Penalty: 2637.058105 Iteration 39Q: 3 clusters Score -292810.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 2746 members Entering Unmasked Estep Score: -292812.218750 Penalty: 2637.058105 Iteration 40F: 3 clusters Score -292812.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 2748 members Entering Unmasked Estep Score: -292814.375000 Penalty: 2637.058105 Iteration 41Q: 3 clusters Score -292814.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 2750 members Entering Unmasked Estep Score: -292814.562500 Penalty: 2637.058105 Iteration 42Q: 3 clusters Score -292814.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 2752 members Entering Unmasked Estep Score: -292815.968750 Penalty: 2637.058105 Iteration 43Q: 3 clusters Score -292816 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 2754 members Entering Unmasked Estep Score: -292817.562500 Penalty: 2637.058105 Iteration 44Q: 3 clusters Score -292817.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 2758 members Entering Unmasked Estep Score: -292819.031250 Penalty: 2637.058105 Iteration 45Q: 3 clusters Score -292819 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 2763 members Entering Unmasked Estep Score: -292821.937500 Penalty: 2637.058105 Iteration 46Q: 3 clusters Score -292821.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 2766 members Entering Unmasked Estep Score: -292824.937500 Penalty: 2637.058105 Iteration 47Q: 3 clusters Score -292824.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -292826.593750 Penalty: 2637.058105 Iteration 48Q: 3 clusters Score -292826.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 2769 members Entering Unmasked Estep Score: -292826.593750 Penalty: 2637.058105 Iteration 49Q: 3 clusters Score -292826.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 2770 members Entering Unmasked Estep Score: -292826.625000 Penalty: 2637.058105 Iteration 50Q: 3 clusters Score -292826.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 2770 members Entering Unmasked Estep Score: -292826.625000 Penalty: 2637.058105 Iteration 51F: 3 clusters Score -292826.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (91917 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91917 members Entering Unmasked Estep Score: -9176080.000000 Penalty: 1857.154175 Iteration 0F: 2 clusters Score -9176080 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46175 members Mstep: Class 2 contains 45742 members Entering Unmasked Estep Score: -9114682.000000 Penalty: 3714.308350 Iteration 0F: 3 clusters Score -9114682 nChanged 43756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47919 members Mstep: Class 2 contains 43998 members Entering Unmasked Estep Score: -9140047.000000 Penalty: 3714.308350 Iteration 1F: 3 clusters Score -9140047 nChanged 2762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49027 members Mstep: Class 2 contains 42890 members Entering Unmasked Estep Score: -9140740.000000 Penalty: 3714.308350 Iteration 2Q: 3 clusters Score -9140740 nChanged 2882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50651 members Mstep: Class 2 contains 41266 members Entering Unmasked Estep Score: -9141527.000000 Penalty: 3714.308350 Iteration 3Q: 3 clusters Score -9141527 nChanged 3239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53064 members Mstep: Class 2 contains 38853 members Entering Unmasked Estep Score: -9142795.000000 Penalty: 3714.308350 Iteration 4Q: 3 clusters Score -9142795 nChanged 3958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56586 members Mstep: Class 2 contains 35331 members Entering Unmasked Estep Score: -9144759.000000 Penalty: 3714.308350 Iteration 5Q: 3 clusters Score -9144759 nChanged 5180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61614 members Mstep: Class 2 contains 30303 members Entering Unmasked Estep Score: -9148006.000000 Penalty: 3714.308350 Iteration 6F: 3 clusters Score -9148006 nChanged 6677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68249 members Mstep: Class 2 contains 23668 members Entering Unmasked Estep Score: -9153082.000000 Penalty: 3714.308350 Iteration 7F: 3 clusters Score -9153082 nChanged 7759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76004 members Mstep: Class 2 contains 15913 members Entering Unmasked Estep Score: -9159973.000000 Penalty: 3714.308350 Iteration 8F: 3 clusters Score -9159973 nChanged 7219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83221 members Mstep: Class 2 contains 8696 members Entering Unmasked Estep Score: -9166794.000000 Penalty: 3714.308350 Iteration 9F: 3 clusters Score -9166794 nChanged 4768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87989 members Mstep: Class 2 contains 3928 members Entering Unmasked Estep Score: -9171178.000000 Penalty: 3714.308350 Iteration 10F: 3 clusters Score -9171178 nChanged 2336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90325 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -9173191.000000 Penalty: 3714.308350 Iteration 11Q: 3 clusters Score -9173191 nChanged 867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91192 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -9173931.000000 Penalty: 3714.308350 Iteration 12Q: 3 clusters Score -9173931 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91505 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -9174196.000000 Penalty: 3714.308350 Iteration 13Q: 3 clusters Score -9174196 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91625 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -9174313.000000 Penalty: 3714.308350 Iteration 14Q: 3 clusters Score -9174313 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91667 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -9174368.000000 Penalty: 3714.308350 Iteration 15Q: 3 clusters Score -9174368 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91697 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -9174408.000000 Penalty: 3714.308350 Iteration 16Q: 3 clusters Score -9174408 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91718 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -9174428.000000 Penalty: 3714.308350 Iteration 17Q: 3 clusters Score -9174428 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91729 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -9174444.000000 Penalty: 3714.308350 Iteration 18Q: 3 clusters Score -9174444 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91733 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -9174450.000000 Penalty: 3714.308350 Iteration 19Q: 3 clusters Score -9174450 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91740 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -9174468.000000 Penalty: 3714.308350 Iteration 20F: 3 clusters Score -9174468 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91743 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -9174469.000000 Penalty: 3714.308350 Iteration 21Q: 3 clusters Score -9174469 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91744 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -9174478.000000 Penalty: 3714.308350 Iteration 22Q: 3 clusters Score -9174478 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91745 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -9174486.000000 Penalty: 3714.308350 Iteration 23Q: 3 clusters Score -9174486 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91746 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -9174490.000000 Penalty: 3714.308350 Iteration 24Q: 3 clusters Score -9174490 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91746 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -9174490.000000 Penalty: 3714.308350 Iteration 25F: 3 clusters Score -9174490 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1439 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Entering Unmasked Estep Score: -134446.921875 Penalty: 1181.651855 Iteration 0F: 2 clusters Score -134446.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -132719.828125 Penalty: 2363.303711 Iteration 0F: 3 clusters Score -132719.8 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -133127.187500 Penalty: 2363.303711 Iteration 1F: 3 clusters Score -133127.2 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -133297.687500 Penalty: 2363.303711 Iteration 2F: 3 clusters Score -133297.7 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -133428.218750 Penalty: 2363.303711 Iteration 3F: 3 clusters Score -133428.2 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -133546.343750 Penalty: 2363.303711 Iteration 4F: 3 clusters Score -133546.3 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -133645.671875 Penalty: 2363.303711 Iteration 5F: 3 clusters Score -133645.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -133783.593750 Penalty: 2363.303711 Iteration 6Q: 3 clusters Score -133783.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -133964.203125 Penalty: 2363.303711 Iteration 7F: 3 clusters Score -133964.2 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -134076.812500 Penalty: 2363.303711 Iteration 8Q: 3 clusters Score -134076.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -134153.359375 Penalty: 2363.303711 Iteration 9Q: 3 clusters Score -134153.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -134232.312500 Penalty: 2363.303711 Iteration 10Q: 3 clusters Score -134232.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -134300.640625 Penalty: 2363.303711 Iteration 11Q: 3 clusters Score -134300.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -134329.234375 Penalty: 2363.303711 Iteration 12Q: 3 clusters Score -134329.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -134353.984375 Penalty: 2363.303711 Iteration 13Q: 3 clusters Score -134354 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -134368.156250 Penalty: 2363.303711 Iteration 14Q: 3 clusters Score -134368.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -134375.625000 Penalty: 2363.303711 Iteration 15Q: 3 clusters Score -134375.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -134378.796875 Penalty: 2363.303711 Iteration 16Q: 3 clusters Score -134378.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -134378.796875 Penalty: 2363.303711 Iteration 17F: 3 clusters Score -134378.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (3067 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3067 members Entering Unmasked Estep Score: -262820.718750 Penalty: 1304.623901 Iteration 0F: 2 clusters Score -262820.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -260091.687500 Penalty: 2609.247803 Iteration 0F: 3 clusters Score -260091.7 nChanged 1204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -261020.625000 Penalty: 2609.247803 Iteration 1F: 3 clusters Score -261020.6 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -261359.000000 Penalty: 2609.247803 Iteration 2F: 3 clusters Score -261359 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -261544.390625 Penalty: 2609.247803 Iteration 3F: 3 clusters Score -261544.4 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -261659.171875 Penalty: 2609.247803 Iteration 4Q: 3 clusters Score -261659.2 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -261755.546875 Penalty: 2609.247803 Iteration 5Q: 3 clusters Score -261755.5 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -261810.984375 Penalty: 2609.247803 Iteration 6Q: 3 clusters Score -261811 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -261844.437500 Penalty: 2609.247803 Iteration 7Q: 3 clusters Score -261844.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -261872.578125 Penalty: 2609.247803 Iteration 8Q: 3 clusters Score -261872.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -261900.937500 Penalty: 2609.247803 Iteration 9Q: 3 clusters Score -261900.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -261932.859375 Penalty: 2609.247803 Iteration 10Q: 3 clusters Score -261932.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -261953.812500 Penalty: 2609.247803 Iteration 11Q: 3 clusters Score -261953.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -261972.140625 Penalty: 2609.247803 Iteration 12Q: 3 clusters Score -261972.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -261988.968750 Penalty: 2609.247803 Iteration 13Q: 3 clusters Score -261989 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -262002.671875 Penalty: 2609.247803 Iteration 14Q: 3 clusters Score -262002.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -262017.359375 Penalty: 2609.247803 Iteration 15Q: 3 clusters Score -262017.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -262037.062500 Penalty: 2609.247803 Iteration 16Q: 3 clusters Score -262037.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -262061.437500 Penalty: 2609.247803 Iteration 17Q: 3 clusters Score -262061.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -262081.421875 Penalty: 2609.247803 Iteration 18Q: 3 clusters Score -262081.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -262099.359375 Penalty: 2609.247803 Iteration 19Q: 3 clusters Score -262099.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -262120.250000 Penalty: 2609.247803 Iteration 20F: 3 clusters Score -262120.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -262143.187500 Penalty: 2609.247803 Iteration 21Q: 3 clusters Score -262143.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -262168.593750 Penalty: 2609.247803 Iteration 22Q: 3 clusters Score -262168.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -262201.031250 Penalty: 2609.247803 Iteration 23Q: 3 clusters Score -262201 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -262231.000000 Penalty: 2609.247803 Iteration 24Q: 3 clusters Score -262231 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -262260.812500 Penalty: 2609.247803 Iteration 25Q: 3 clusters Score -262260.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -262289.593750 Penalty: 2609.247803 Iteration 26Q: 3 clusters Score -262289.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 2090 members Entering Unmasked Estep Score: -262322.031250 Penalty: 2609.247803 Iteration 27Q: 3 clusters Score -262322 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -262369.750000 Penalty: 2609.247803 Iteration 28Q: 3 clusters Score -262369.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -262417.812500 Penalty: 2609.247803 Iteration 29Q: 3 clusters Score -262417.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 2281 members Entering Unmasked Estep Score: -262459.093750 Penalty: 2609.247803 Iteration 30Q: 3 clusters Score -262459.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 2333 members Entering Unmasked Estep Score: -262500.343750 Penalty: 2609.247803 Iteration 31Q: 3 clusters Score -262500.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 2385 members Entering Unmasked Estep Score: -262539.093750 Penalty: 2609.247803 Iteration 32Q: 3 clusters Score -262539.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 2428 members Entering Unmasked Estep Score: -262578.468750 Penalty: 2609.247803 Iteration 33Q: 3 clusters Score -262578.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -262609.562500 Penalty: 2609.247803 Iteration 34Q: 3 clusters Score -262609.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 2499 members Entering Unmasked Estep Score: -262641.187500 Penalty: 2609.247803 Iteration 35Q: 3 clusters Score -262641.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 2526 members Entering Unmasked Estep Score: -262668.343750 Penalty: 2609.247803 Iteration 36Q: 3 clusters Score -262668.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 2550 members Entering Unmasked Estep Score: -262689.156250 Penalty: 2609.247803 Iteration 37Q: 3 clusters Score -262689.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 2573 members Entering Unmasked Estep Score: -262711.687500 Penalty: 2609.247803 Iteration 38Q: 3 clusters Score -262711.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 2587 members Entering Unmasked Estep Score: -262724.750000 Penalty: 2609.247803 Iteration 39Q: 3 clusters Score -262724.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 2597 members Entering Unmasked Estep Score: -262731.687500 Penalty: 2609.247803 Iteration 40F: 3 clusters Score -262731.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 2603 members Entering Unmasked Estep Score: -262736.281250 Penalty: 2609.247803 Iteration 41Q: 3 clusters Score -262736.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 2608 members Entering Unmasked Estep Score: -262740.906250 Penalty: 2609.247803 Iteration 42Q: 3 clusters Score -262740.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 2613 members Entering Unmasked Estep Score: -262744.718750 Penalty: 2609.247803 Iteration 43Q: 3 clusters Score -262744.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -262749.593750 Penalty: 2609.247803 Iteration 44Q: 3 clusters Score -262749.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 2625 members Entering Unmasked Estep Score: -262753.531250 Penalty: 2609.247803 Iteration 45Q: 3 clusters Score -262753.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 2630 members Entering Unmasked Estep Score: -262757.031250 Penalty: 2609.247803 Iteration 46Q: 3 clusters Score -262757 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 2634 members Entering Unmasked Estep Score: -262759.625000 Penalty: 2609.247803 Iteration 47Q: 3 clusters Score -262759.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 2638 members Entering Unmasked Estep Score: -262762.937500 Penalty: 2609.247803 Iteration 48Q: 3 clusters Score -262762.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 2641 members Entering Unmasked Estep Score: -262765.156250 Penalty: 2609.247803 Iteration 49Q: 3 clusters Score -262765.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 2644 members Entering Unmasked Estep Score: -262767.937500 Penalty: 2609.247803 Iteration 50Q: 3 clusters Score -262767.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 2649 members Entering Unmasked Estep Score: -262771.625000 Penalty: 2609.247803 Iteration 51Q: 3 clusters Score -262771.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 2653 members Entering Unmasked Estep Score: -262774.906250 Penalty: 2609.247803 Iteration 52Q: 3 clusters Score -262774.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -262775.906250 Penalty: 2609.247803 Iteration 53Q: 3 clusters Score -262775.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 2658 members Entering Unmasked Estep Score: -262777.437500 Penalty: 2609.247803 Iteration 54Q: 3 clusters Score -262777.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 2658 members Entering Unmasked Estep Score: -262777.437500 Penalty: 2609.247803 Iteration 55F: 3 clusters Score -262777.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (141164 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141164 members Entering Unmasked Estep Score: -14063273.000000 Penalty: 1926.872559 Iteration 0F: 2 clusters Score -1.406327e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70738 members Mstep: Class 2 contains 70426 members Entering Unmasked Estep Score: -13968405.000000 Penalty: 3853.745117 Iteration 0F: 3 clusters Score -1.39684e+07 nChanged 68355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72973 members Mstep: Class 2 contains 68191 members Entering Unmasked Estep Score: -14009058.000000 Penalty: 3853.745117 Iteration 1F: 3 clusters Score -1.400906e+07 nChanged 4618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74583 members Mstep: Class 2 contains 66581 members Entering Unmasked Estep Score: -14010174.000000 Penalty: 3853.745117 Iteration 2Q: 3 clusters Score -1.401017e+07 nChanged 5260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77151 members Mstep: Class 2 contains 64013 members Entering Unmasked Estep Score: -14011852.000000 Penalty: 3853.745117 Iteration 3Q: 3 clusters Score -1.401185e+07 nChanged 6364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81225 members Mstep: Class 2 contains 59939 members Entering Unmasked Estep Score: -14014293.000000 Penalty: 3853.745117 Iteration 4Q: 3 clusters Score -1.401429e+07 nChanged 7817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87250 members Mstep: Class 2 contains 53914 members Entering Unmasked Estep Score: -14018174.000000 Penalty: 3853.745117 Iteration 5F: 3 clusters Score -1.401817e+07 nChanged 9072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95108 members Mstep: Class 2 contains 46056 members Entering Unmasked Estep Score: -14023667.000000 Penalty: 3853.745117 Iteration 6F: 3 clusters Score -1.402367e+07 nChanged 10111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104413 members Mstep: Class 2 contains 36751 members Entering Unmasked Estep Score: -14030974.000000 Penalty: 3853.745117 Iteration 7F: 3 clusters Score -1.403097e+07 nChanged 9901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113890 members Mstep: Class 2 contains 27274 members Entering Unmasked Estep Score: -14038957.000000 Penalty: 3853.745117 Iteration 8F: 3 clusters Score -1.403896e+07 nChanged 8461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122167 members Mstep: Class 2 contains 18997 members Entering Unmasked Estep Score: -14046471.000000 Penalty: 3853.745117 Iteration 9F: 3 clusters Score -1.404647e+07 nChanged 6380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128483 members Mstep: Class 2 contains 12681 members Entering Unmasked Estep Score: -14052048.000000 Penalty: 3853.745117 Iteration 10Q: 3 clusters Score -1.405205e+07 nChanged 4252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132693 members Mstep: Class 2 contains 8471 members Entering Unmasked Estep Score: -14055737.000000 Penalty: 3853.745117 Iteration 11Q: 3 clusters Score -1.405574e+07 nChanged 2816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135505 members Mstep: Class 2 contains 5659 members Entering Unmasked Estep Score: -14058061.000000 Penalty: 3853.745117 Iteration 12Q: 3 clusters Score -1.405806e+07 nChanged 1792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137289 members Mstep: Class 2 contains 3875 members Entering Unmasked Estep Score: -14059418.000000 Penalty: 3853.745117 Iteration 13Q: 3 clusters Score -1.405942e+07 nChanged 1205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138492 members Mstep: Class 2 contains 2672 members Entering Unmasked Estep Score: -14060275.000000 Penalty: 3853.745117 Iteration 14Q: 3 clusters Score -1.406028e+07 nChanged 785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139273 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -14060792.000000 Penalty: 3853.745117 Iteration 15Q: 3 clusters Score -1.406079e+07 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139763 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -14061116.000000 Penalty: 3853.745117 Iteration 16Q: 3 clusters Score -1.406112e+07 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140052 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -14061302.000000 Penalty: 3853.745117 Iteration 17Q: 3 clusters Score -1.40613e+07 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140229 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -14061402.000000 Penalty: 3853.745117 Iteration 18Q: 3 clusters Score -1.40614e+07 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140360 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -14061509.000000 Penalty: 3853.745117 Iteration 19Q: 3 clusters Score -1.406151e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140427 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -14061559.000000 Penalty: 3853.745117 Iteration 20F: 3 clusters Score -1.406156e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140481 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -14061601.000000 Penalty: 3853.745117 Iteration 21Q: 3 clusters Score -1.40616e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140512 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -14061635.000000 Penalty: 3853.745117 Iteration 22Q: 3 clusters Score -1.406164e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140538 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -14061647.000000 Penalty: 3853.745117 Iteration 23Q: 3 clusters Score -1.406165e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140562 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -14061680.000000 Penalty: 3853.745117 Iteration 24Q: 3 clusters Score -1.406168e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140582 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -14061685.000000 Penalty: 3853.745117 Iteration 25Q: 3 clusters Score -1.406168e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140594 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -14061708.000000 Penalty: 3853.745117 Iteration 26Q: 3 clusters Score -1.406171e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140607 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -14061712.000000 Penalty: 3853.745117 Iteration 27Q: 3 clusters Score -1.406171e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140621 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -14061711.000000 Penalty: 3853.745117 Iteration 28Q: 3 clusters Score -1.406171e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140630 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -14061710.000000 Penalty: 3853.745117 Iteration 29Q: 3 clusters Score -1.406171e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140639 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -14061713.000000 Penalty: 3853.745117 Iteration 30Q: 3 clusters Score -1.406171e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140645 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -14061723.000000 Penalty: 3853.745117 Iteration 31Q: 3 clusters Score -1.406172e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140652 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -14061716.000000 Penalty: 3853.745117 Iteration 32Q: 3 clusters Score -1.406172e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140656 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -14061721.000000 Penalty: 3853.745117 Iteration 33Q: 3 clusters Score -1.406172e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140661 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -14061717.000000 Penalty: 3853.745117 Iteration 34Q: 3 clusters Score -1.406172e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140669 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -14061729.000000 Penalty: 3853.745117 Iteration 35Q: 3 clusters Score -1.406173e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140677 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -14061745.000000 Penalty: 3853.745117 Iteration 36Q: 3 clusters Score -1.406174e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140680 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -14061750.000000 Penalty: 3853.745117 Iteration 37Q: 3 clusters Score -1.406175e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140680 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -14061749.000000 Penalty: 3853.745117 Iteration 38Q: 3 clusters Score -1.406175e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140680 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -14061746.000000 Penalty: 3853.745117 Iteration 39Q: 3 clusters Score -1.406175e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140681 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -14061735.000000 Penalty: 3853.745117 Iteration 40F: 3 clusters Score -1.406174e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140680 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -14061745.000000 Penalty: 3853.745117 Iteration 41Q: 3 clusters Score -1.406174e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140680 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -14061738.000000 Penalty: 3853.745117 Iteration 42Q: 3 clusters Score -1.406174e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140681 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -14061744.000000 Penalty: 3853.745117 Iteration 43Q: 3 clusters Score -1.406174e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140682 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -14061747.000000 Penalty: 3853.745117 Iteration 44Q: 3 clusters Score -1.406175e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140683 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -14061744.000000 Penalty: 3853.745117 Iteration 45Q: 3 clusters Score -1.406174e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140684 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -14061743.000000 Penalty: 3853.745117 Iteration 46Q: 3 clusters Score -1.406174e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140685 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -14061741.000000 Penalty: 3853.745117 Iteration 47Q: 3 clusters Score -1.406174e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140686 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -14061743.000000 Penalty: 3853.745117 Iteration 48Q: 3 clusters Score -1.406174e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140687 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -14061742.000000 Penalty: 3853.745117 Iteration 49Q: 3 clusters Score -1.406174e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140688 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -14061741.000000 Penalty: 3853.745117 Iteration 50Q: 3 clusters Score -1.406174e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140689 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -14061743.000000 Penalty: 3853.745117 Iteration 51Q: 3 clusters Score -1.406174e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140688 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -14061740.000000 Penalty: 3853.745117 Iteration 52Q: 3 clusters Score -1.406174e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140688 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -14061740.000000 Penalty: 3853.745117 Iteration 53F: 3 clusters Score -1.406174e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (41030 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41030 members Entering Unmasked Estep Score: -3935811.000000 Penalty: 1726.084595 Iteration 0F: 2 clusters Score -3935811 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20490 members Mstep: Class 2 contains 20540 members Entering Unmasked Estep Score: -3908259.000000 Penalty: 3452.169189 Iteration 0F: 3 clusters Score -3908259 nChanged 19225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19697 members Mstep: Class 2 contains 21333 members Entering Unmasked Estep Score: -3919189.500000 Penalty: 3452.169189 Iteration 1F: 3 clusters Score -3919190 nChanged 1772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19199 members Mstep: Class 2 contains 21831 members Entering Unmasked Estep Score: -3919743.500000 Penalty: 3452.169189 Iteration 2Q: 3 clusters Score -3919744 nChanged 1778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18453 members Mstep: Class 2 contains 22577 members Entering Unmasked Estep Score: -3920372.500000 Penalty: 3452.169189 Iteration 3Q: 3 clusters Score -3920372 nChanged 1964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17421 members Mstep: Class 2 contains 23609 members Entering Unmasked Estep Score: -3921220.750000 Penalty: 3452.169189 Iteration 4Q: 3 clusters Score -3921221 nChanged 2152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16159 members Mstep: Class 2 contains 24871 members Entering Unmasked Estep Score: -3922308.250000 Penalty: 3452.169189 Iteration 5F: 3 clusters Score -3922308 nChanged 2365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14572 members Mstep: Class 2 contains 26458 members Entering Unmasked Estep Score: -3923684.750000 Penalty: 3452.169189 Iteration 6F: 3 clusters Score -3923685 nChanged 2480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12724 members Mstep: Class 2 contains 28306 members Entering Unmasked Estep Score: -3925341.250000 Penalty: 3452.169189 Iteration 7F: 3 clusters Score -3925341 nChanged 2367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10789 members Mstep: Class 2 contains 30241 members Entering Unmasked Estep Score: -3927188.000000 Penalty: 3452.169189 Iteration 8F: 3 clusters Score -3927188 nChanged 2171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8958 members Mstep: Class 2 contains 32072 members Entering Unmasked Estep Score: -3929168.000000 Penalty: 3452.169189 Iteration 9F: 3 clusters Score -3929168 nChanged 1833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7459 members Mstep: Class 2 contains 33571 members Entering Unmasked Estep Score: -3930742.000000 Penalty: 3452.169189 Iteration 10Q: 3 clusters Score -3930742 nChanged 1384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6357 members Mstep: Class 2 contains 34673 members Entering Unmasked Estep Score: -3931719.500000 Penalty: 3452.169189 Iteration 11Q: 3 clusters Score -3931720 nChanged 1031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5488 members Mstep: Class 2 contains 35542 members Entering Unmasked Estep Score: -3932352.250000 Penalty: 3452.169189 Iteration 12Q: 3 clusters Score -3932352 nChanged 723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4813 members Mstep: Class 2 contains 36217 members Entering Unmasked Estep Score: -3932750.500000 Penalty: 3452.169189 Iteration 13Q: 3 clusters Score -3932750 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4213 members Mstep: Class 2 contains 36817 members Entering Unmasked Estep Score: -3933060.750000 Penalty: 3452.169189 Iteration 14Q: 3 clusters Score -3933061 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3721 members Mstep: Class 2 contains 37309 members Entering Unmasked Estep Score: -3933299.250000 Penalty: 3452.169189 Iteration 15Q: 3 clusters Score -3933299 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3303 members Mstep: Class 2 contains 37727 members Entering Unmasked Estep Score: -3933505.500000 Penalty: 3452.169189 Iteration 16Q: 3 clusters Score -3933506 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2930 members Mstep: Class 2 contains 38100 members Entering Unmasked Estep Score: -3933653.750000 Penalty: 3452.169189 Iteration 17Q: 3 clusters Score -3933654 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2613 members Mstep: Class 2 contains 38417 members Entering Unmasked Estep Score: -3933803.500000 Penalty: 3452.169189 Iteration 18Q: 3 clusters Score -3933804 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 38666 members Entering Unmasked Estep Score: -3933896.500000 Penalty: 3452.169189 Iteration 19Q: 3 clusters Score -3933896 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2144 members Mstep: Class 2 contains 38886 members Entering Unmasked Estep Score: -3933983.750000 Penalty: 3452.169189 Iteration 20F: 3 clusters Score -3933984 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 39078 members Entering Unmasked Estep Score: -3934080.750000 Penalty: 3452.169189 Iteration 21Q: 3 clusters Score -3934081 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 39244 members Entering Unmasked Estep Score: -3934140.250000 Penalty: 3452.169189 Iteration 22Q: 3 clusters Score -3934140 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 39363 members Entering Unmasked Estep Score: -3934193.000000 Penalty: 3452.169189 Iteration 23Q: 3 clusters Score -3934193 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 39466 members Entering Unmasked Estep Score: -3934232.250000 Penalty: 3452.169189 Iteration 24Q: 3 clusters Score -3934232 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 39557 members Entering Unmasked Estep Score: -3934261.750000 Penalty: 3452.169189 Iteration 25Q: 3 clusters Score -3934262 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 39636 members Entering Unmasked Estep Score: -3934310.250000 Penalty: 3452.169189 Iteration 26Q: 3 clusters Score -3934310 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 39707 members Entering Unmasked Estep Score: -3934337.000000 Penalty: 3452.169189 Iteration 27Q: 3 clusters Score -3934337 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 39769 members Entering Unmasked Estep Score: -3934374.500000 Penalty: 3452.169189 Iteration 28Q: 3 clusters Score -3934374 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 39834 members Entering Unmasked Estep Score: -3934395.500000 Penalty: 3452.169189 Iteration 29Q: 3 clusters Score -3934396 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 39889 members Entering Unmasked Estep Score: -3934428.250000 Penalty: 3452.169189 Iteration 30Q: 3 clusters Score -3934428 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 39923 members Entering Unmasked Estep Score: -3934450.250000 Penalty: 3452.169189 Iteration 31Q: 3 clusters Score -3934450 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 39965 members Entering Unmasked Estep Score: -3934468.750000 Penalty: 3452.169189 Iteration 32Q: 3 clusters Score -3934469 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 40006 members Entering Unmasked Estep Score: -3934482.750000 Penalty: 3452.169189 Iteration 33Q: 3 clusters Score -3934483 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 40039 members Entering Unmasked Estep Score: -3934503.750000 Penalty: 3452.169189 Iteration 34Q: 3 clusters Score -3934504 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 40071 members Entering Unmasked Estep Score: -3934515.000000 Penalty: 3452.169189 Iteration 35Q: 3 clusters Score -3934515 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 40093 members Entering Unmasked Estep Score: -3934530.250000 Penalty: 3452.169189 Iteration 36Q: 3 clusters Score -3934530 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 40118 members Entering Unmasked Estep Score: -3934545.750000 Penalty: 3452.169189 Iteration 37Q: 3 clusters Score -3934546 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 40138 members Entering Unmasked Estep Score: -3934557.750000 Penalty: 3452.169189 Iteration 38Q: 3 clusters Score -3934558 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 40152 members Entering Unmasked Estep Score: -3934570.250000 Penalty: 3452.169189 Iteration 39Q: 3 clusters Score -3934570 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 40160 members Entering Unmasked Estep Score: -3934587.000000 Penalty: 3452.169189 Iteration 40F: 3 clusters Score -3934587 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 40165 members Entering Unmasked Estep Score: -3934595.250000 Penalty: 3452.169189 Iteration 41Q: 3 clusters Score -3934595 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 40168 members Entering Unmasked Estep Score: -3934600.500000 Penalty: 3452.169189 Iteration 42Q: 3 clusters Score -3934600 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 40172 members Entering Unmasked Estep Score: -3934600.750000 Penalty: 3452.169189 Iteration 43Q: 3 clusters Score -3934601 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 40175 members Entering Unmasked Estep Score: -3934603.000000 Penalty: 3452.169189 Iteration 44Q: 3 clusters Score -3934603 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 40177 members Entering Unmasked Estep Score: -3934607.500000 Penalty: 3452.169189 Iteration 45Q: 3 clusters Score -3934608 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 40178 members Entering Unmasked Estep Score: -3934610.500000 Penalty: 3452.169189 Iteration 46Q: 3 clusters Score -3934610 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 40181 members Entering Unmasked Estep Score: -3934607.750000 Penalty: 3452.169189 Iteration 47Q: 3 clusters Score -3934608 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 40183 members Entering Unmasked Estep Score: -3934607.500000 Penalty: 3452.169189 Iteration 48Q: 3 clusters Score -3934608 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 40184 members Entering Unmasked Estep Score: -3934612.000000 Penalty: 3452.169189 Iteration 49Q: 3 clusters Score -3934612 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 40187 members Entering Unmasked Estep Score: -3934613.250000 Penalty: 3452.169189 Iteration 50Q: 3 clusters Score -3934613 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 40187 members Entering Unmasked Estep Score: -3934613.250000 Penalty: 3452.169189 Iteration 51F: 3 clusters Score -3934613 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (984 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Entering Unmasked Estep Score: -90494.062500 Penalty: 1119.889160 Iteration 0F: 2 clusters Score -90494.06 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -89040.101562 Penalty: 2239.778320 Iteration 0F: 3 clusters Score -89040.1 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -89285.078125 Penalty: 2239.778320 Iteration 1F: 3 clusters Score -89285.08 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -89361.703125 Penalty: 2239.778320 Iteration 2F: 3 clusters Score -89361.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -89403.375000 Penalty: 2239.778320 Iteration 3Q: 3 clusters Score -89403.38 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -89426.367188 Penalty: 2239.778320 Iteration 4Q: 3 clusters Score -89426.37 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -89449.687500 Penalty: 2239.778320 Iteration 5Q: 3 clusters Score -89449.69 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -89464.867188 Penalty: 2239.778320 Iteration 6Q: 3 clusters Score -89464.87 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -89472.039062 Penalty: 2239.778320 Iteration 7Q: 3 clusters Score -89472.04 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -89481.015625 Penalty: 2239.778320 Iteration 8Q: 3 clusters Score -89481.02 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -89492.054688 Penalty: 2239.778320 Iteration 9Q: 3 clusters Score -89492.05 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -89507.046875 Penalty: 2239.778320 Iteration 10Q: 3 clusters Score -89507.05 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -89517.164062 Penalty: 2239.778320 Iteration 11Q: 3 clusters Score -89517.16 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -89526.734375 Penalty: 2239.778320 Iteration 12Q: 3 clusters Score -89526.73 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -89528.375000 Penalty: 2239.778320 Iteration 13Q: 3 clusters Score -89528.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -89529.460938 Penalty: 2239.778320 Iteration 14Q: 3 clusters Score -89529.46 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -89531.445312 Penalty: 2239.778320 Iteration 15Q: 3 clusters Score -89531.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -89533.656250 Penalty: 2239.778320 Iteration 16Q: 3 clusters Score -89533.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -89535.093750 Penalty: 2239.778320 Iteration 17Q: 3 clusters Score -89535.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -89535.515625 Penalty: 2239.778320 Iteration 18Q: 3 clusters Score -89535.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -89535.515625 Penalty: 2239.778320 Iteration 19F: 3 clusters Score -89535.52 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2494 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Entering Unmasked Estep Score: -230546.453125 Penalty: 1271.017090 Iteration 0F: 2 clusters Score -230546.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -228162.265625 Penalty: 2542.034180 Iteration 0F: 3 clusters Score -228162.3 nChanged 912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -228762.359375 Penalty: 2542.034180 Iteration 1F: 3 clusters Score -228762.4 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -228924.031250 Penalty: 2542.034180 Iteration 2F: 3 clusters Score -228924 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -229006.890625 Penalty: 2542.034180 Iteration 3Q: 3 clusters Score -229006.9 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -229076.078125 Penalty: 2542.034180 Iteration 4Q: 3 clusters Score -229076.1 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -229142.218750 Penalty: 2542.034180 Iteration 5Q: 3 clusters Score -229142.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -229218.843750 Penalty: 2542.034180 Iteration 6Q: 3 clusters Score -229218.8 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -229312.484375 Penalty: 2542.034180 Iteration 7Q: 3 clusters Score -229312.5 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -229410.000000 Penalty: 2542.034180 Iteration 8Q: 3 clusters Score -229410 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -229505.343750 Penalty: 2542.034180 Iteration 9Q: 3 clusters Score -229505.3 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -229608.250000 Penalty: 2542.034180 Iteration 10Q: 3 clusters Score -229608.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -229690.390625 Penalty: 2542.034180 Iteration 11Q: 3 clusters Score -229690.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -229744.359375 Penalty: 2542.034180 Iteration 12Q: 3 clusters Score -229744.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -229779.984375 Penalty: 2542.034180 Iteration 13Q: 3 clusters Score -229780 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -229803.671875 Penalty: 2542.034180 Iteration 14Q: 3 clusters Score -229803.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -229819.703125 Penalty: 2542.034180 Iteration 15Q: 3 clusters Score -229819.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -229829.984375 Penalty: 2542.034180 Iteration 16Q: 3 clusters Score -229830 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -229838.218750 Penalty: 2542.034180 Iteration 17Q: 3 clusters Score -229838.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -229843.875000 Penalty: 2542.034180 Iteration 18Q: 3 clusters Score -229843.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -229848.750000 Penalty: 2542.034180 Iteration 19Q: 3 clusters Score -229848.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -229859.843750 Penalty: 2542.034180 Iteration 20F: 3 clusters Score -229859.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -229863.796875 Penalty: 2542.034180 Iteration 21Q: 3 clusters Score -229863.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -229865.656250 Penalty: 2542.034180 Iteration 22Q: 3 clusters Score -229865.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -229868.437500 Penalty: 2542.034180 Iteration 23Q: 3 clusters Score -229868.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -229868.703125 Penalty: 2542.034180 Iteration 24Q: 3 clusters Score -229868.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -229868.703125 Penalty: 2542.034180 Iteration 25F: 3 clusters Score -229868.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (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: -29641.347656 Penalty: 977.228760 Iteration 0F: 2 clusters Score -29641.35 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -28747.560547 Penalty: 1954.457520 Iteration 0F: 3 clusters Score -28747.56 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -28917.654297 Penalty: 1954.457520 Iteration 1F: 3 clusters Score -28917.65 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -28966.261719 Penalty: 1954.457520 Iteration 2F: 3 clusters Score -28966.26 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -28989.027344 Penalty: 1954.457520 Iteration 3Q: 3 clusters Score -28989.03 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -29013.708984 Penalty: 1954.457520 Iteration 4Q: 3 clusters Score -29013.71 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -29040.914062 Penalty: 1954.457520 Iteration 5Q: 3 clusters Score -29040.91 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -29057.109375 Penalty: 1954.457520 Iteration 6Q: 3 clusters Score -29057.11 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -29072.900391 Penalty: 1954.457520 Iteration 7Q: 3 clusters Score -29072.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -29082.130859 Penalty: 1954.457520 Iteration 8Q: 3 clusters Score -29082.13 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -29090.109375 Penalty: 1954.457520 Iteration 9Q: 3 clusters Score -29090.11 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -29098.201172 Penalty: 1954.457520 Iteration 10Q: 3 clusters Score -29098.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -29131.498047 Penalty: 1954.457520 Iteration 11Q: 3 clusters Score -29131.5 nChanged 4 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: -29145.005859 Penalty: 1954.457520 Iteration 12Q: 3 clusters Score -29145.01 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: -29153.800781 Penalty: 1954.457520 Iteration 13Q: 3 clusters Score -29153.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -29162.130859 Penalty: 1954.457520 Iteration 14Q: 3 clusters Score -29162.13 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -29164.949219 Penalty: 1954.457520 Iteration 15Q: 3 clusters Score -29164.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -29164.949219 Penalty: 1954.457520 Iteration 16F: 3 clusters Score -29164.95 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2222 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2222 members Entering Unmasked Estep Score: -192358.031250 Penalty: 1252.251465 Iteration 0F: 2 clusters Score -192358 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -190137.796875 Penalty: 2504.502930 Iteration 0F: 3 clusters Score -190137.8 nChanged 813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -190635.234375 Penalty: 2504.502930 Iteration 1F: 3 clusters Score -190635.2 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -190751.265625 Penalty: 2504.502930 Iteration 2F: 3 clusters Score -190751.3 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -190840.031250 Penalty: 2504.502930 Iteration 3F: 3 clusters Score -190840 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -190913.500000 Penalty: 2504.502930 Iteration 4Q: 3 clusters Score -190913.5 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -191010.203125 Penalty: 2504.502930 Iteration 5Q: 3 clusters Score -191010.2 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -191197.421875 Penalty: 2504.502930 Iteration 6F: 3 clusters Score -191197.4 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -191516.000000 Penalty: 2504.502930 Iteration 7F: 3 clusters Score -191516 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -191765.765625 Penalty: 2504.502930 Iteration 8F: 3 clusters Score -191765.8 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -191894.890625 Penalty: 2504.502930 Iteration 9F: 3 clusters Score -191894.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -191954.640625 Penalty: 2504.502930 Iteration 10Q: 3 clusters Score -191954.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -191982.218750 Penalty: 2504.502930 Iteration 11Q: 3 clusters Score -191982.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -192001.750000 Penalty: 2504.502930 Iteration 12Q: 3 clusters Score -192001.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -192012.062500 Penalty: 2504.502930 Iteration 13Q: 3 clusters Score -192012.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -192020.093750 Penalty: 2504.502930 Iteration 14Q: 3 clusters Score -192020.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -192024.734375 Penalty: 2504.502930 Iteration 15Q: 3 clusters Score -192024.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -192028.703125 Penalty: 2504.502930 Iteration 16Q: 3 clusters Score -192028.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -192029.765625 Penalty: 2504.502930 Iteration 17Q: 3 clusters Score -192029.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -192030.375000 Penalty: 2504.502930 Iteration 18Q: 3 clusters Score -192030.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -192030.375000 Penalty: 2504.502930 Iteration 19F: 3 clusters Score -192030.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (12558 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12558 members Entering Unmasked Estep Score: -1200299.000000 Penalty: 1533.693359 Iteration 0F: 2 clusters Score -1200299 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6374 members Mstep: Class 2 contains 6184 members Entering Unmasked Estep Score: -1191399.500000 Penalty: 3067.386719 Iteration 0F: 3 clusters Score -1191400 nChanged 5575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6757 members Mstep: Class 2 contains 5801 members Entering Unmasked Estep Score: -1194430.375000 Penalty: 3067.386719 Iteration 1F: 3 clusters Score -1194430 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6995 members Mstep: Class 2 contains 5563 members Entering Unmasked Estep Score: -1194756.125000 Penalty: 3067.386719 Iteration 2F: 3 clusters Score -1194756 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7322 members Mstep: Class 2 contains 5236 members Entering Unmasked Estep Score: -1195089.250000 Penalty: 3067.386719 Iteration 3F: 3 clusters Score -1195089 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7752 members Mstep: Class 2 contains 4806 members Entering Unmasked Estep Score: -1195467.750000 Penalty: 3067.386719 Iteration 4F: 3 clusters Score -1195468 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8250 members Mstep: Class 2 contains 4308 members Entering Unmasked Estep Score: -1195956.375000 Penalty: 3067.386719 Iteration 5F: 3 clusters Score -1195956 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8775 members Mstep: Class 2 contains 3783 members Entering Unmasked Estep Score: -1196497.375000 Penalty: 3067.386719 Iteration 6Q: 3 clusters Score -1196497 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9271 members Mstep: Class 2 contains 3287 members Entering Unmasked Estep Score: -1197045.875000 Penalty: 3067.386719 Iteration 7Q: 3 clusters Score -1197046 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9667 members Mstep: Class 2 contains 2891 members Entering Unmasked Estep Score: -1197456.875000 Penalty: 3067.386719 Iteration 8Q: 3 clusters Score -1197457 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10025 members Mstep: Class 2 contains 2533 members Entering Unmasked Estep Score: -1197773.500000 Penalty: 3067.386719 Iteration 9Q: 3 clusters Score -1197774 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10325 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -1198003.625000 Penalty: 3067.386719 Iteration 10Q: 3 clusters Score -1198004 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10589 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -1198193.000000 Penalty: 3067.386719 Iteration 11Q: 3 clusters Score -1198193 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10811 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -1198331.250000 Penalty: 3067.386719 Iteration 12Q: 3 clusters Score -1198331 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10998 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -1198456.625000 Penalty: 3067.386719 Iteration 13Q: 3 clusters Score -1198457 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11161 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -1198561.750000 Penalty: 3067.386719 Iteration 14Q: 3 clusters Score -1198562 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11310 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -1198646.375000 Penalty: 3067.386719 Iteration 15Q: 3 clusters Score -1198646 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11445 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -1198726.500000 Penalty: 3067.386719 Iteration 16Q: 3 clusters Score -1198726 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11547 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -1198777.125000 Penalty: 3067.386719 Iteration 17Q: 3 clusters Score -1198777 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11618 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -1198823.750000 Penalty: 3067.386719 Iteration 18Q: 3 clusters Score -1198824 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11686 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -1198865.000000 Penalty: 3067.386719 Iteration 19Q: 3 clusters Score -1198865 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11752 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -1198899.000000 Penalty: 3067.386719 Iteration 20F: 3 clusters Score -1198899 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11793 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -1198920.875000 Penalty: 3067.386719 Iteration 21Q: 3 clusters Score -1198921 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11830 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -1198942.625000 Penalty: 3067.386719 Iteration 22Q: 3 clusters Score -1198943 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11861 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -1198958.000000 Penalty: 3067.386719 Iteration 23Q: 3 clusters Score -1198958 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11883 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -1198968.250000 Penalty: 3067.386719 Iteration 24Q: 3 clusters Score -1198968 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11902 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -1198976.375000 Penalty: 3067.386719 Iteration 25Q: 3 clusters Score -1198976 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11912 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -1198979.375000 Penalty: 3067.386719 Iteration 26Q: 3 clusters Score -1198979 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11919 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -1198985.500000 Penalty: 3067.386719 Iteration 27Q: 3 clusters Score -1198986 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11930 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -1198991.625000 Penalty: 3067.386719 Iteration 28Q: 3 clusters Score -1198992 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11940 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -1199001.250000 Penalty: 3067.386719 Iteration 29Q: 3 clusters Score -1199001 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11953 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -1199005.125000 Penalty: 3067.386719 Iteration 30Q: 3 clusters Score -1199005 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11965 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -1199012.375000 Penalty: 3067.386719 Iteration 31Q: 3 clusters Score -1199012 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11970 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -1199016.375000 Penalty: 3067.386719 Iteration 32Q: 3 clusters Score -1199016 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11973 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -1199018.375000 Penalty: 3067.386719 Iteration 33Q: 3 clusters Score -1199018 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11983 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -1199023.625000 Penalty: 3067.386719 Iteration 34Q: 3 clusters Score -1199024 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11992 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -1199030.125000 Penalty: 3067.386719 Iteration 35Q: 3 clusters Score -1199030 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12003 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -1199036.125000 Penalty: 3067.386719 Iteration 36Q: 3 clusters Score -1199036 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12008 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -1199039.500000 Penalty: 3067.386719 Iteration 37Q: 3 clusters Score -1199040 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12014 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -1199044.250000 Penalty: 3067.386719 Iteration 38Q: 3 clusters Score -1199044 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12017 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -1199044.500000 Penalty: 3067.386719 Iteration 39Q: 3 clusters Score -1199044 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12020 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -1199047.875000 Penalty: 3067.386719 Iteration 40F: 3 clusters Score -1199048 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12023 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -1199049.500000 Penalty: 3067.386719 Iteration 41Q: 3 clusters Score -1199050 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12028 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -1199051.500000 Penalty: 3067.386719 Iteration 42Q: 3 clusters Score -1199052 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12033 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -1199054.375000 Penalty: 3067.386719 Iteration 43Q: 3 clusters Score -1199054 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12039 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -1199057.750000 Penalty: 3067.386719 Iteration 44Q: 3 clusters Score -1199058 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12049 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -1199062.625000 Penalty: 3067.386719 Iteration 45Q: 3 clusters Score -1199063 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12056 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -1199066.375000 Penalty: 3067.386719 Iteration 46Q: 3 clusters Score -1199066 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12061 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -1199067.875000 Penalty: 3067.386719 Iteration 47Q: 3 clusters Score -1199068 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12066 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -1199070.625000 Penalty: 3067.386719 Iteration 48Q: 3 clusters Score -1199071 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12070 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -1199074.375000 Penalty: 3067.386719 Iteration 49Q: 3 clusters Score -1199074 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12071 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -1199074.625000 Penalty: 3067.386719 Iteration 50Q: 3 clusters Score -1199075 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12072 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -1199076.250000 Penalty: 3067.386719 Iteration 51Q: 3 clusters Score -1199076 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12076 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -1199076.875000 Penalty: 3067.386719 Iteration 52Q: 3 clusters Score -1199077 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12079 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -1199078.250000 Penalty: 3067.386719 Iteration 53Q: 3 clusters Score -1199078 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12080 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -1199078.375000 Penalty: 3067.386719 Iteration 54Q: 3 clusters Score -1199078 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12082 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -1199079.000000 Penalty: 3067.386719 Iteration 55Q: 3 clusters Score -1199079 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12082 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -1199079.000000 Penalty: 3067.386719 Iteration 56F: 3 clusters Score -1199079 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1457 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Entering Unmasked Estep Score: -138042.671875 Penalty: 1183.671875 Iteration 0F: 2 clusters Score -138042.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -136317.281250 Penalty: 2367.343750 Iteration 0F: 3 clusters Score -136317.3 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -136716.390625 Penalty: 2367.343750 Iteration 1F: 3 clusters Score -136716.4 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -136833.984375 Penalty: 2367.343750 Iteration 2F: 3 clusters Score -136834 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -136891.359375 Penalty: 2367.343750 Iteration 3F: 3 clusters Score -136891.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -136935.625000 Penalty: 2367.343750 Iteration 4Q: 3 clusters Score -136935.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -136957.953125 Penalty: 2367.343750 Iteration 5Q: 3 clusters Score -136958 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -136997.796875 Penalty: 2367.343750 Iteration 6Q: 3 clusters Score -136997.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -137038.937500 Penalty: 2367.343750 Iteration 7Q: 3 clusters Score -137038.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -137094.656250 Penalty: 2367.343750 Iteration 8Q: 3 clusters Score -137094.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -137152.718750 Penalty: 2367.343750 Iteration 9Q: 3 clusters Score -137152.7 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -137218.468750 Penalty: 2367.343750 Iteration 10Q: 3 clusters Score -137218.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -137311.593750 Penalty: 2367.343750 Iteration 11Q: 3 clusters Score -137311.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -137385.078125 Penalty: 2367.343750 Iteration 12Q: 3 clusters Score -137385.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -137445.390625 Penalty: 2367.343750 Iteration 13Q: 3 clusters Score -137445.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -137486.062500 Penalty: 2367.343750 Iteration 14Q: 3 clusters Score -137486.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -137517.921875 Penalty: 2367.343750 Iteration 15Q: 3 clusters Score -137517.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -137535.000000 Penalty: 2367.343750 Iteration 16Q: 3 clusters Score -137535 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -137542.968750 Penalty: 2367.343750 Iteration 17Q: 3 clusters Score -137543 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -137546.609375 Penalty: 2367.343750 Iteration 18Q: 3 clusters Score -137546.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -137553.234375 Penalty: 2367.343750 Iteration 19Q: 3 clusters Score -137553.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -137557.593750 Penalty: 2367.343750 Iteration 20F: 3 clusters Score -137557.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -137559.453125 Penalty: 2367.343750 Iteration 21Q: 3 clusters Score -137559.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -137561.234375 Penalty: 2367.343750 Iteration 22Q: 3 clusters Score -137561.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -137561.234375 Penalty: 2367.343750 Iteration 23F: 3 clusters Score -137561.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (852 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Entering Unmasked Estep Score: -75618.078125 Penalty: 1096.482788 Iteration 0F: 2 clusters Score -75618.08 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 416 members Entering Unmasked Estep Score: -74333.968750 Penalty: 2192.965576 Iteration 0F: 3 clusters Score -74333.97 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -74635.609375 Penalty: 2192.965576 Iteration 1F: 3 clusters Score -74635.61 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -74740.718750 Penalty: 2192.965576 Iteration 2F: 3 clusters Score -74740.72 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -74829.765625 Penalty: 2192.965576 Iteration 3F: 3 clusters Score -74829.77 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -74887.398438 Penalty: 2192.965576 Iteration 4Q: 3 clusters Score -74887.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -74951.429688 Penalty: 2192.965576 Iteration 5Q: 3 clusters Score -74951.43 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -74986.976562 Penalty: 2192.965576 Iteration 6Q: 3 clusters Score -74986.98 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -75011.000000 Penalty: 2192.965576 Iteration 7Q: 3 clusters Score -75011 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -75030.687500 Penalty: 2192.965576 Iteration 8Q: 3 clusters Score -75030.69 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -75043.937500 Penalty: 2192.965576 Iteration 9Q: 3 clusters Score -75043.94 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -75052.992188 Penalty: 2192.965576 Iteration 10Q: 3 clusters Score -75052.99 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -75062.125000 Penalty: 2192.965576 Iteration 11Q: 3 clusters Score -75062.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -75068.976562 Penalty: 2192.965576 Iteration 12Q: 3 clusters Score -75068.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -75069.687500 Penalty: 2192.965576 Iteration 13Q: 3 clusters Score -75069.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -75071.601562 Penalty: 2192.965576 Iteration 14Q: 3 clusters Score -75071.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -75072.890625 Penalty: 2192.965576 Iteration 15Q: 3 clusters Score -75072.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -75076.320312 Penalty: 2192.965576 Iteration 16Q: 3 clusters Score -75076.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -75077.765625 Penalty: 2192.965576 Iteration 17Q: 3 clusters Score -75077.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -75077.765625 Penalty: 2192.965576 Iteration 18F: 3 clusters Score -75077.77 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (10795 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10795 members Entering Unmasked Estep Score: -1003384.500000 Penalty: 1509.111206 Iteration 0F: 2 clusters Score -1003384 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5477 members Mstep: Class 2 contains 5318 members Entering Unmasked Estep Score: -995771.812500 Penalty: 3018.222412 Iteration 0F: 3 clusters Score -995771.8 nChanged 4642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5731 members Mstep: Class 2 contains 5064 members Entering Unmasked Estep Score: -998292.312500 Penalty: 3018.222412 Iteration 1F: 3 clusters Score -998292.3 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5892 members Mstep: Class 2 contains 4903 members Entering Unmasked Estep Score: -998535.187500 Penalty: 3018.222412 Iteration 2F: 3 clusters Score -998535.2 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6064 members Mstep: Class 2 contains 4731 members Entering Unmasked Estep Score: -998755.000000 Penalty: 3018.222412 Iteration 3Q: 3 clusters Score -998755 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6285 members Mstep: Class 2 contains 4510 members Entering Unmasked Estep Score: -998967.187500 Penalty: 3018.222412 Iteration 4Q: 3 clusters Score -998967.2 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6549 members Mstep: Class 2 contains 4246 members Entering Unmasked Estep Score: -999217.125000 Penalty: 3018.222412 Iteration 5Q: 3 clusters Score -999217.1 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6899 members Mstep: Class 2 contains 3896 members Entering Unmasked Estep Score: -999523.000000 Penalty: 3018.222412 Iteration 6Q: 3 clusters Score -999523 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7308 members Mstep: Class 2 contains 3487 members Entering Unmasked Estep Score: -999917.562500 Penalty: 3018.222412 Iteration 7Q: 3 clusters Score -999917.6 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7711 members Mstep: Class 2 contains 3084 members Entering Unmasked Estep Score: -1000414.187500 Penalty: 3018.222412 Iteration 8Q: 3 clusters Score -1000414 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8096 members Mstep: Class 2 contains 2699 members Entering Unmasked Estep Score: -1000952.250000 Penalty: 3018.222412 Iteration 9Q: 3 clusters Score -1000952 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8360 members Mstep: Class 2 contains 2435 members Entering Unmasked Estep Score: -1001278.125000 Penalty: 3018.222412 Iteration 10Q: 3 clusters Score -1001278 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8531 members Mstep: Class 2 contains 2264 members Entering Unmasked Estep Score: -1001466.750000 Penalty: 3018.222412 Iteration 11Q: 3 clusters Score -1001467 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8690 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -1001613.625000 Penalty: 3018.222412 Iteration 12Q: 3 clusters Score -1001614 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8828 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -1001729.062500 Penalty: 3018.222412 Iteration 13Q: 3 clusters Score -1001729 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8938 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -1001814.000000 Penalty: 3018.222412 Iteration 14Q: 3 clusters Score -1001814 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9031 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -1001879.625000 Penalty: 3018.222412 Iteration 15Q: 3 clusters Score -1001880 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9110 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -1001925.625000 Penalty: 3018.222412 Iteration 16Q: 3 clusters Score -1001926 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9174 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -1001964.937500 Penalty: 3018.222412 Iteration 17Q: 3 clusters Score -1001965 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9248 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -1002010.000000 Penalty: 3018.222412 Iteration 18Q: 3 clusters Score -1002010 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9316 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -1002040.187500 Penalty: 3018.222412 Iteration 19Q: 3 clusters Score -1002040 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9366 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -1002068.500000 Penalty: 3018.222412 Iteration 20F: 3 clusters Score -1002068 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9408 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -1002090.687500 Penalty: 3018.222412 Iteration 21Q: 3 clusters Score -1002091 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9455 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -1002112.500000 Penalty: 3018.222412 Iteration 22Q: 3 clusters Score -1002112 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9495 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -1002136.312500 Penalty: 3018.222412 Iteration 23Q: 3 clusters Score -1002136 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9525 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -1002158.562500 Penalty: 3018.222412 Iteration 24Q: 3 clusters Score -1002159 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9552 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -1002171.187500 Penalty: 3018.222412 Iteration 25Q: 3 clusters Score -1002171 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9586 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -1002183.750000 Penalty: 3018.222412 Iteration 26Q: 3 clusters Score -1002184 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9616 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -1002201.562500 Penalty: 3018.222412 Iteration 27Q: 3 clusters Score -1002202 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9645 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -1002210.500000 Penalty: 3018.222412 Iteration 28Q: 3 clusters Score -1002210 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9661 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -1002217.000000 Penalty: 3018.222412 Iteration 29Q: 3 clusters Score -1002217 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9680 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -1002225.500000 Penalty: 3018.222412 Iteration 30Q: 3 clusters Score -1002226 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9698 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -1002230.812500 Penalty: 3018.222412 Iteration 31Q: 3 clusters Score -1002231 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9709 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -1002233.562500 Penalty: 3018.222412 Iteration 32Q: 3 clusters Score -1002234 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9722 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -1002237.062500 Penalty: 3018.222412 Iteration 33Q: 3 clusters Score -1002237 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9729 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -1002241.937500 Penalty: 3018.222412 Iteration 34Q: 3 clusters Score -1002242 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9737 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -1002246.062500 Penalty: 3018.222412 Iteration 35Q: 3 clusters Score -1002246 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9745 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -1002248.250000 Penalty: 3018.222412 Iteration 36Q: 3 clusters Score -1002248 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9755 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -1002251.250000 Penalty: 3018.222412 Iteration 37Q: 3 clusters Score -1002251 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9763 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -1002254.125000 Penalty: 3018.222412 Iteration 38Q: 3 clusters Score -1002254 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9765 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -1002257.312500 Penalty: 3018.222412 Iteration 39Q: 3 clusters Score -1002257 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9769 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -1002257.250000 Penalty: 3018.222412 Iteration 40F: 3 clusters Score -1002257 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9773 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -1002257.687500 Penalty: 3018.222412 Iteration 41Q: 3 clusters Score -1002258 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9781 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -1002260.125000 Penalty: 3018.222412 Iteration 42Q: 3 clusters Score -1002260 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9790 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -1002265.812500 Penalty: 3018.222412 Iteration 43Q: 3 clusters Score -1002266 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9804 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -1002273.750000 Penalty: 3018.222412 Iteration 44Q: 3 clusters Score -1002274 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9815 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -1002275.625000 Penalty: 3018.222412 Iteration 45Q: 3 clusters Score -1002276 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9826 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -1002282.687500 Penalty: 3018.222412 Iteration 46Q: 3 clusters Score -1002283 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9840 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -1002289.312500 Penalty: 3018.222412 Iteration 47Q: 3 clusters Score -1002289 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9853 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -1002294.625000 Penalty: 3018.222412 Iteration 48Q: 3 clusters Score -1002295 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9865 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -1002297.312500 Penalty: 3018.222412 Iteration 49Q: 3 clusters Score -1002297 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9873 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -1002300.625000 Penalty: 3018.222412 Iteration 50Q: 3 clusters Score -1002301 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9876 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -1002304.312500 Penalty: 3018.222412 Iteration 51Q: 3 clusters Score -1002304 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9882 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -1002306.312500 Penalty: 3018.222412 Iteration 52Q: 3 clusters Score -1002306 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9884 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -1002306.250000 Penalty: 3018.222412 Iteration 53Q: 3 clusters Score -1002306 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9888 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -1002307.562500 Penalty: 3018.222412 Iteration 54Q: 3 clusters Score -1002308 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9893 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -1002308.937500 Penalty: 3018.222412 Iteration 55Q: 3 clusters Score -1002309 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9899 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -1002310.812500 Penalty: 3018.222412 Iteration 56Q: 3 clusters Score -1002311 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9900 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -1002310.562500 Penalty: 3018.222412 Iteration 57Q: 3 clusters Score -1002311 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9903 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -1002312.000000 Penalty: 3018.222412 Iteration 58Q: 3 clusters Score -1002312 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9905 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -1002312.875000 Penalty: 3018.222412 Iteration 59Q: 3 clusters Score -1002313 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9908 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -1002314.937500 Penalty: 3018.222412 Iteration 60F: 3 clusters Score -1002315 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9909 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -1002313.875000 Penalty: 3018.222412 Iteration 61Q: 3 clusters Score -1002314 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9908 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -1002314.625000 Penalty: 3018.222412 Iteration 62Q: 3 clusters Score -1002315 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9908 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -1002314.625000 Penalty: 3018.222412 Iteration 63F: 3 clusters Score -1002315 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (3209 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3209 members Entering Unmasked Estep Score: -316634.531250 Penalty: 1311.978516 Iteration 0F: 2 clusters Score -316634.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -313783.500000 Penalty: 2623.957031 Iteration 0F: 3 clusters Score -313783.5 nChanged 1210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -314487.000000 Penalty: 2623.957031 Iteration 1F: 3 clusters Score -314487 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -314613.906250 Penalty: 2623.957031 Iteration 2F: 3 clusters Score -314613.9 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -314690.375000 Penalty: 2623.957031 Iteration 3Q: 3 clusters Score -314690.4 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -314743.875000 Penalty: 2623.957031 Iteration 4Q: 3 clusters Score -314743.9 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -314776.937500 Penalty: 2623.957031 Iteration 5Q: 3 clusters Score -314776.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -314801.031250 Penalty: 2623.957031 Iteration 6Q: 3 clusters Score -314801 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -314818.375000 Penalty: 2623.957031 Iteration 7Q: 3 clusters Score -314818.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -314831.250000 Penalty: 2623.957031 Iteration 8Q: 3 clusters Score -314831.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -314843.968750 Penalty: 2623.957031 Iteration 9Q: 3 clusters Score -314844 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -314855.781250 Penalty: 2623.957031 Iteration 10Q: 3 clusters Score -314855.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -314863.375000 Penalty: 2623.957031 Iteration 11Q: 3 clusters Score -314863.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -314870.312500 Penalty: 2623.957031 Iteration 12Q: 3 clusters Score -314870.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -314876.312500 Penalty: 2623.957031 Iteration 13Q: 3 clusters Score -314876.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -314879.343750 Penalty: 2623.957031 Iteration 14Q: 3 clusters Score -314879.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -314882.000000 Penalty: 2623.957031 Iteration 15Q: 3 clusters Score -314882 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -314883.718750 Penalty: 2623.957031 Iteration 16Q: 3 clusters Score -314883.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -314886.875000 Penalty: 2623.957031 Iteration 17Q: 3 clusters Score -314886.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -314890.968750 Penalty: 2623.957031 Iteration 18Q: 3 clusters Score -314891 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -314899.093750 Penalty: 2623.957031 Iteration 19Q: 3 clusters Score -314899.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -314903.687500 Penalty: 2623.957031 Iteration 20F: 3 clusters Score -314903.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -314908.187500 Penalty: 2623.957031 Iteration 21Q: 3 clusters Score -314908.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -314914.000000 Penalty: 2623.957031 Iteration 22Q: 3 clusters Score -314914 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -314917.562500 Penalty: 2623.957031 Iteration 23Q: 3 clusters Score -314917.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -314923.468750 Penalty: 2623.957031 Iteration 24Q: 3 clusters Score -314923.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -314928.625000 Penalty: 2623.957031 Iteration 25Q: 3 clusters Score -314928.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -314933.437500 Penalty: 2623.957031 Iteration 26Q: 3 clusters Score -314933.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -314934.000000 Penalty: 2623.957031 Iteration 27Q: 3 clusters Score -314934 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -314937.125000 Penalty: 2623.957031 Iteration 28Q: 3 clusters Score -314937.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2051 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -314939.406250 Penalty: 2623.957031 Iteration 29Q: 3 clusters Score -314939.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -314941.281250 Penalty: 2623.957031 Iteration 30Q: 3 clusters Score -314941.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -314943.031250 Penalty: 2623.957031 Iteration 31Q: 3 clusters Score -314943 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -314946.968750 Penalty: 2623.957031 Iteration 32Q: 3 clusters Score -314947 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -314950.750000 Penalty: 2623.957031 Iteration 33Q: 3 clusters Score -314950.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -314952.781250 Penalty: 2623.957031 Iteration 34Q: 3 clusters Score -314952.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -314955.781250 Penalty: 2623.957031 Iteration 35Q: 3 clusters Score -314955.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -314959.843750 Penalty: 2623.957031 Iteration 36Q: 3 clusters Score -314959.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -314962.062500 Penalty: 2623.957031 Iteration 37Q: 3 clusters Score -314962.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -314965.281250 Penalty: 2623.957031 Iteration 38Q: 3 clusters Score -314965.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -314968.062500 Penalty: 2623.957031 Iteration 39Q: 3 clusters Score -314968.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -314972.656250 Penalty: 2623.957031 Iteration 40F: 3 clusters Score -314972.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2166 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -314978.593750 Penalty: 2623.957031 Iteration 41Q: 3 clusters Score -314978.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2183 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -314983.375000 Penalty: 2623.957031 Iteration 42Q: 3 clusters Score -314983.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -314990.968750 Penalty: 2623.957031 Iteration 43Q: 3 clusters Score -314991 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2222 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -314998.750000 Penalty: 2623.957031 Iteration 44Q: 3 clusters Score -314998.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -315006.406250 Penalty: 2623.957031 Iteration 45Q: 3 clusters Score -315006.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -315015.125000 Penalty: 2623.957031 Iteration 46Q: 3 clusters Score -315015.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2284 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -315022.781250 Penalty: 2623.957031 Iteration 47Q: 3 clusters Score -315022.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -315038.562500 Penalty: 2623.957031 Iteration 48Q: 3 clusters Score -315038.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -315060.250000 Penalty: 2623.957031 Iteration 49Q: 3 clusters Score -315060.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2394 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -315077.281250 Penalty: 2623.957031 Iteration 50Q: 3 clusters Score -315077.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2432 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -315094.656250 Penalty: 2623.957031 Iteration 51Q: 3 clusters Score -315094.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -315113.468750 Penalty: 2623.957031 Iteration 52Q: 3 clusters Score -315113.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -315135.500000 Penalty: 2623.957031 Iteration 53Q: 3 clusters Score -315135.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -315160.062500 Penalty: 2623.957031 Iteration 54Q: 3 clusters Score -315160.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2585 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -315186.000000 Penalty: 2623.957031 Iteration 55Q: 3 clusters Score -315186 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -315215.281250 Penalty: 2623.957031 Iteration 56Q: 3 clusters Score -315215.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2667 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -315241.906250 Penalty: 2623.957031 Iteration 57Q: 3 clusters Score -315241.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2697 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -315257.281250 Penalty: 2623.957031 Iteration 58Q: 3 clusters Score -315257.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2723 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -315276.375000 Penalty: 2623.957031 Iteration 59Q: 3 clusters Score -315276.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2750 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -315297.843750 Penalty: 2623.957031 Iteration 60F: 3 clusters Score -315297.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -315318.531250 Penalty: 2623.957031 Iteration 61Q: 3 clusters Score -315318.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -315343.625000 Penalty: 2623.957031 Iteration 62Q: 3 clusters Score -315343.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2843 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -315367.187500 Penalty: 2623.957031 Iteration 63Q: 3 clusters Score -315367.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2863 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -315381.000000 Penalty: 2623.957031 Iteration 64Q: 3 clusters Score -315381 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2883 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -315399.125000 Penalty: 2623.957031 Iteration 65Q: 3 clusters Score -315399.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -315412.500000 Penalty: 2623.957031 Iteration 66Q: 3 clusters Score -315412.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2911 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -315420.437500 Penalty: 2623.957031 Iteration 67Q: 3 clusters Score -315420.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2919 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -315427.875000 Penalty: 2623.957031 Iteration 68Q: 3 clusters Score -315427.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2927 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -315432.937500 Penalty: 2623.957031 Iteration 69Q: 3 clusters Score -315432.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2932 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -315436.875000 Penalty: 2623.957031 Iteration 70Q: 3 clusters Score -315436.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2936 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -315439.625000 Penalty: 2623.957031 Iteration 71Q: 3 clusters Score -315439.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2939 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -315441.312500 Penalty: 2623.957031 Iteration 72Q: 3 clusters Score -315441.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2941 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -315443.125000 Penalty: 2623.957031 Iteration 73Q: 3 clusters Score -315443.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2941 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -315443.125000 Penalty: 2623.957031 Iteration 74F: 3 clusters Score -315443.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (536 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Entering Unmasked Estep Score: -45143.503906 Penalty: 1021.171814 Iteration 0F: 2 clusters Score -45143.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -44128.328125 Penalty: 2042.343628 Iteration 0F: 3 clusters Score -44128.33 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -44362.078125 Penalty: 2042.343628 Iteration 1F: 3 clusters Score -44362.08 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -44433.789062 Penalty: 2042.343628 Iteration 2F: 3 clusters Score -44433.79 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -44557.175781 Penalty: 2042.343628 Iteration 3F: 3 clusters Score -44557.18 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -44656.472656 Penalty: 2042.343628 Iteration 4F: 3 clusters Score -44656.47 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -44747.875000 Penalty: 2042.343628 Iteration 5F: 3 clusters Score -44747.88 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -44852.445312 Penalty: 2042.343628 Iteration 6Q: 3 clusters Score -44852.45 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -44940.464844 Penalty: 2042.343628 Iteration 7Q: 3 clusters Score -44940.46 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -45014.128906 Penalty: 2042.343628 Iteration 8Q: 3 clusters Score -45014.13 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -45079.933594 Penalty: 2042.343628 Iteration 9Q: 3 clusters Score -45079.93 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -45101.421875 Penalty: 2042.343628 Iteration 10Q: 3 clusters Score -45101.42 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -45115.761719 Penalty: 2042.343628 Iteration 11Q: 3 clusters Score -45115.76 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -45118.859375 Penalty: 2042.343628 Iteration 12Q: 3 clusters Score -45118.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -45122.414062 Penalty: 2042.343628 Iteration 13Q: 3 clusters Score -45122.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -45130.863281 Penalty: 2042.343628 Iteration 14Q: 3 clusters Score -45130.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -45134.031250 Penalty: 2042.343628 Iteration 15Q: 3 clusters Score -45134.03 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -45137.503906 Penalty: 2042.343628 Iteration 16F: 3 clusters Score -45137.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -45172.976562 Penalty: 2042.343628 Iteration 17Q: 3 clusters Score -45172.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -45177.031250 Penalty: 2042.343628 Iteration 18Q: 3 clusters Score -45177.03 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -45177.031250 Penalty: 2042.343628 Iteration 19F: 3 clusters Score -45177.03 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14316 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2558 members Mstep: Class 6 contains 3341 members Mstep: Class 7 contains 91917 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3067 members Mstep: Class 10 contains 141164 members Mstep: Class 11 contains 41030 members Mstep: Class 12 contains 984 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2222 members Mstep: Class 16 contains 12558 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 10795 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 105 members Mstep: Class 22 contains 1716 members Mstep: Class 23 contains 431 members Entering Unmasked Estep Score: -33086602.000000 Penalty: 47653.777344 Splitting cluster 21 changes total score from -33087628.000000 to -33086602.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 22 (1716 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Entering Unmasked Estep Score: -148762.265625 Penalty: 1210.259521 Iteration 0F: 2 clusters Score -148762.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -146901.406250 Penalty: 2420.519043 Iteration 0F: 3 clusters Score -146901.4 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -147501.109375 Penalty: 2420.519043 Iteration 1F: 3 clusters Score -147501.1 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -147768.875000 Penalty: 2420.519043 Iteration 2F: 3 clusters Score -147768.9 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -148082.953125 Penalty: 2420.519043 Iteration 3F: 3 clusters Score -148083 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -148436.218750 Penalty: 2420.519043 Iteration 4F: 3 clusters Score -148436.2 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -148788.968750 Penalty: 2420.519043 Iteration 5F: 3 clusters Score -148789 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -149063.625000 Penalty: 2420.519043 Iteration 6F: 3 clusters Score -149063.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -149173.828125 Penalty: 2420.519043 Iteration 7Q: 3 clusters Score -149173.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -149221.015625 Penalty: 2420.519043 Iteration 8Q: 3 clusters Score -149221 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -149250.593750 Penalty: 2420.519043 Iteration 9Q: 3 clusters Score -149250.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -149257.734375 Penalty: 2420.519043 Iteration 10Q: 3 clusters Score -149257.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -149261.062500 Penalty: 2420.519043 Iteration 11Q: 3 clusters Score -149261.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -149261.500000 Penalty: 2420.519043 Iteration 12Q: 3 clusters Score -149261.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -149261.500000 Penalty: 2420.519043 Iteration 13F: 3 clusters Score -149261.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14316 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2558 members Mstep: Class 6 contains 3341 members Mstep: Class 7 contains 91917 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3067 members Mstep: Class 10 contains 141164 members Mstep: Class 11 contains 41030 members Mstep: Class 12 contains 984 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2222 members Mstep: Class 16 contains 12558 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 10795 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1083 members Mstep: Class 23 contains 633 members Entering Unmasked Estep Score: -33087244.000000 Penalty: 47653.777344 Splitting cluster 22 changes total score from -33087628.000000 to -33087244.000000 So it's not getting split. Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14316 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2558 members Mstep: Class 6 contains 3341 members Mstep: Class 7 contains 91917 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3067 members Mstep: Class 10 contains 141164 members Mstep: Class 11 contains 41030 members Mstep: Class 12 contains 984 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2222 members Mstep: Class 16 contains 12558 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 10795 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087612.000000 Penalty: 45581.875000 Iteration 159Q: 23 clusters Score -3.308761e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14316 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2558 members Mstep: Class 6 contains 3345 members Mstep: Class 7 contains 91918 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3066 members Mstep: Class 10 contains 141130 members Mstep: Class 11 contains 41031 members Mstep: Class 12 contains 984 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 12557 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 10826 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087632.000000 Penalty: 45581.875000 Iteration 160F: 23 clusters Score -3.308763e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14316 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2558 members Mstep: Class 6 contains 3354 members Mstep: Class 7 contains 91918 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3066 members Mstep: Class 10 contains 141094 members Mstep: Class 11 contains 41037 members Mstep: Class 12 contains 984 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 12556 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 10848 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087662.000000 Penalty: 45581.875000 Iteration 161Q: 23 clusters Score -3.308766e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14316 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2558 members Mstep: Class 6 contains 3362 members Mstep: Class 7 contains 91918 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3065 members Mstep: Class 10 contains 141062 members Mstep: Class 11 contains 41047 members Mstep: Class 12 contains 984 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 12555 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 10864 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087672.000000 Penalty: 45581.875000 Iteration 162Q: 23 clusters Score -3.308767e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14316 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2558 members Mstep: Class 6 contains 3366 members Mstep: Class 7 contains 91919 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3065 members Mstep: Class 10 contains 141036 members Mstep: Class 11 contains 41054 members Mstep: Class 12 contains 984 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 12554 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 10879 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087668.000000 Penalty: 45581.875000 Iteration 163Q: 23 clusters Score -3.308767e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14316 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2558 members Mstep: Class 6 contains 3373 members Mstep: Class 7 contains 91918 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3064 members Mstep: Class 10 contains 141014 members Mstep: Class 11 contains 41058 members Mstep: Class 12 contains 984 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 12554 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 10892 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087708.000000 Penalty: 45581.875000 Iteration 164Q: 23 clusters Score -3.308771e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14316 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2558 members Mstep: Class 6 contains 3378 members Mstep: Class 7 contains 91917 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3064 members Mstep: Class 10 contains 140986 members Mstep: Class 11 contains 41064 members Mstep: Class 12 contains 984 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 12555 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 10909 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087708.000000 Penalty: 45581.875000 Iteration 165Q: 23 clusters Score -3.308771e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14316 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2558 members Mstep: Class 6 contains 3385 members Mstep: Class 7 contains 91917 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3064 members Mstep: Class 10 contains 140959 members Mstep: Class 11 contains 41068 members Mstep: Class 12 contains 984 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 12554 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 10926 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087714.000000 Penalty: 45581.875000 Iteration 166Q: 23 clusters Score -3.308771e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14316 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2558 members Mstep: Class 6 contains 3390 members Mstep: Class 7 contains 91918 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3063 members Mstep: Class 10 contains 140932 members Mstep: Class 11 contains 41069 members Mstep: Class 12 contains 984 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 12552 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 10949 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087726.000000 Penalty: 45581.875000 Iteration 167Q: 23 clusters Score -3.308773e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14316 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2558 members Mstep: Class 6 contains 3396 members Mstep: Class 7 contains 91919 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3063 members Mstep: Class 10 contains 140900 members Mstep: Class 11 contains 41074 members Mstep: Class 12 contains 984 members Mstep: Class 13 contains 2493 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 12551 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 10971 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087750.000000 Penalty: 45581.875000 Iteration 168Q: 23 clusters Score -3.308775e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14316 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2560 members Mstep: Class 6 contains 3399 members Mstep: Class 7 contains 91920 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3064 members Mstep: Class 10 contains 140869 members Mstep: Class 11 contains 41072 members Mstep: Class 12 contains 984 members Mstep: Class 13 contains 2491 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 12550 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 11000 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087742.000000 Penalty: 45581.875000 Iteration 169Q: 23 clusters Score -3.308774e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14317 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2560 members Mstep: Class 6 contains 3405 members Mstep: Class 7 contains 91920 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3063 members Mstep: Class 10 contains 140828 members Mstep: Class 11 contains 41084 members Mstep: Class 12 contains 984 members Mstep: Class 13 contains 2491 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 12550 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 11024 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1715 members Entering Unmasked Estep ConsiderDeletion Score: -33087760.000000 Penalty: 45581.875000 Iteration 170Q: 23 clusters Score -3.308776e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14317 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2560 members Mstep: Class 6 contains 3408 members Mstep: Class 7 contains 91920 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3064 members Mstep: Class 10 contains 140795 members Mstep: Class 11 contains 41091 members Mstep: Class 12 contains 984 members Mstep: Class 13 contains 2491 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 12550 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 11046 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1715 members Entering Unmasked Estep ConsiderDeletion Score: -33087742.000000 Penalty: 45581.875000 Iteration 171Q: 23 clusters Score -3.308774e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14317 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2560 members Mstep: Class 6 contains 3410 members Mstep: Class 7 contains 91920 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3064 members Mstep: Class 10 contains 140758 members Mstep: Class 11 contains 41093 members Mstep: Class 12 contains 984 members Mstep: Class 13 contains 2491 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 12550 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 11079 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1715 members Entering Unmasked Estep ConsiderDeletion Score: -33087742.000000 Penalty: 45581.875000 Iteration 172Q: 23 clusters Score -3.308774e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14317 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2560 members Mstep: Class 6 contains 3416 members Mstep: Class 7 contains 91920 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3066 members Mstep: Class 10 contains 140733 members Mstep: Class 11 contains 41084 members Mstep: Class 12 contains 984 members Mstep: Class 13 contains 2491 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 12550 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 11105 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1715 members Entering Unmasked Estep ConsiderDeletion Score: -33087732.000000 Penalty: 45581.875000 Iteration 173Q: 23 clusters Score -3.308773e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14317 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2560 members Mstep: Class 6 contains 3418 members Mstep: Class 7 contains 91920 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3066 members Mstep: Class 10 contains 140707 members Mstep: Class 11 contains 41080 members Mstep: Class 12 contains 984 members Mstep: Class 13 contains 2491 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 12550 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 11133 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1715 members Entering Unmasked Estep ConsiderDeletion Score: -33087768.000000 Penalty: 45581.875000 Iteration 174Q: 23 clusters Score -3.308777e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14317 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2559 members Mstep: Class 6 contains 3421 members Mstep: Class 7 contains 91920 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3067 members Mstep: Class 10 contains 140680 members Mstep: Class 11 contains 41066 members Mstep: Class 12 contains 984 members Mstep: Class 13 contains 2491 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 12550 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 11171 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1715 members Entering Unmasked Estep ConsiderDeletion Score: -33087722.000000 Penalty: 45581.875000 Iteration 175Q: 23 clusters Score -3.308772e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14317 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2559 members Mstep: Class 6 contains 3422 members Mstep: Class 7 contains 91920 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3067 members Mstep: Class 10 contains 140643 members Mstep: Class 11 contains 41072 members Mstep: Class 12 contains 984 members Mstep: Class 13 contains 2491 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 12550 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 11201 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1715 members Entering Unmasked Estep ConsiderDeletion Score: -33087766.000000 Penalty: 45581.875000 Iteration 176Q: 23 clusters Score -3.308777e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14317 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2559 members Mstep: Class 6 contains 3423 members Mstep: Class 7 contains 91920 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3069 members Mstep: Class 10 contains 140616 members Mstep: Class 11 contains 41067 members Mstep: Class 12 contains 984 members Mstep: Class 13 contains 2491 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 12550 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 11230 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1715 members Entering Unmasked Estep ConsiderDeletion Score: -33087748.000000 Penalty: 45581.875000 Iteration 177Q: 23 clusters Score -3.308775e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14317 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2559 members Mstep: Class 6 contains 3425 members Mstep: Class 7 contains 91920 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3070 members Mstep: Class 10 contains 140581 members Mstep: Class 11 contains 41078 members Mstep: Class 12 contains 985 members Mstep: Class 13 contains 2491 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 12550 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 11250 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1715 members Entering Unmasked Estep ConsiderDeletion Score: -33087752.000000 Penalty: 45581.875000 Iteration 178Q: 23 clusters Score -3.308775e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14317 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2558 members Mstep: Class 6 contains 3426 members Mstep: Class 7 contains 91920 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3070 members Mstep: Class 10 contains 140550 members Mstep: Class 11 contains 41085 members Mstep: Class 12 contains 985 members Mstep: Class 13 contains 2491 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 12550 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 11274 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1715 members Entering Unmasked Estep ConsiderDeletion Score: -33087778.000000 Penalty: 45581.875000 Iteration 179Q: 23 clusters Score -3.308778e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14316 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2557 members Mstep: Class 6 contains 3427 members Mstep: Class 7 contains 91920 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3072 members Mstep: Class 10 contains 140517 members Mstep: Class 11 contains 41093 members Mstep: Class 12 contains 985 members Mstep: Class 13 contains 2492 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 12550 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 11297 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1715 members Entering Unmasked Estep ConsiderDeletion Score: -33087744.000000 Penalty: 45581.875000 Iteration 180F: 23 clusters Score -3.308774e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14316 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2557 members Mstep: Class 6 contains 3429 members Mstep: Class 7 contains 91920 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3073 members Mstep: Class 10 contains 140497 members Mstep: Class 11 contains 41087 members Mstep: Class 12 contains 985 members Mstep: Class 13 contains 2492 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 12550 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 11320 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1715 members Entering Unmasked Estep ConsiderDeletion Score: -33087768.000000 Penalty: 45581.875000 Iteration 181Q: 23 clusters Score -3.308777e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14317 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2557 members Mstep: Class 6 contains 3434 members Mstep: Class 7 contains 91920 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3076 members Mstep: Class 10 contains 140480 members Mstep: Class 11 contains 41072 members Mstep: Class 12 contains 985 members Mstep: Class 13 contains 2492 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 12550 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 11343 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1715 members Entering Unmasked Estep ConsiderDeletion Score: -33087782.000000 Penalty: 45581.875000 Iteration 182Q: 23 clusters Score -3.308778e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14317 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2557 members Mstep: Class 6 contains 3438 members Mstep: Class 7 contains 91920 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3076 members Mstep: Class 10 contains 140456 members Mstep: Class 11 contains 41072 members Mstep: Class 12 contains 985 members Mstep: Class 13 contains 2492 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2220 members Mstep: Class 16 contains 12549 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 11365 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1715 members Entering Unmasked Estep ConsiderDeletion Score: -33087774.000000 Penalty: 45581.875000 Iteration 183Q: 23 clusters Score -3.308777e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14317 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2557 members Mstep: Class 6 contains 3440 members Mstep: Class 7 contains 91919 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3075 members Mstep: Class 10 contains 140435 members Mstep: Class 11 contains 41075 members Mstep: Class 12 contains 985 members Mstep: Class 13 contains 2492 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2220 members Mstep: Class 16 contains 12550 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 11382 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1715 members Entering Unmasked Estep ConsiderDeletion Score: -33087776.000000 Penalty: 45581.875000 Iteration 184Q: 23 clusters Score -3.308778e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14317 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2557 members Mstep: Class 6 contains 3447 members Mstep: Class 7 contains 91919 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3075 members Mstep: Class 10 contains 140419 members Mstep: Class 11 contains 41072 members Mstep: Class 12 contains 985 members Mstep: Class 13 contains 2492 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2220 members Mstep: Class 16 contains 12550 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 11395 members Mstep: Class 20 contains 3208 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1715 members Entering Unmasked Estep ConsiderDeletion Score: -33087772.000000 Penalty: 45581.875000 Iteration 185Q: 23 clusters Score -3.308777e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14317 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2557 members Mstep: Class 6 contains 3451 members Mstep: Class 7 contains 91919 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3075 members Mstep: Class 10 contains 140407 members Mstep: Class 11 contains 41064 members Mstep: Class 12 contains 985 members Mstep: Class 13 contains 2492 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2220 members Mstep: Class 16 contains 12550 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 11411 members Mstep: Class 20 contains 3208 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1715 members Entering Unmasked Estep ConsiderDeletion Score: -33087762.000000 Penalty: 45581.875000 Iteration 186Q: 23 clusters Score -3.308776e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14317 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2557 members Mstep: Class 6 contains 3454 members Mstep: Class 7 contains 91919 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3075 members Mstep: Class 10 contains 140392 members Mstep: Class 11 contains 41063 members Mstep: Class 12 contains 985 members Mstep: Class 13 contains 2492 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2220 members Mstep: Class 16 contains 12549 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 11425 members Mstep: Class 20 contains 3208 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1715 members Entering Unmasked Estep ConsiderDeletion Score: -33087786.000000 Penalty: 45581.875000 Iteration 187Q: 23 clusters Score -3.308779e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14316 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2557 members Mstep: Class 6 contains 3461 members Mstep: Class 7 contains 91919 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3077 members Mstep: Class 10 contains 140375 members Mstep: Class 11 contains 41060 members Mstep: Class 12 contains 985 members Mstep: Class 13 contains 2492 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2220 members Mstep: Class 16 contains 12548 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 11438 members Mstep: Class 20 contains 3208 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1715 members Entering Unmasked Estep ConsiderDeletion Score: -33087758.000000 Penalty: 45581.875000 Iteration 188Q: 23 clusters Score -3.308776e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14316 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2557 members Mstep: Class 6 contains 3470 members Mstep: Class 7 contains 91919 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3078 members Mstep: Class 10 contains 140363 members Mstep: Class 11 contains 41055 members Mstep: Class 12 contains 985 members Mstep: Class 13 contains 2492 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2220 members Mstep: Class 16 contains 12547 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 11446 members Mstep: Class 20 contains 3208 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1715 members Entering Unmasked Estep ConsiderDeletion Score: -33087768.000000 Penalty: 45581.875000 Iteration 189Q: 23 clusters Score -3.308777e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14316 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2557 members Mstep: Class 6 contains 3482 members Mstep: Class 7 contains 91919 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3079 members Mstep: Class 10 contains 140357 members Mstep: Class 11 contains 41041 members Mstep: Class 12 contains 985 members Mstep: Class 13 contains 2492 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2219 members Mstep: Class 16 contains 12546 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 11455 members Mstep: Class 20 contains 3208 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1715 members Entering Unmasked Estep ConsiderDeletion Score: -33087758.000000 Penalty: 45581.875000 Iteration 190Q: 23 clusters Score -3.308776e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14316 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2557 members Mstep: Class 6 contains 3488 members Mstep: Class 7 contains 91919 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3079 members Mstep: Class 10 contains 140342 members Mstep: Class 11 contains 41037 members Mstep: Class 12 contains 985 members Mstep: Class 13 contains 2492 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2219 members Mstep: Class 16 contains 12546 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 11468 members Mstep: Class 20 contains 3208 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1715 members Entering Unmasked Estep ConsiderDeletion Score: -33087768.000000 Penalty: 45581.875000 Iteration 191Q: 23 clusters Score -3.308777e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14316 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2557 members Mstep: Class 6 contains 3494 members Mstep: Class 7 contains 91919 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3080 members Mstep: Class 10 contains 140337 members Mstep: Class 11 contains 41022 members Mstep: Class 12 contains 985 members Mstep: Class 13 contains 2492 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2219 members Mstep: Class 16 contains 12546 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 11481 members Mstep: Class 20 contains 3208 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1715 members Entering Unmasked Estep ConsiderDeletion Score: -33087756.000000 Penalty: 45581.875000 Iteration 192Q: 23 clusters Score -3.308776e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14317 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2557 members Mstep: Class 6 contains 3498 members Mstep: Class 7 contains 91919 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3080 members Mstep: Class 10 contains 140330 members Mstep: Class 11 contains 41013 members Mstep: Class 12 contains 985 members Mstep: Class 13 contains 2492 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2219 members Mstep: Class 16 contains 12546 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 11492 members Mstep: Class 20 contains 3208 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1715 members Entering Unmasked Estep ConsiderDeletion Score: -33087754.000000 Penalty: 45581.875000 Iteration 193Q: 23 clusters Score -3.308775e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14317 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2557 members Mstep: Class 6 contains 3503 members Mstep: Class 7 contains 91919 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3079 members Mstep: Class 10 contains 140317 members Mstep: Class 11 contains 41009 members Mstep: Class 12 contains 985 members Mstep: Class 13 contains 2492 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2220 members Mstep: Class 16 contains 12546 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 11504 members Mstep: Class 20 contains 3208 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1715 members Entering Unmasked Estep ConsiderDeletion Score: -33087754.000000 Penalty: 45581.875000 Iteration 194Q: 23 clusters Score -3.308775e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14316 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2557 members Mstep: Class 6 contains 3511 members Mstep: Class 7 contains 91919 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3079 members Mstep: Class 10 contains 140303 members Mstep: Class 11 contains 41008 members Mstep: Class 12 contains 985 members Mstep: Class 13 contains 2492 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 12545 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 11512 members Mstep: Class 20 contains 3208 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1715 members Entering Unmasked Estep ConsiderDeletion Score: -33087724.000000 Penalty: 45581.875000 Iteration 195Q: 23 clusters Score -3.308772e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14315 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2557 members Mstep: Class 6 contains 3521 members Mstep: Class 7 contains 91919 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3079 members Mstep: Class 10 contains 140293 members Mstep: Class 11 contains 41005 members Mstep: Class 12 contains 985 members Mstep: Class 13 contains 2492 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 12544 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 11517 members Mstep: Class 20 contains 3208 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1715 members Entering Unmasked Estep ConsiderDeletion Score: -33087734.000000 Penalty: 45581.875000 Iteration 196Q: 23 clusters Score -3.308773e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14315 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2557 members Mstep: Class 6 contains 3529 members Mstep: Class 7 contains 91919 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3081 members Mstep: Class 10 contains 140285 members Mstep: Class 11 contains 41000 members Mstep: Class 12 contains 985 members Mstep: Class 13 contains 2492 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 12543 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 11521 members Mstep: Class 20 contains 3208 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1715 members Entering Unmasked Estep ConsiderDeletion Score: -33087766.000000 Penalty: 45581.875000 Iteration 197Q: 23 clusters Score -3.308777e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14315 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2557 members Mstep: Class 6 contains 3535 members Mstep: Class 7 contains 91920 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3081 members Mstep: Class 10 contains 140273 members Mstep: Class 11 contains 41004 members Mstep: Class 12 contains 985 members Mstep: Class 13 contains 2492 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 12541 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 11524 members Mstep: Class 20 contains 3208 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1715 members Entering Unmasked Estep ConsiderDeletion Score: -33087776.000000 Penalty: 45581.875000 Iteration 198Q: 23 clusters Score -3.308778e+07 nChanged 22 Entering ConstructFrom: Score: -33087776.000000 Penalty: 45581.875000 Entering ConstructFrom: Trying to split cluster 1 (14315 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14315 members Entering Unmasked Estep Score: -1335653.375000 Penalty: 1554.972778 Iteration 0F: 2 clusters Score -1335653 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7148 members Mstep: Class 2 contains 7167 members Entering Unmasked Estep Score: -1325706.375000 Penalty: 3109.945557 Iteration 0F: 3 clusters Score -1325706 nChanged 6262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7152 members Mstep: Class 2 contains 7163 members Entering Unmasked Estep Score: -1329190.000000 Penalty: 3109.945557 Iteration 1F: 3 clusters Score -1329190 nChanged 878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7078 members Mstep: Class 2 contains 7237 members Entering Unmasked Estep Score: -1329584.500000 Penalty: 3109.945557 Iteration 2F: 3 clusters Score -1329584 nChanged 809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6959 members Mstep: Class 2 contains 7356 members Entering Unmasked Estep Score: -1329993.000000 Penalty: 3109.945557 Iteration 3F: 3 clusters Score -1329993 nChanged 812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6813 members Mstep: Class 2 contains 7502 members Entering Unmasked Estep Score: -1330439.375000 Penalty: 3109.945557 Iteration 4F: 3 clusters Score -1330439 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6621 members Mstep: Class 2 contains 7694 members Entering Unmasked Estep Score: -1330945.875000 Penalty: 3109.945557 Iteration 5F: 3 clusters Score -1330946 nChanged 877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6328 members Mstep: Class 2 contains 7987 members Entering Unmasked Estep Score: -1331677.125000 Penalty: 3109.945557 Iteration 6F: 3 clusters Score -1331677 nChanged 957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6037 members Mstep: Class 2 contains 8278 members Entering Unmasked Estep Score: -1332516.625000 Penalty: 3109.945557 Iteration 7F: 3 clusters Score -1332517 nChanged 818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5795 members Mstep: Class 2 contains 8520 members Entering Unmasked Estep Score: -1333108.750000 Penalty: 3109.945557 Iteration 8F: 3 clusters Score -1333109 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5684 members Mstep: Class 2 contains 8631 members Entering Unmasked Estep Score: -1333454.000000 Penalty: 3109.945557 Iteration 9Q: 3 clusters Score -1333454 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5626 members Mstep: Class 2 contains 8689 members Entering Unmasked Estep Score: -1333608.125000 Penalty: 3109.945557 Iteration 10Q: 3 clusters Score -1333608 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5618 members Mstep: Class 2 contains 8697 members Entering Unmasked Estep Score: -1333689.875000 Penalty: 3109.945557 Iteration 11Q: 3 clusters Score -1333690 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5624 members Mstep: Class 2 contains 8691 members Entering Unmasked Estep Score: -1333743.500000 Penalty: 3109.945557 Iteration 12Q: 3 clusters Score -1333744 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5643 members Mstep: Class 2 contains 8672 members Entering Unmasked Estep Score: -1333783.750000 Penalty: 3109.945557 Iteration 13Q: 3 clusters Score -1333784 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5672 members Mstep: Class 2 contains 8643 members Entering Unmasked Estep Score: -1333809.875000 Penalty: 3109.945557 Iteration 14Q: 3 clusters Score -1333810 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5703 members Mstep: Class 2 contains 8612 members Entering Unmasked Estep Score: -1333833.375000 Penalty: 3109.945557 Iteration 15Q: 3 clusters Score -1333833 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5734 members Mstep: Class 2 contains 8581 members Entering Unmasked Estep Score: -1333843.375000 Penalty: 3109.945557 Iteration 16Q: 3 clusters Score -1333843 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5761 members Mstep: Class 2 contains 8554 members Entering Unmasked Estep Score: -1333849.125000 Penalty: 3109.945557 Iteration 17Q: 3 clusters Score -1333849 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5786 members Mstep: Class 2 contains 8529 members Entering Unmasked Estep Score: -1333864.250000 Penalty: 3109.945557 Iteration 18Q: 3 clusters Score -1333864 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5801 members Mstep: Class 2 contains 8514 members Entering Unmasked Estep Score: -1333867.125000 Penalty: 3109.945557 Iteration 19Q: 3 clusters Score -1333867 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5812 members Mstep: Class 2 contains 8503 members Entering Unmasked Estep Score: -1333874.250000 Penalty: 3109.945557 Iteration 20F: 3 clusters Score -1333874 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5820 members Mstep: Class 2 contains 8495 members Entering Unmasked Estep Score: -1333877.750000 Penalty: 3109.945557 Iteration 21Q: 3 clusters Score -1333878 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5825 members Mstep: Class 2 contains 8490 members Entering Unmasked Estep Score: -1333881.125000 Penalty: 3109.945557 Iteration 22Q: 3 clusters Score -1333881 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5844 members Mstep: Class 2 contains 8471 members Entering Unmasked Estep Score: -1333885.375000 Penalty: 3109.945557 Iteration 23Q: 3 clusters Score -1333885 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5861 members Mstep: Class 2 contains 8454 members Entering Unmasked Estep Score: -1333886.500000 Penalty: 3109.945557 Iteration 24Q: 3 clusters Score -1333886 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5875 members Mstep: Class 2 contains 8440 members Entering Unmasked Estep Score: -1333888.875000 Penalty: 3109.945557 Iteration 25Q: 3 clusters Score -1333889 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5882 members Mstep: Class 2 contains 8433 members Entering Unmasked Estep Score: -1333886.875000 Penalty: 3109.945557 Iteration 26Q: 3 clusters Score -1333887 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5889 members Mstep: Class 2 contains 8426 members Entering Unmasked Estep Score: -1333887.375000 Penalty: 3109.945557 Iteration 27Q: 3 clusters Score -1333887 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5899 members Mstep: Class 2 contains 8416 members Entering Unmasked Estep Score: -1333891.625000 Penalty: 3109.945557 Iteration 28Q: 3 clusters Score -1333892 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5909 members Mstep: Class 2 contains 8406 members Entering Unmasked Estep Score: -1333891.000000 Penalty: 3109.945557 Iteration 29Q: 3 clusters Score -1333891 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5918 members Mstep: Class 2 contains 8397 members Entering Unmasked Estep Score: -1333892.500000 Penalty: 3109.945557 Iteration 30Q: 3 clusters Score -1333892 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5929 members Mstep: Class 2 contains 8386 members Entering Unmasked Estep Score: -1333890.250000 Penalty: 3109.945557 Iteration 31Q: 3 clusters Score -1333890 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5934 members Mstep: Class 2 contains 8381 members Entering Unmasked Estep Score: -1333894.000000 Penalty: 3109.945557 Iteration 32Q: 3 clusters Score -1333894 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5942 members Mstep: Class 2 contains 8373 members Entering Unmasked Estep Score: -1333890.375000 Penalty: 3109.945557 Iteration 33Q: 3 clusters Score -1333890 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5951 members Mstep: Class 2 contains 8364 members Entering Unmasked Estep Score: -1333890.375000 Penalty: 3109.945557 Iteration 34Q: 3 clusters Score -1333890 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5956 members Mstep: Class 2 contains 8359 members Entering Unmasked Estep Score: -1333891.875000 Penalty: 3109.945557 Iteration 35Q: 3 clusters Score -1333892 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5959 members Mstep: Class 2 contains 8356 members Entering Unmasked Estep Score: -1333895.250000 Penalty: 3109.945557 Iteration 36Q: 3 clusters Score -1333895 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5966 members Mstep: Class 2 contains 8349 members Entering Unmasked Estep Score: -1333893.750000 Penalty: 3109.945557 Iteration 37Q: 3 clusters Score -1333894 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5972 members Mstep: Class 2 contains 8343 members Entering Unmasked Estep Score: -1333895.625000 Penalty: 3109.945557 Iteration 38Q: 3 clusters Score -1333896 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5979 members Mstep: Class 2 contains 8336 members Entering Unmasked Estep Score: -1333895.875000 Penalty: 3109.945557 Iteration 39Q: 3 clusters Score -1333896 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5985 members Mstep: Class 2 contains 8330 members Entering Unmasked Estep Score: -1333900.125000 Penalty: 3109.945557 Iteration 40F: 3 clusters Score -1333900 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5985 members Mstep: Class 2 contains 8330 members Entering Unmasked Estep Score: -1333899.625000 Penalty: 3109.945557 Iteration 41Q: 3 clusters Score -1333900 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5986 members Mstep: Class 2 contains 8329 members Entering Unmasked Estep Score: -1333898.375000 Penalty: 3109.945557 Iteration 42Q: 3 clusters Score -1333898 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5987 members Mstep: Class 2 contains 8328 members Entering Unmasked Estep Score: -1333898.000000 Penalty: 3109.945557 Iteration 43Q: 3 clusters Score -1333898 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5987 members Mstep: Class 2 contains 8328 members Entering Unmasked Estep Score: -1333898.000000 Penalty: 3109.945557 Iteration 44F: 3 clusters Score -1333898 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (1127 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Entering Unmasked Estep Score: -102711.335938 Penalty: 1141.938599 Iteration 0F: 2 clusters Score -102711.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -101234.281250 Penalty: 2283.877197 Iteration 0F: 3 clusters Score -101234.3 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -101545.625000 Penalty: 2283.877197 Iteration 1F: 3 clusters Score -101545.6 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -101665.281250 Penalty: 2283.877197 Iteration 2F: 3 clusters Score -101665.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -101724.984375 Penalty: 2283.877197 Iteration 3F: 3 clusters Score -101725 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -101763.218750 Penalty: 2283.877197 Iteration 4Q: 3 clusters Score -101763.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -101803.218750 Penalty: 2283.877197 Iteration 5Q: 3 clusters Score -101803.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -101817.734375 Penalty: 2283.877197 Iteration 6Q: 3 clusters Score -101817.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -101830.031250 Penalty: 2283.877197 Iteration 7Q: 3 clusters Score -101830 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -101843.382812 Penalty: 2283.877197 Iteration 8Q: 3 clusters Score -101843.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -101850.304688 Penalty: 2283.877197 Iteration 9Q: 3 clusters Score -101850.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -101865.781250 Penalty: 2283.877197 Iteration 10Q: 3 clusters Score -101865.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -101889.554688 Penalty: 2283.877197 Iteration 11Q: 3 clusters Score -101889.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -101913.390625 Penalty: 2283.877197 Iteration 12Q: 3 clusters Score -101913.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -101946.578125 Penalty: 2283.877197 Iteration 13Q: 3 clusters Score -101946.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -101991.335938 Penalty: 2283.877197 Iteration 14Q: 3 clusters Score -101991.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -102027.523438 Penalty: 2283.877197 Iteration 15Q: 3 clusters Score -102027.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -102058.226562 Penalty: 2283.877197 Iteration 16Q: 3 clusters Score -102058.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -102095.890625 Penalty: 2283.877197 Iteration 17Q: 3 clusters Score -102095.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -102160.710938 Penalty: 2283.877197 Iteration 18Q: 3 clusters Score -102160.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -102232.882812 Penalty: 2283.877197 Iteration 19Q: 3 clusters Score -102232.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -102296.687500 Penalty: 2283.877197 Iteration 20F: 3 clusters Score -102296.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -102398.078125 Penalty: 2283.877197 Iteration 21Q: 3 clusters Score -102398.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -102511.953125 Penalty: 2283.877197 Iteration 22Q: 3 clusters Score -102512 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -102556.546875 Penalty: 2283.877197 Iteration 23Q: 3 clusters Score -102556.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -102584.773438 Penalty: 2283.877197 Iteration 24Q: 3 clusters Score -102584.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -102597.031250 Penalty: 2283.877197 Iteration 25Q: 3 clusters Score -102597 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -102598.937500 Penalty: 2283.877197 Iteration 26Q: 3 clusters Score -102598.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -102600.273438 Penalty: 2283.877197 Iteration 27Q: 3 clusters Score -102600.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -102601.773438 Penalty: 2283.877197 Iteration 28Q: 3 clusters Score -102601.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -102601.875000 Penalty: 2283.877197 Iteration 29Q: 3 clusters Score -102601.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -102601.875000 Penalty: 2283.877197 Iteration 30F: 3 clusters Score -102601.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (5056 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5056 members Entering Unmasked Estep Score: -472360.156250 Penalty: 1385.853760 Iteration 0F: 2 clusters Score -472360.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 2487 members Entering Unmasked Estep Score: -468336.218750 Penalty: 2771.707520 Iteration 0F: 3 clusters Score -468336.2 nChanged 2025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2648 members Mstep: Class 2 contains 2408 members Entering Unmasked Estep Score: -469392.750000 Penalty: 2771.707520 Iteration 1F: 3 clusters Score -469392.8 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2696 members Mstep: Class 2 contains 2360 members Entering Unmasked Estep Score: -469587.125000 Penalty: 2771.707520 Iteration 2F: 3 clusters Score -469587.1 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2747 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -469733.312500 Penalty: 2771.707520 Iteration 3F: 3 clusters Score -469733.3 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2797 members Mstep: Class 2 contains 2259 members Entering Unmasked Estep Score: -469833.406250 Penalty: 2771.707520 Iteration 4Q: 3 clusters Score -469833.4 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2854 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -469898.906250 Penalty: 2771.707520 Iteration 5Q: 3 clusters Score -469898.9 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2927 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -469968.062500 Penalty: 2771.707520 Iteration 6Q: 3 clusters Score -469968.1 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3010 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -470039.500000 Penalty: 2771.707520 Iteration 7Q: 3 clusters Score -470039.5 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3105 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -470118.281250 Penalty: 2771.707520 Iteration 8Q: 3 clusters Score -470118.3 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3226 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -470214.687500 Penalty: 2771.707520 Iteration 9Q: 3 clusters Score -470214.7 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3360 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -470327.937500 Penalty: 2771.707520 Iteration 10Q: 3 clusters Score -470327.9 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3506 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -470459.656250 Penalty: 2771.707520 Iteration 11Q: 3 clusters Score -470459.7 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3653 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -470615.718750 Penalty: 2771.707520 Iteration 12Q: 3 clusters Score -470615.7 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3766 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -470760.687500 Penalty: 2771.707520 Iteration 13Q: 3 clusters Score -470760.7 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3872 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -470885.500000 Penalty: 2771.707520 Iteration 14Q: 3 clusters Score -470885.5 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3958 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -470983.625000 Penalty: 2771.707520 Iteration 15Q: 3 clusters Score -470983.6 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4019 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -471051.781250 Penalty: 2771.707520 Iteration 16Q: 3 clusters Score -471051.8 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4083 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -471108.125000 Penalty: 2771.707520 Iteration 17Q: 3 clusters Score -471108.1 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4131 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -471147.531250 Penalty: 2771.707520 Iteration 18Q: 3 clusters Score -471147.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4171 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -471172.312500 Penalty: 2771.707520 Iteration 19Q: 3 clusters Score -471172.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4202 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -471194.281250 Penalty: 2771.707520 Iteration 20F: 3 clusters Score -471194.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4229 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -471222.656250 Penalty: 2771.707520 Iteration 21Q: 3 clusters Score -471222.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4256 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -471247.531250 Penalty: 2771.707520 Iteration 22Q: 3 clusters Score -471247.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4285 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -471274.187500 Penalty: 2771.707520 Iteration 23Q: 3 clusters Score -471274.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4307 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -471289.968750 Penalty: 2771.707520 Iteration 24Q: 3 clusters Score -471290 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4320 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -471299.750000 Penalty: 2771.707520 Iteration 25Q: 3 clusters Score -471299.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4345 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -471316.187500 Penalty: 2771.707520 Iteration 26Q: 3 clusters Score -471316.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4360 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -471325.687500 Penalty: 2771.707520 Iteration 27Q: 3 clusters Score -471325.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4370 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -471329.843750 Penalty: 2771.707520 Iteration 28Q: 3 clusters Score -471329.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4376 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -471337.406250 Penalty: 2771.707520 Iteration 29Q: 3 clusters Score -471337.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4383 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -471339.750000 Penalty: 2771.707520 Iteration 30Q: 3 clusters Score -471339.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4385 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -471341.000000 Penalty: 2771.707520 Iteration 31Q: 3 clusters Score -471341 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4388 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -471343.281250 Penalty: 2771.707520 Iteration 32Q: 3 clusters Score -471343.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4389 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -471344.500000 Penalty: 2771.707520 Iteration 33Q: 3 clusters Score -471344.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4391 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -471345.718750 Penalty: 2771.707520 Iteration 34Q: 3 clusters Score -471345.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4393 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -471346.500000 Penalty: 2771.707520 Iteration 35Q: 3 clusters Score -471346.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4393 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -471346.500000 Penalty: 2771.707520 Iteration 36F: 3 clusters Score -471346.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2352 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Entering Unmasked Estep Score: -233571.484375 Penalty: 1261.490967 Iteration 0F: 2 clusters Score -233571.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -231215.562500 Penalty: 2522.981934 Iteration 0F: 3 clusters Score -231215.6 nChanged 868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -231813.859375 Penalty: 2522.981934 Iteration 1F: 3 clusters Score -231813.9 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -231953.296875 Penalty: 2522.981934 Iteration 2F: 3 clusters Score -231953.3 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -232052.859375 Penalty: 2522.981934 Iteration 3F: 3 clusters Score -232052.9 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -232130.640625 Penalty: 2522.981934 Iteration 4Q: 3 clusters Score -232130.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -232189.531250 Penalty: 2522.981934 Iteration 5Q: 3 clusters Score -232189.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -232239.390625 Penalty: 2522.981934 Iteration 6Q: 3 clusters Score -232239.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -232281.515625 Penalty: 2522.981934 Iteration 7Q: 3 clusters Score -232281.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -232313.140625 Penalty: 2522.981934 Iteration 8Q: 3 clusters Score -232313.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -232341.421875 Penalty: 2522.981934 Iteration 9Q: 3 clusters Score -232341.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -232363.968750 Penalty: 2522.981934 Iteration 10Q: 3 clusters Score -232364 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -232375.140625 Penalty: 2522.981934 Iteration 11Q: 3 clusters Score -232375.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -232387.609375 Penalty: 2522.981934 Iteration 12Q: 3 clusters Score -232387.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -232395.578125 Penalty: 2522.981934 Iteration 13Q: 3 clusters Score -232395.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -232401.625000 Penalty: 2522.981934 Iteration 14Q: 3 clusters Score -232401.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -232405.593750 Penalty: 2522.981934 Iteration 15Q: 3 clusters Score -232405.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -232411.984375 Penalty: 2522.981934 Iteration 16Q: 3 clusters Score -232412 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -232421.718750 Penalty: 2522.981934 Iteration 17Q: 3 clusters Score -232421.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -232432.437500 Penalty: 2522.981934 Iteration 18Q: 3 clusters Score -232432.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -232441.906250 Penalty: 2522.981934 Iteration 19Q: 3 clusters Score -232441.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -232453.171875 Penalty: 2522.981934 Iteration 20F: 3 clusters Score -232453.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -232463.234375 Penalty: 2522.981934 Iteration 21Q: 3 clusters Score -232463.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -232471.218750 Penalty: 2522.981934 Iteration 22Q: 3 clusters Score -232471.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -232479.796875 Penalty: 2522.981934 Iteration 23Q: 3 clusters Score -232479.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -232486.890625 Penalty: 2522.981934 Iteration 24Q: 3 clusters Score -232486.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -232490.109375 Penalty: 2522.981934 Iteration 25Q: 3 clusters Score -232490.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -232491.953125 Penalty: 2522.981934 Iteration 26Q: 3 clusters Score -232492 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -232492.515625 Penalty: 2522.981934 Iteration 27Q: 3 clusters Score -232492.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -232492.515625 Penalty: 2522.981934 Iteration 28F: 3 clusters Score -232492.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (2557 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Entering Unmasked Estep Score: -244264.234375 Penalty: 1275.070923 Iteration 0F: 2 clusters Score -244264.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -241801.187500 Penalty: 2550.141846 Iteration 0F: 3 clusters Score -241801.2 nChanged 976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -242455.468750 Penalty: 2550.141846 Iteration 1F: 3 clusters Score -242455.5 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -242596.328125 Penalty: 2550.141846 Iteration 2F: 3 clusters Score -242596.3 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -242666.625000 Penalty: 2550.141846 Iteration 3Q: 3 clusters Score -242666.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -242708.437500 Penalty: 2550.141846 Iteration 4Q: 3 clusters Score -242708.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -242749.187500 Penalty: 2550.141846 Iteration 5Q: 3 clusters Score -242749.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -242788.390625 Penalty: 2550.141846 Iteration 6Q: 3 clusters Score -242788.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -242826.765625 Penalty: 2550.141846 Iteration 7Q: 3 clusters Score -242826.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -242858.140625 Penalty: 2550.141846 Iteration 8Q: 3 clusters Score -242858.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -242892.250000 Penalty: 2550.141846 Iteration 9Q: 3 clusters Score -242892.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -242937.062500 Penalty: 2550.141846 Iteration 10Q: 3 clusters Score -242937.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -242982.828125 Penalty: 2550.141846 Iteration 11Q: 3 clusters Score -242982.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -243032.343750 Penalty: 2550.141846 Iteration 12Q: 3 clusters Score -243032.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -243087.671875 Penalty: 2550.141846 Iteration 13Q: 3 clusters Score -243087.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -243136.296875 Penalty: 2550.141846 Iteration 14Q: 3 clusters Score -243136.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -243181.406250 Penalty: 2550.141846 Iteration 15Q: 3 clusters Score -243181.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -243224.281250 Penalty: 2550.141846 Iteration 16Q: 3 clusters Score -243224.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -243264.468750 Penalty: 2550.141846 Iteration 17Q: 3 clusters Score -243264.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -243298.406250 Penalty: 2550.141846 Iteration 18Q: 3 clusters Score -243298.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -243324.031250 Penalty: 2550.141846 Iteration 19Q: 3 clusters Score -243324 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -243346.578125 Penalty: 2550.141846 Iteration 20F: 3 clusters Score -243346.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -243366.375000 Penalty: 2550.141846 Iteration 21Q: 3 clusters Score -243366.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -243386.984375 Penalty: 2550.141846 Iteration 22Q: 3 clusters Score -243387 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -243408.421875 Penalty: 2550.141846 Iteration 23Q: 3 clusters Score -243408.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -243420.500000 Penalty: 2550.141846 Iteration 24Q: 3 clusters Score -243420.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -243428.578125 Penalty: 2550.141846 Iteration 25Q: 3 clusters Score -243428.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -243431.859375 Penalty: 2550.141846 Iteration 26Q: 3 clusters Score -243431.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -243434.859375 Penalty: 2550.141846 Iteration 27Q: 3 clusters Score -243434.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -243436.296875 Penalty: 2550.141846 Iteration 28Q: 3 clusters Score -243436.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -243439.171875 Penalty: 2550.141846 Iteration 29Q: 3 clusters Score -243439.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -243442.531250 Penalty: 2550.141846 Iteration 30Q: 3 clusters Score -243442.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -243444.468750 Penalty: 2550.141846 Iteration 31Q: 3 clusters Score -243444.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -243445.234375 Penalty: 2550.141846 Iteration 32Q: 3 clusters Score -243445.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -243446.359375 Penalty: 2550.141846 Iteration 33Q: 3 clusters Score -243446.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -243447.140625 Penalty: 2550.141846 Iteration 34Q: 3 clusters Score -243447.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -243447.703125 Penalty: 2550.141846 Iteration 35Q: 3 clusters Score -243447.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -243447.703125 Penalty: 2550.141846 Iteration 36F: 3 clusters Score -243447.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (3540 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3540 members Entering Unmasked Estep Score: -311670.781250 Penalty: 1327.930786 Iteration 0F: 2 clusters Score -311670.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -308586.968750 Penalty: 2655.861572 Iteration 0F: 3 clusters Score -308587 nChanged 1376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -309310.218750 Penalty: 2655.861572 Iteration 1F: 3 clusters Score -309310.2 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -309453.062500 Penalty: 2655.861572 Iteration 2F: 3 clusters Score -309453.1 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -309557.062500 Penalty: 2655.861572 Iteration 3F: 3 clusters Score -309557.1 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -309633.562500 Penalty: 2655.861572 Iteration 4Q: 3 clusters Score -309633.6 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -309711.093750 Penalty: 2655.861572 Iteration 5Q: 3 clusters Score -309711.1 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -309783.562500 Penalty: 2655.861572 Iteration 6Q: 3 clusters Score -309783.6 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -309830.531250 Penalty: 2655.861572 Iteration 7Q: 3 clusters Score -309830.5 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -309862.968750 Penalty: 2655.861572 Iteration 8Q: 3 clusters Score -309863 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -309895.750000 Penalty: 2655.861572 Iteration 9Q: 3 clusters Score -309895.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -309923.750000 Penalty: 2655.861572 Iteration 10Q: 3 clusters Score -309923.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -309942.687500 Penalty: 2655.861572 Iteration 11Q: 3 clusters Score -309942.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -309960.375000 Penalty: 2655.861572 Iteration 12Q: 3 clusters Score -309960.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -309982.125000 Penalty: 2655.861572 Iteration 13Q: 3 clusters Score -309982.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -310002.343750 Penalty: 2655.861572 Iteration 14Q: 3 clusters Score -310002.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 2474 members Entering Unmasked Estep Score: -310014.218750 Penalty: 2655.861572 Iteration 15Q: 3 clusters Score -310014.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 2493 members Entering Unmasked Estep Score: -310031.187500 Penalty: 2655.861572 Iteration 16Q: 3 clusters Score -310031.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -310045.718750 Penalty: 2655.861572 Iteration 17Q: 3 clusters Score -310045.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 2541 members Entering Unmasked Estep Score: -310055.656250 Penalty: 2655.861572 Iteration 18Q: 3 clusters Score -310055.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 2572 members Entering Unmasked Estep Score: -310075.687500 Penalty: 2655.861572 Iteration 19Q: 3 clusters Score -310075.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 2599 members Entering Unmasked Estep Score: -310089.843750 Penalty: 2655.861572 Iteration 20F: 3 clusters Score -310089.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 2626 members Entering Unmasked Estep Score: -310104.531250 Penalty: 2655.861572 Iteration 21Q: 3 clusters Score -310104.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 2660 members Entering Unmasked Estep Score: -310123.125000 Penalty: 2655.861572 Iteration 22Q: 3 clusters Score -310123.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 2691 members Entering Unmasked Estep Score: -310146.562500 Penalty: 2655.861572 Iteration 23Q: 3 clusters Score -310146.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 2724 members Entering Unmasked Estep Score: -310174.687500 Penalty: 2655.861572 Iteration 24Q: 3 clusters Score -310174.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 2762 members Entering Unmasked Estep Score: -310201.093750 Penalty: 2655.861572 Iteration 25Q: 3 clusters Score -310201.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 2802 members Entering Unmasked Estep Score: -310228.593750 Penalty: 2655.861572 Iteration 26Q: 3 clusters Score -310228.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 2833 members Entering Unmasked Estep Score: -310255.593750 Penalty: 2655.861572 Iteration 27Q: 3 clusters Score -310255.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 2859 members Entering Unmasked Estep Score: -310276.875000 Penalty: 2655.861572 Iteration 28Q: 3 clusters Score -310276.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 2887 members Entering Unmasked Estep Score: -310297.250000 Penalty: 2655.861572 Iteration 29Q: 3 clusters Score -310297.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 2909 members Entering Unmasked Estep Score: -310318.687500 Penalty: 2655.861572 Iteration 30Q: 3 clusters Score -310318.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 2945 members Entering Unmasked Estep Score: -310343.750000 Penalty: 2655.861572 Iteration 31Q: 3 clusters Score -310343.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 2976 members Entering Unmasked Estep Score: -310371.843750 Penalty: 2655.861572 Iteration 32Q: 3 clusters Score -310371.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 2992 members Entering Unmasked Estep Score: -310384.593750 Penalty: 2655.861572 Iteration 33Q: 3 clusters Score -310384.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 3008 members Entering Unmasked Estep Score: -310398.281250 Penalty: 2655.861572 Iteration 34Q: 3 clusters Score -310398.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 3026 members Entering Unmasked Estep Score: -310410.500000 Penalty: 2655.861572 Iteration 35Q: 3 clusters Score -310410.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 3039 members Entering Unmasked Estep Score: -310420.250000 Penalty: 2655.861572 Iteration 36Q: 3 clusters Score -310420.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 3050 members Entering Unmasked Estep Score: -310436.281250 Penalty: 2655.861572 Iteration 37Q: 3 clusters Score -310436.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 3062 members Entering Unmasked Estep Score: -310444.156250 Penalty: 2655.861572 Iteration 38Q: 3 clusters Score -310444.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 3069 members Entering Unmasked Estep Score: -310447.593750 Penalty: 2655.861572 Iteration 39Q: 3 clusters Score -310447.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 3073 members Entering Unmasked Estep Score: -310450.937500 Penalty: 2655.861572 Iteration 40F: 3 clusters Score -310450.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 3077 members Entering Unmasked Estep Score: -310455.812500 Penalty: 2655.861572 Iteration 41Q: 3 clusters Score -310455.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 3082 members Entering Unmasked Estep Score: -310461.906250 Penalty: 2655.861572 Iteration 42Q: 3 clusters Score -310461.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 3085 members Entering Unmasked Estep Score: -310464.281250 Penalty: 2655.861572 Iteration 43Q: 3 clusters Score -310464.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 3087 members Entering Unmasked Estep Score: -310466.000000 Penalty: 2655.861572 Iteration 44Q: 3 clusters Score -310466 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 3088 members Entering Unmasked Estep Score: -310468.031250 Penalty: 2655.861572 Iteration 45Q: 3 clusters Score -310468 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 3089 members Entering Unmasked Estep Score: -310469.593750 Penalty: 2655.861572 Iteration 46Q: 3 clusters Score -310469.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 3091 members Entering Unmasked Estep Score: -310473.906250 Penalty: 2655.861572 Iteration 47Q: 3 clusters Score -310473.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 3090 members Entering Unmasked Estep Score: -310475.343750 Penalty: 2655.861572 Iteration 48Q: 3 clusters Score -310475.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 3087 members Entering Unmasked Estep Score: -310477.062500 Penalty: 2655.861572 Iteration 49Q: 3 clusters Score -310477.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 3087 members Entering Unmasked Estep Score: -310477.375000 Penalty: 2655.861572 Iteration 50Q: 3 clusters Score -310477.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 3089 members Entering Unmasked Estep Score: -310479.906250 Penalty: 2655.861572 Iteration 51Q: 3 clusters Score -310479.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 3092 members Entering Unmasked Estep Score: -310480.968750 Penalty: 2655.861572 Iteration 52Q: 3 clusters Score -310481 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 3093 members Entering Unmasked Estep Score: -310481.625000 Penalty: 2655.861572 Iteration 53Q: 3 clusters Score -310481.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 3094 members Entering Unmasked Estep Score: -310481.500000 Penalty: 2655.861572 Iteration 54Q: 3 clusters Score -310481.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 3095 members Entering Unmasked Estep Score: -310482.656250 Penalty: 2655.861572 Iteration 55Q: 3 clusters Score -310482.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 3096 members Entering Unmasked Estep Score: -310483.062500 Penalty: 2655.861572 Iteration 56Q: 3 clusters Score -310483.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 3097 members Entering Unmasked Estep Score: -310483.531250 Penalty: 2655.861572 Iteration 57Q: 3 clusters Score -310483.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 3097 members Entering Unmasked Estep Score: -310483.531250 Penalty: 2655.861572 Iteration 58F: 3 clusters Score -310483.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (91920 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91920 members Entering Unmasked Estep Score: -9176330.000000 Penalty: 1857.159424 Iteration 0F: 2 clusters Score -9176330 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46036 members Mstep: Class 2 contains 45884 members Entering Unmasked Estep Score: -9114645.000000 Penalty: 3714.318848 Iteration 0F: 3 clusters Score -9114645 nChanged 43971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45301 members Mstep: Class 2 contains 46619 members Entering Unmasked Estep Score: -9140092.000000 Penalty: 3714.318848 Iteration 1F: 3 clusters Score -9140092 nChanged 3038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44695 members Mstep: Class 2 contains 47225 members Entering Unmasked Estep Score: -9140775.000000 Penalty: 3714.318848 Iteration 2Q: 3 clusters Score -9140775 nChanged 3430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43845 members Mstep: Class 2 contains 48075 members Entering Unmasked Estep Score: -9141777.000000 Penalty: 3714.318848 Iteration 3Q: 3 clusters Score -9141777 nChanged 3881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42672 members Mstep: Class 2 contains 49248 members Entering Unmasked Estep Score: -9143090.000000 Penalty: 3714.318848 Iteration 4Q: 3 clusters Score -9143090 nChanged 4284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41172 members Mstep: Class 2 contains 50748 members Entering Unmasked Estep Score: -9144788.000000 Penalty: 3714.318848 Iteration 5Q: 3 clusters Score -9144788 nChanged 4697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39265 members Mstep: Class 2 contains 52655 members Entering Unmasked Estep Score: -9146770.000000 Penalty: 3714.318848 Iteration 6F: 3 clusters Score -9146770 nChanged 4971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37042 members Mstep: Class 2 contains 54878 members Entering Unmasked Estep Score: -9149096.000000 Penalty: 3714.318848 Iteration 7F: 3 clusters Score -9149096 nChanged 5020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34396 members Mstep: Class 2 contains 57524 members Entering Unmasked Estep Score: -9151523.000000 Penalty: 3714.318848 Iteration 8F: 3 clusters Score -9151523 nChanged 4872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31466 members Mstep: Class 2 contains 60454 members Entering Unmasked Estep Score: -9154033.000000 Penalty: 3714.318848 Iteration 9F: 3 clusters Score -9154033 nChanged 4506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28358 members Mstep: Class 2 contains 63562 members Entering Unmasked Estep Score: -9156725.000000 Penalty: 3714.318848 Iteration 10Q: 3 clusters Score -9156725 nChanged 4149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25157 members Mstep: Class 2 contains 66763 members Entering Unmasked Estep Score: -9159775.000000 Penalty: 3714.318848 Iteration 11Q: 3 clusters Score -9159775 nChanged 3699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22238 members Mstep: Class 2 contains 69682 members Entering Unmasked Estep Score: -9162958.000000 Penalty: 3714.318848 Iteration 12Q: 3 clusters Score -9162958 nChanged 3115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19971 members Mstep: Class 2 contains 71949 members Entering Unmasked Estep Score: -9165587.000000 Penalty: 3714.318848 Iteration 13Q: 3 clusters Score -9165587 nChanged 2590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18201 members Mstep: Class 2 contains 73719 members Entering Unmasked Estep Score: -9167304.000000 Penalty: 3714.318848 Iteration 14Q: 3 clusters Score -9167304 nChanged 1771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16770 members Mstep: Class 2 contains 75150 members Entering Unmasked Estep Score: -9168214.000000 Penalty: 3714.318848 Iteration 15Q: 3 clusters Score -9168214 nChanged 1387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15449 members Mstep: Class 2 contains 76471 members Entering Unmasked Estep Score: -9168926.000000 Penalty: 3714.318848 Iteration 16Q: 3 clusters Score -9168926 nChanged 1277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14190 members Mstep: Class 2 contains 77730 members Entering Unmasked Estep Score: -9169478.000000 Penalty: 3714.318848 Iteration 17Q: 3 clusters Score -9169478 nChanged 1147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13045 members Mstep: Class 2 contains 78875 members Entering Unmasked Estep Score: -9169901.000000 Penalty: 3714.318848 Iteration 18Q: 3 clusters Score -9169901 nChanged 1034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12015 members Mstep: Class 2 contains 79905 members Entering Unmasked Estep Score: -9170264.000000 Penalty: 3714.318848 Iteration 19Q: 3 clusters Score -9170264 nChanged 955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11060 members Mstep: Class 2 contains 80860 members Entering Unmasked Estep Score: -9170664.000000 Penalty: 3714.318848 Iteration 20F: 3 clusters Score -9170664 nChanged 860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10200 members Mstep: Class 2 contains 81720 members Entering Unmasked Estep Score: -9170962.000000 Penalty: 3714.318848 Iteration 21Q: 3 clusters Score -9170962 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9425 members Mstep: Class 2 contains 82495 members Entering Unmasked Estep Score: -9171227.000000 Penalty: 3714.318848 Iteration 22Q: 3 clusters Score -9171227 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8718 members Mstep: Class 2 contains 83202 members Entering Unmasked Estep Score: -9171475.000000 Penalty: 3714.318848 Iteration 23Q: 3 clusters Score -9171475 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8064 members Mstep: Class 2 contains 83856 members Entering Unmasked Estep Score: -9171712.000000 Penalty: 3714.318848 Iteration 24Q: 3 clusters Score -9171712 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7476 members Mstep: Class 2 contains 84444 members Entering Unmasked Estep Score: -9171954.000000 Penalty: 3714.318848 Iteration 25Q: 3 clusters Score -9171954 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6929 members Mstep: Class 2 contains 84991 members Entering Unmasked Estep Score: -9172167.000000 Penalty: 3714.318848 Iteration 26Q: 3 clusters Score -9172167 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6450 members Mstep: Class 2 contains 85470 members Entering Unmasked Estep Score: -9172311.000000 Penalty: 3714.318848 Iteration 27Q: 3 clusters Score -9172311 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6007 members Mstep: Class 2 contains 85913 members Entering Unmasked Estep Score: -9172502.000000 Penalty: 3714.318848 Iteration 28Q: 3 clusters Score -9172502 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5570 members Mstep: Class 2 contains 86350 members Entering Unmasked Estep Score: -9172635.000000 Penalty: 3714.318848 Iteration 29Q: 3 clusters Score -9172635 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5145 members Mstep: Class 2 contains 86775 members Entering Unmasked Estep Score: -9172789.000000 Penalty: 3714.318848 Iteration 30Q: 3 clusters Score -9172789 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4715 members Mstep: Class 2 contains 87205 members Entering Unmasked Estep Score: -9172958.000000 Penalty: 3714.318848 Iteration 31Q: 3 clusters Score -9172958 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4341 members Mstep: Class 2 contains 87579 members Entering Unmasked Estep Score: -9173135.000000 Penalty: 3714.318848 Iteration 32Q: 3 clusters Score -9173135 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3999 members Mstep: Class 2 contains 87921 members Entering Unmasked Estep Score: -9173274.000000 Penalty: 3714.318848 Iteration 33Q: 3 clusters Score -9173274 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3699 members Mstep: Class 2 contains 88221 members Entering Unmasked Estep Score: -9173407.000000 Penalty: 3714.318848 Iteration 34Q: 3 clusters Score -9173407 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3426 members Mstep: Class 2 contains 88494 members Entering Unmasked Estep Score: -9173463.000000 Penalty: 3714.318848 Iteration 35Q: 3 clusters Score -9173463 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3167 members Mstep: Class 2 contains 88753 members Entering Unmasked Estep Score: -9173606.000000 Penalty: 3714.318848 Iteration 36Q: 3 clusters Score -9173606 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2937 members Mstep: Class 2 contains 88983 members Entering Unmasked Estep Score: -9173676.000000 Penalty: 3714.318848 Iteration 37Q: 3 clusters Score -9173676 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2718 members Mstep: Class 2 contains 89202 members Entering Unmasked Estep Score: -9173772.000000 Penalty: 3714.318848 Iteration 38Q: 3 clusters Score -9173772 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Mstep: Class 2 contains 89412 members Entering Unmasked Estep Score: -9173851.000000 Penalty: 3714.318848 Iteration 39Q: 3 clusters Score -9173851 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 89612 members Entering Unmasked Estep Score: -9173934.000000 Penalty: 3714.318848 Iteration 40F: 3 clusters Score -9173934 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 89791 members Entering Unmasked Estep Score: -9173991.000000 Penalty: 3714.318848 Iteration 41Q: 3 clusters Score -9173991 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 89948 members Entering Unmasked Estep Score: -9174032.000000 Penalty: 3714.318848 Iteration 42Q: 3 clusters Score -9174032 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 90102 members Entering Unmasked Estep Score: -9174117.000000 Penalty: 3714.318848 Iteration 43Q: 3 clusters Score -9174117 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 90252 members Entering Unmasked Estep Score: -9174183.000000 Penalty: 3714.318848 Iteration 44Q: 3 clusters Score -9174183 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 90385 members Entering Unmasked Estep Score: -9174259.000000 Penalty: 3714.318848 Iteration 45Q: 3 clusters Score -9174259 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 90489 members Entering Unmasked Estep Score: -9174317.000000 Penalty: 3714.318848 Iteration 46Q: 3 clusters Score -9174317 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 90585 members Entering Unmasked Estep Score: -9174340.000000 Penalty: 3714.318848 Iteration 47Q: 3 clusters Score -9174340 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 90685 members Entering Unmasked Estep Score: -9174379.000000 Penalty: 3714.318848 Iteration 48Q: 3 clusters Score -9174379 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 90773 members Entering Unmasked Estep Score: -9174412.000000 Penalty: 3714.318848 Iteration 49Q: 3 clusters Score -9174412 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 90850 members Entering Unmasked Estep Score: -9174428.000000 Penalty: 3714.318848 Iteration 50Q: 3 clusters Score -9174428 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 90915 members Entering Unmasked Estep Score: -9174477.000000 Penalty: 3714.318848 Iteration 51Q: 3 clusters Score -9174477 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 90981 members Entering Unmasked Estep Score: -9174517.000000 Penalty: 3714.318848 Iteration 52Q: 3 clusters Score -9174517 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 91048 members Entering Unmasked Estep Score: -9174546.000000 Penalty: 3714.318848 Iteration 53Q: 3 clusters Score -9174546 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 91096 members Entering Unmasked Estep Score: -9174571.000000 Penalty: 3714.318848 Iteration 54Q: 3 clusters Score -9174571 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 91136 members Entering Unmasked Estep Score: -9174584.000000 Penalty: 3714.318848 Iteration 55Q: 3 clusters Score -9174584 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 91166 members Entering Unmasked Estep Score: -9174592.000000 Penalty: 3714.318848 Iteration 56Q: 3 clusters Score -9174592 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 91203 members Entering Unmasked Estep Score: -9174628.000000 Penalty: 3714.318848 Iteration 57Q: 3 clusters Score -9174628 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 91237 members Entering Unmasked Estep Score: -9174638.000000 Penalty: 3714.318848 Iteration 58Q: 3 clusters Score -9174638 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 91263 members Entering Unmasked Estep Score: -9174649.000000 Penalty: 3714.318848 Iteration 59Q: 3 clusters Score -9174649 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 91288 members Entering Unmasked Estep Score: -9174667.000000 Penalty: 3714.318848 Iteration 60F: 3 clusters Score -9174667 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 91310 members Entering Unmasked Estep Score: -9174677.000000 Penalty: 3714.318848 Iteration 61Q: 3 clusters Score -9174677 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 91331 members Entering Unmasked Estep Score: -9174687.000000 Penalty: 3714.318848 Iteration 62Q: 3 clusters Score -9174687 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 91351 members Entering Unmasked Estep Score: -9174695.000000 Penalty: 3714.318848 Iteration 63Q: 3 clusters Score -9174695 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 91370 members Entering Unmasked Estep Score: -9174692.000000 Penalty: 3714.318848 Iteration 64Q: 3 clusters Score -9174692 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 91386 members Entering Unmasked Estep Score: -9174709.000000 Penalty: 3714.318848 Iteration 65Q: 3 clusters Score -9174709 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 91397 members Entering Unmasked Estep Score: -9174710.000000 Penalty: 3714.318848 Iteration 66Q: 3 clusters Score -9174710 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 91409 members Entering Unmasked Estep Score: -9174721.000000 Penalty: 3714.318848 Iteration 67Q: 3 clusters Score -9174721 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 91413 members Entering Unmasked Estep Score: -9174725.000000 Penalty: 3714.318848 Iteration 68Q: 3 clusters Score -9174725 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 91423 members Entering Unmasked Estep Score: -9174730.000000 Penalty: 3714.318848 Iteration 69Q: 3 clusters Score -9174730 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 91428 members Entering Unmasked Estep Score: -9174733.000000 Penalty: 3714.318848 Iteration 70Q: 3 clusters Score -9174733 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 91433 members Entering Unmasked Estep Score: -9174743.000000 Penalty: 3714.318848 Iteration 71Q: 3 clusters Score -9174743 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 91438 members Entering Unmasked Estep Score: -9174739.000000 Penalty: 3714.318848 Iteration 72Q: 3 clusters Score -9174739 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 91441 members Entering Unmasked Estep Score: -9174742.000000 Penalty: 3714.318848 Iteration 73Q: 3 clusters Score -9174742 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 91443 members Entering Unmasked Estep Score: -9174748.000000 Penalty: 3714.318848 Iteration 74Q: 3 clusters Score -9174748 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 91447 members Entering Unmasked Estep Score: -9174749.000000 Penalty: 3714.318848 Iteration 75Q: 3 clusters Score -9174749 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 91456 members Entering Unmasked Estep Score: -9174752.000000 Penalty: 3714.318848 Iteration 76Q: 3 clusters Score -9174752 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 91466 members Entering Unmasked Estep Score: -9174766.000000 Penalty: 3714.318848 Iteration 77Q: 3 clusters Score -9174766 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 91474 members Entering Unmasked Estep Score: -9174772.000000 Penalty: 3714.318848 Iteration 78Q: 3 clusters Score -9174772 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 91478 members Entering Unmasked Estep Score: -9174766.000000 Penalty: 3714.318848 Iteration 79Q: 3 clusters Score -9174766 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 91479 members Entering Unmasked Estep Score: -9174761.000000 Penalty: 3714.318848 Iteration 80F: 3 clusters Score -9174761 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 91480 members Entering Unmasked Estep Score: -9174767.000000 Penalty: 3714.318848 Iteration 81Q: 3 clusters Score -9174767 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 91480 members Entering Unmasked Estep Score: -9174767.000000 Penalty: 3714.318848 Iteration 82F: 3 clusters Score -9174767 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1439 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Entering Unmasked Estep Score: -134446.921875 Penalty: 1181.651855 Iteration 0F: 2 clusters Score -134446.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -132720.250000 Penalty: 2363.303711 Iteration 0F: 3 clusters Score -132720.2 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -133090.484375 Penalty: 2363.303711 Iteration 1F: 3 clusters Score -133090.5 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -133202.437500 Penalty: 2363.303711 Iteration 2F: 3 clusters Score -133202.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -133279.921875 Penalty: 2363.303711 Iteration 3F: 3 clusters Score -133279.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -133359.015625 Penalty: 2363.303711 Iteration 4Q: 3 clusters Score -133359 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -133398.234375 Penalty: 2363.303711 Iteration 5Q: 3 clusters Score -133398.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -133425.421875 Penalty: 2363.303711 Iteration 6Q: 3 clusters Score -133425.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -133453.812500 Penalty: 2363.303711 Iteration 7Q: 3 clusters Score -133453.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -133483.125000 Penalty: 2363.303711 Iteration 8Q: 3 clusters Score -133483.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -133530.906250 Penalty: 2363.303711 Iteration 9Q: 3 clusters Score -133530.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -133597.015625 Penalty: 2363.303711 Iteration 10Q: 3 clusters Score -133597 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -133702.234375 Penalty: 2363.303711 Iteration 11Q: 3 clusters Score -133702.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -133843.437500 Penalty: 2363.303711 Iteration 12Q: 3 clusters Score -133843.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -133955.265625 Penalty: 2363.303711 Iteration 13Q: 3 clusters Score -133955.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -134025.093750 Penalty: 2363.303711 Iteration 14Q: 3 clusters Score -134025.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -134072.312500 Penalty: 2363.303711 Iteration 15Q: 3 clusters Score -134072.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -134106.453125 Penalty: 2363.303711 Iteration 16Q: 3 clusters Score -134106.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -134131.375000 Penalty: 2363.303711 Iteration 17Q: 3 clusters Score -134131.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -134157.984375 Penalty: 2363.303711 Iteration 18Q: 3 clusters Score -134158 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -134176.781250 Penalty: 2363.303711 Iteration 19Q: 3 clusters Score -134176.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -134193.906250 Penalty: 2363.303711 Iteration 20F: 3 clusters Score -134193.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -134214.562500 Penalty: 2363.303711 Iteration 21Q: 3 clusters Score -134214.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -134236.859375 Penalty: 2363.303711 Iteration 22Q: 3 clusters Score -134236.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -134260.984375 Penalty: 2363.303711 Iteration 23Q: 3 clusters Score -134261 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -134298.343750 Penalty: 2363.303711 Iteration 24Q: 3 clusters Score -134298.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -134325.703125 Penalty: 2363.303711 Iteration 25Q: 3 clusters Score -134325.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -134353.734375 Penalty: 2363.303711 Iteration 26Q: 3 clusters Score -134353.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -134369.765625 Penalty: 2363.303711 Iteration 27Q: 3 clusters Score -134369.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -134374.703125 Penalty: 2363.303711 Iteration 28Q: 3 clusters Score -134374.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -134375.796875 Penalty: 2363.303711 Iteration 29Q: 3 clusters Score -134375.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -134376.671875 Penalty: 2363.303711 Iteration 30Q: 3 clusters Score -134376.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -134376.671875 Penalty: 2363.303711 Iteration 31F: 3 clusters Score -134376.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (3079 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3079 members Entering Unmasked Estep Score: -263906.875000 Penalty: 1305.258545 Iteration 0F: 2 clusters Score -263906.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -261102.453125 Penalty: 2610.517090 Iteration 0F: 3 clusters Score -261102.5 nChanged 1164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -261792.515625 Penalty: 2610.517090 Iteration 1F: 3 clusters Score -261792.5 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -261982.953125 Penalty: 2610.517090 Iteration 2F: 3 clusters Score -261983 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -262172.562500 Penalty: 2610.517090 Iteration 3F: 3 clusters Score -262172.6 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -262290.937500 Penalty: 2610.517090 Iteration 4F: 3 clusters Score -262290.9 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -262366.125000 Penalty: 2610.517090 Iteration 5Q: 3 clusters Score -262366.1 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -262434.437500 Penalty: 2610.517090 Iteration 6Q: 3 clusters Score -262434.4 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -262504.343750 Penalty: 2610.517090 Iteration 7Q: 3 clusters Score -262504.3 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -262579.718750 Penalty: 2610.517090 Iteration 8Q: 3 clusters Score -262579.7 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -262657.218750 Penalty: 2610.517090 Iteration 9Q: 3 clusters Score -262657.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -262727.250000 Penalty: 2610.517090 Iteration 10Q: 3 clusters Score -262727.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -262786.062500 Penalty: 2610.517090 Iteration 11Q: 3 clusters Score -262786.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -262836.468750 Penalty: 2610.517090 Iteration 12Q: 3 clusters Score -262836.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -262876.312500 Penalty: 2610.517090 Iteration 13Q: 3 clusters Score -262876.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -262912.468750 Penalty: 2610.517090 Iteration 14Q: 3 clusters Score -262912.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -262937.781250 Penalty: 2610.517090 Iteration 15Q: 3 clusters Score -262937.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -262961.687500 Penalty: 2610.517090 Iteration 16Q: 3 clusters Score -262961.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -262994.343750 Penalty: 2610.517090 Iteration 17Q: 3 clusters Score -262994.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -263022.500000 Penalty: 2610.517090 Iteration 18Q: 3 clusters Score -263022.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -263047.312500 Penalty: 2610.517090 Iteration 19Q: 3 clusters Score -263047.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -263071.218750 Penalty: 2610.517090 Iteration 20F: 3 clusters Score -263071.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -263101.437500 Penalty: 2610.517090 Iteration 21Q: 3 clusters Score -263101.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -263131.093750 Penalty: 2610.517090 Iteration 22Q: 3 clusters Score -263131.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -263159.281250 Penalty: 2610.517090 Iteration 23Q: 3 clusters Score -263159.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -263179.343750 Penalty: 2610.517090 Iteration 24Q: 3 clusters Score -263179.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -263201.093750 Penalty: 2610.517090 Iteration 25Q: 3 clusters Score -263201.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -263221.750000 Penalty: 2610.517090 Iteration 26Q: 3 clusters Score -263221.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -263243.375000 Penalty: 2610.517090 Iteration 27Q: 3 clusters Score -263243.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -263267.312500 Penalty: 2610.517090 Iteration 28Q: 3 clusters Score -263267.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -263299.343750 Penalty: 2610.517090 Iteration 29Q: 3 clusters Score -263299.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -263325.468750 Penalty: 2610.517090 Iteration 30Q: 3 clusters Score -263325.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -263349.968750 Penalty: 2610.517090 Iteration 31Q: 3 clusters Score -263350 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2036 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -263378.093750 Penalty: 2610.517090 Iteration 32Q: 3 clusters Score -263378.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -263419.562500 Penalty: 2610.517090 Iteration 33Q: 3 clusters Score -263419.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -263468.125000 Penalty: 2610.517090 Iteration 34Q: 3 clusters Score -263468.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -263509.218750 Penalty: 2610.517090 Iteration 35Q: 3 clusters Score -263509.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -263547.000000 Penalty: 2610.517090 Iteration 36Q: 3 clusters Score -263547 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -263585.718750 Penalty: 2610.517090 Iteration 37Q: 3 clusters Score -263585.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -263614.218750 Penalty: 2610.517090 Iteration 38Q: 3 clusters Score -263614.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2406 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -263647.687500 Penalty: 2610.517090 Iteration 39Q: 3 clusters Score -263647.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2450 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -263684.406250 Penalty: 2610.517090 Iteration 40F: 3 clusters Score -263684.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2484 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -263712.812500 Penalty: 2610.517090 Iteration 41Q: 3 clusters Score -263712.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -263743.593750 Penalty: 2610.517090 Iteration 42Q: 3 clusters Score -263743.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -263778.781250 Penalty: 2610.517090 Iteration 43Q: 3 clusters Score -263778.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2572 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -263805.593750 Penalty: 2610.517090 Iteration 44Q: 3 clusters Score -263805.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -263825.656250 Penalty: 2610.517090 Iteration 45Q: 3 clusters Score -263825.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2603 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -263835.812500 Penalty: 2610.517090 Iteration 46Q: 3 clusters Score -263835.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2612 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -263843.000000 Penalty: 2610.517090 Iteration 47Q: 3 clusters Score -263843 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -263847.000000 Penalty: 2610.517090 Iteration 48Q: 3 clusters Score -263847 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2625 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -263851.468750 Penalty: 2610.517090 Iteration 49Q: 3 clusters Score -263851.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -263856.875000 Penalty: 2610.517090 Iteration 50Q: 3 clusters Score -263856.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2633 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -263858.843750 Penalty: 2610.517090 Iteration 51Q: 3 clusters Score -263858.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2636 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -263861.656250 Penalty: 2610.517090 Iteration 52Q: 3 clusters Score -263861.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2639 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -263864.687500 Penalty: 2610.517090 Iteration 53Q: 3 clusters Score -263864.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2645 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -263868.593750 Penalty: 2610.517090 Iteration 54Q: 3 clusters Score -263868.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2649 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -263870.656250 Penalty: 2610.517090 Iteration 55Q: 3 clusters Score -263870.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2649 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -263870.656250 Penalty: 2610.517090 Iteration 56F: 3 clusters Score -263870.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (140263 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140263 members Entering Unmasked Estep Score: -13976369.000000 Penalty: 1925.832153 Iteration 0F: 2 clusters Score -1.397637e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70207 members Mstep: Class 2 contains 70056 members Entering Unmasked Estep Score: -13882321.000000 Penalty: 3851.664307 Iteration 0F: 3 clusters Score -1.388232e+07 nChanged 67699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71898 members Mstep: Class 2 contains 68365 members Entering Unmasked Estep Score: -13922566.000000 Penalty: 3851.664307 Iteration 1F: 3 clusters Score -1.392257e+07 nChanged 4640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72384 members Mstep: Class 2 contains 67879 members Entering Unmasked Estep Score: -13923849.000000 Penalty: 3851.664307 Iteration 2Q: 3 clusters Score -1.392385e+07 nChanged 4896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73078 members Mstep: Class 2 contains 67185 members Entering Unmasked Estep Score: -13925451.000000 Penalty: 3851.664307 Iteration 3Q: 3 clusters Score -1.392545e+07 nChanged 5314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73950 members Mstep: Class 2 contains 66313 members Entering Unmasked Estep Score: -13927275.000000 Penalty: 3851.664307 Iteration 4Q: 3 clusters Score -1.392728e+07 nChanged 5846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75176 members Mstep: Class 2 contains 65087 members Entering Unmasked Estep Score: -13929468.000000 Penalty: 3851.664307 Iteration 5Q: 3 clusters Score -1.392947e+07 nChanged 6399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76889 members Mstep: Class 2 contains 63374 members Entering Unmasked Estep Score: -13932313.000000 Penalty: 3851.664307 Iteration 6Q: 3 clusters Score -1.393231e+07 nChanged 6478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79269 members Mstep: Class 2 contains 60994 members Entering Unmasked Estep Score: -13935365.000000 Penalty: 3851.664307 Iteration 7Q: 3 clusters Score -1.393536e+07 nChanged 6579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82398 members Mstep: Class 2 contains 57865 members Entering Unmasked Estep Score: -13938362.000000 Penalty: 3851.664307 Iteration 8Q: 3 clusters Score -1.393836e+07 nChanged 6226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86046 members Mstep: Class 2 contains 54217 members Entering Unmasked Estep Score: -13941489.000000 Penalty: 3851.664307 Iteration 9Q: 3 clusters Score -1.394149e+07 nChanged 6100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90230 members Mstep: Class 2 contains 50033 members Entering Unmasked Estep Score: -13944359.000000 Penalty: 3851.664307 Iteration 10Q: 3 clusters Score -1.394436e+07 nChanged 5883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94599 members Mstep: Class 2 contains 45664 members Entering Unmasked Estep Score: -13947380.000000 Penalty: 3851.664307 Iteration 11Q: 3 clusters Score -1.394738e+07 nChanged 5440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98737 members Mstep: Class 2 contains 41526 members Entering Unmasked Estep Score: -13949858.000000 Penalty: 3851.664307 Iteration 12Q: 3 clusters Score -1.394986e+07 nChanged 4907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102582 members Mstep: Class 2 contains 37681 members Entering Unmasked Estep Score: -13951994.000000 Penalty: 3851.664307 Iteration 13Q: 3 clusters Score -1.395199e+07 nChanged 4506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106278 members Mstep: Class 2 contains 33985 members Entering Unmasked Estep Score: -13954091.000000 Penalty: 3851.664307 Iteration 14Q: 3 clusters Score -1.395409e+07 nChanged 4132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109952 members Mstep: Class 2 contains 30311 members Entering Unmasked Estep Score: -13955958.000000 Penalty: 3851.664307 Iteration 15Q: 3 clusters Score -1.395596e+07 nChanged 3855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113585 members Mstep: Class 2 contains 26678 members Entering Unmasked Estep Score: -13957712.000000 Penalty: 3851.664307 Iteration 16Q: 3 clusters Score -1.395771e+07 nChanged 3805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117280 members Mstep: Class 2 contains 22983 members Entering Unmasked Estep Score: -13959725.000000 Penalty: 3851.664307 Iteration 17Q: 3 clusters Score -1.395972e+07 nChanged 3688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120940 members Mstep: Class 2 contains 19323 members Entering Unmasked Estep Score: -13961822.000000 Penalty: 3851.664307 Iteration 18Q: 3 clusters Score -1.396182e+07 nChanged 3545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124481 members Mstep: Class 2 contains 15782 members Entering Unmasked Estep Score: -13964112.000000 Penalty: 3851.664307 Iteration 19Q: 3 clusters Score -1.396411e+07 nChanged 3347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127822 members Mstep: Class 2 contains 12441 members Entering Unmasked Estep Score: -13966309.000000 Penalty: 3851.664307 Iteration 20F: 3 clusters Score -1.396631e+07 nChanged 3012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130830 members Mstep: Class 2 contains 9433 members Entering Unmasked Estep Score: -13968366.000000 Penalty: 3851.664307 Iteration 21Q: 3 clusters Score -1.396837e+07 nChanged 2520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133350 members Mstep: Class 2 contains 6913 members Entering Unmasked Estep Score: -13970246.000000 Penalty: 3851.664307 Iteration 22Q: 3 clusters Score -1.397025e+07 nChanged 1949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135297 members Mstep: Class 2 contains 4966 members Entering Unmasked Estep Score: -13971703.000000 Penalty: 3851.664307 Iteration 23Q: 3 clusters Score -1.39717e+07 nChanged 1418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136715 members Mstep: Class 2 contains 3548 members Entering Unmasked Estep Score: -13972733.000000 Penalty: 3851.664307 Iteration 24Q: 3 clusters Score -1.397273e+07 nChanged 1043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137750 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -13973549.000000 Penalty: 3851.664307 Iteration 25Q: 3 clusters Score -1.397355e+07 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138419 members Mstep: Class 2 contains 1844 members Entering Unmasked Estep Score: -13974113.000000 Penalty: 3851.664307 Iteration 26Q: 3 clusters Score -1.397411e+07 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138841 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -13974442.000000 Penalty: 3851.664307 Iteration 27Q: 3 clusters Score -1.397444e+07 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139072 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -13974610.000000 Penalty: 3851.664307 Iteration 28Q: 3 clusters Score -1.397461e+07 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139205 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -13974730.000000 Penalty: 3851.664307 Iteration 29Q: 3 clusters Score -1.397473e+07 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139301 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -13974782.000000 Penalty: 3851.664307 Iteration 30Q: 3 clusters Score -1.397478e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139368 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -13974821.000000 Penalty: 3851.664307 Iteration 31Q: 3 clusters Score -1.397482e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139397 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -13974832.000000 Penalty: 3851.664307 Iteration 32Q: 3 clusters Score -1.397483e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139429 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -13974854.000000 Penalty: 3851.664307 Iteration 33Q: 3 clusters Score -1.397485e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139457 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -13974883.000000 Penalty: 3851.664307 Iteration 34Q: 3 clusters Score -1.397488e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139483 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -13974877.000000 Penalty: 3851.664307 Iteration 35Q: 3 clusters Score -1.397488e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139506 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -13974887.000000 Penalty: 3851.664307 Iteration 36Q: 3 clusters Score -1.397489e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139522 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -13974893.000000 Penalty: 3851.664307 Iteration 37Q: 3 clusters Score -1.397489e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139531 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -13974889.000000 Penalty: 3851.664307 Iteration 38Q: 3 clusters Score -1.397489e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139535 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -13974905.000000 Penalty: 3851.664307 Iteration 39Q: 3 clusters Score -1.39749e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139539 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -13974905.000000 Penalty: 3851.664307 Iteration 40F: 3 clusters Score -1.39749e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139535 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -13974907.000000 Penalty: 3851.664307 Iteration 41Q: 3 clusters Score -1.397491e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139537 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -13974911.000000 Penalty: 3851.664307 Iteration 42Q: 3 clusters Score -1.397491e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139539 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -13974918.000000 Penalty: 3851.664307 Iteration 43Q: 3 clusters Score -1.397492e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139536 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -13974920.000000 Penalty: 3851.664307 Iteration 44Q: 3 clusters Score -1.397492e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139535 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -13974929.000000 Penalty: 3851.664307 Iteration 45Q: 3 clusters Score -1.397493e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139539 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -13974935.000000 Penalty: 3851.664307 Iteration 46Q: 3 clusters Score -1.397494e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139539 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -13974946.000000 Penalty: 3851.664307 Iteration 47Q: 3 clusters Score -1.397495e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139539 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -13974949.000000 Penalty: 3851.664307 Iteration 48Q: 3 clusters Score -1.397495e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139542 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -13974944.000000 Penalty: 3851.664307 Iteration 49Q: 3 clusters Score -1.397494e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139541 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -13974954.000000 Penalty: 3851.664307 Iteration 50Q: 3 clusters Score -1.397495e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139539 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -13974943.000000 Penalty: 3851.664307 Iteration 51Q: 3 clusters Score -1.397494e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139538 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -13974938.000000 Penalty: 3851.664307 Iteration 52Q: 3 clusters Score -1.397494e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139537 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -13974940.000000 Penalty: 3851.664307 Iteration 53Q: 3 clusters Score -1.397494e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139535 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -13974942.000000 Penalty: 3851.664307 Iteration 54Q: 3 clusters Score -1.397494e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139535 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -13974938.000000 Penalty: 3851.664307 Iteration 55Q: 3 clusters Score -1.397494e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139535 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -13974945.000000 Penalty: 3851.664307 Iteration 56Q: 3 clusters Score -1.397494e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139537 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -13974945.000000 Penalty: 3851.664307 Iteration 57Q: 3 clusters Score -1.397494e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139538 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -13974944.000000 Penalty: 3851.664307 Iteration 58Q: 3 clusters Score -1.397494e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139539 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -13974941.000000 Penalty: 3851.664307 Iteration 59Q: 3 clusters Score -1.397494e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139540 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -13974951.000000 Penalty: 3851.664307 Iteration 60F: 3 clusters Score -1.397495e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139539 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -13974950.000000 Penalty: 3851.664307 Iteration 61Q: 3 clusters Score -1.397495e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139539 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -13974950.000000 Penalty: 3851.664307 Iteration 62F: 3 clusters Score -1.397495e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (41009 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41009 members Entering Unmasked Estep Score: -3938850.000000 Penalty: 1726.001343 Iteration 0F: 2 clusters Score -3938850 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20699 members Mstep: Class 2 contains 20310 members Entering Unmasked Estep Score: -3911495.500000 Penalty: 3452.002686 Iteration 0F: 3 clusters Score -3911496 nChanged 19148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21937 members Mstep: Class 2 contains 19072 members Entering Unmasked Estep Score: -3922274.000000 Penalty: 3452.002686 Iteration 1F: 3 clusters Score -3922274 nChanged 1908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22679 members Mstep: Class 2 contains 18330 members Entering Unmasked Estep Score: -3923060.250000 Penalty: 3452.002686 Iteration 2Q: 3 clusters Score -3923060 nChanged 2060 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23753 members Mstep: Class 2 contains 17256 members Entering Unmasked Estep Score: -3924082.250000 Penalty: 3452.002686 Iteration 3F: 3 clusters Score -3924082 nChanged 2289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25184 members Mstep: Class 2 contains 15825 members Entering Unmasked Estep Score: -3925434.500000 Penalty: 3452.002686 Iteration 4F: 3 clusters Score -3925434 nChanged 2581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27053 members Mstep: Class 2 contains 13956 members Entering Unmasked Estep Score: -3927291.500000 Penalty: 3452.002686 Iteration 5F: 3 clusters Score -3927292 nChanged 2702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29191 members Mstep: Class 2 contains 11818 members Entering Unmasked Estep Score: -3929389.500000 Penalty: 3452.002686 Iteration 6F: 3 clusters Score -3929390 nChanged 2578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31309 members Mstep: Class 2 contains 9700 members Entering Unmasked Estep Score: -3931447.750000 Penalty: 3452.002686 Iteration 7F: 3 clusters Score -3931448 nChanged 2260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33275 members Mstep: Class 2 contains 7734 members Entering Unmasked Estep Score: -3933234.500000 Penalty: 3452.002686 Iteration 8F: 3 clusters Score -3933234 nChanged 1815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34902 members Mstep: Class 2 contains 6107 members Entering Unmasked Estep Score: -3934542.750000 Penalty: 3452.002686 Iteration 9Q: 3 clusters Score -3934543 nChanged 1408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36216 members Mstep: Class 2 contains 4793 members Entering Unmasked Estep Score: -3935494.250000 Penalty: 3452.002686 Iteration 10Q: 3 clusters Score -3935494 nChanged 1077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37235 members Mstep: Class 2 contains 3774 members Entering Unmasked Estep Score: -3936224.250000 Penalty: 3452.002686 Iteration 11Q: 3 clusters Score -3936224 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38030 members Mstep: Class 2 contains 2979 members Entering Unmasked Estep Score: -3936745.500000 Penalty: 3452.002686 Iteration 12Q: 3 clusters Score -3936746 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38558 members Mstep: Class 2 contains 2451 members Entering Unmasked Estep Score: -3937013.500000 Penalty: 3452.002686 Iteration 13Q: 3 clusters Score -3937014 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38912 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -3937173.750000 Penalty: 3452.002686 Iteration 14Q: 3 clusters Score -3937174 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39170 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -3937295.500000 Penalty: 3452.002686 Iteration 15Q: 3 clusters Score -3937296 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39368 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -3937378.750000 Penalty: 3452.002686 Iteration 16Q: 3 clusters Score -3937379 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39493 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -3937432.750000 Penalty: 3452.002686 Iteration 17Q: 3 clusters Score -3937433 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39586 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -3937458.500000 Penalty: 3452.002686 Iteration 18Q: 3 clusters Score -3937458 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39670 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -3937492.500000 Penalty: 3452.002686 Iteration 19Q: 3 clusters Score -3937492 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39741 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -3937521.500000 Penalty: 3452.002686 Iteration 20F: 3 clusters Score -3937522 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39804 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -3937546.750000 Penalty: 3452.002686 Iteration 21Q: 3 clusters Score -3937547 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39857 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -3937558.000000 Penalty: 3452.002686 Iteration 22Q: 3 clusters Score -3937558 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39891 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -3937567.250000 Penalty: 3452.002686 Iteration 23Q: 3 clusters Score -3937567 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39913 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -3937579.000000 Penalty: 3452.002686 Iteration 24Q: 3 clusters Score -3937579 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39934 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -3937578.250000 Penalty: 3452.002686 Iteration 25Q: 3 clusters Score -3937578 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39948 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -3937580.250000 Penalty: 3452.002686 Iteration 26Q: 3 clusters Score -3937580 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39962 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -3937581.250000 Penalty: 3452.002686 Iteration 27Q: 3 clusters Score -3937581 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39978 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -3937593.750000 Penalty: 3452.002686 Iteration 28Q: 3 clusters Score -3937594 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39986 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -3937598.500000 Penalty: 3452.002686 Iteration 29Q: 3 clusters Score -3937598 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40001 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -3937599.250000 Penalty: 3452.002686 Iteration 30Q: 3 clusters Score -3937599 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40012 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -3937604.750000 Penalty: 3452.002686 Iteration 31Q: 3 clusters Score -3937605 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40025 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -3937613.250000 Penalty: 3452.002686 Iteration 32Q: 3 clusters Score -3937613 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40032 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -3937613.250000 Penalty: 3452.002686 Iteration 33Q: 3 clusters Score -3937613 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40042 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -3937622.500000 Penalty: 3452.002686 Iteration 34Q: 3 clusters Score -3937622 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40051 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -3937621.500000 Penalty: 3452.002686 Iteration 35Q: 3 clusters Score -3937622 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40058 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -3937627.750000 Penalty: 3452.002686 Iteration 36Q: 3 clusters Score -3937628 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40069 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -3937634.000000 Penalty: 3452.002686 Iteration 37Q: 3 clusters Score -3937634 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40078 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -3937639.500000 Penalty: 3452.002686 Iteration 38Q: 3 clusters Score -3937640 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40087 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -3937644.750000 Penalty: 3452.002686 Iteration 39Q: 3 clusters Score -3937645 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40094 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -3937645.750000 Penalty: 3452.002686 Iteration 40F: 3 clusters Score -3937646 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40097 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -3937647.250000 Penalty: 3452.002686 Iteration 41Q: 3 clusters Score -3937647 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40101 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -3937654.750000 Penalty: 3452.002686 Iteration 42Q: 3 clusters Score -3937655 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40110 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -3937656.500000 Penalty: 3452.002686 Iteration 43Q: 3 clusters Score -3937656 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40120 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -3937655.500000 Penalty: 3452.002686 Iteration 44Q: 3 clusters Score -3937656 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40128 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -3937655.500000 Penalty: 3452.002686 Iteration 45Q: 3 clusters Score -3937656 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40136 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -3937657.000000 Penalty: 3452.002686 Iteration 46Q: 3 clusters Score -3937657 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40143 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -3937665.500000 Penalty: 3452.002686 Iteration 47Q: 3 clusters Score -3937666 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40150 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -3937670.250000 Penalty: 3452.002686 Iteration 48Q: 3 clusters Score -3937670 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40152 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -3937670.000000 Penalty: 3452.002686 Iteration 49Q: 3 clusters Score -3937670 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40153 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -3937670.500000 Penalty: 3452.002686 Iteration 50Q: 3 clusters Score -3937670 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40153 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -3937670.500000 Penalty: 3452.002686 Iteration 51F: 3 clusters Score -3937670 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (985 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Entering Unmasked Estep Score: -90585.335938 Penalty: 1120.054199 Iteration 0F: 2 clusters Score -90585.34 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -89134.046875 Penalty: 2240.108398 Iteration 0F: 3 clusters Score -89134.05 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -89373.835938 Penalty: 2240.108398 Iteration 1F: 3 clusters Score -89373.84 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -89452.140625 Penalty: 2240.108398 Iteration 2F: 3 clusters Score -89452.14 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -89503.851562 Penalty: 2240.108398 Iteration 3Q: 3 clusters Score -89503.85 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -89543.382812 Penalty: 2240.108398 Iteration 4Q: 3 clusters Score -89543.38 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -89569.210938 Penalty: 2240.108398 Iteration 5Q: 3 clusters Score -89569.21 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -89584.742188 Penalty: 2240.108398 Iteration 6Q: 3 clusters Score -89584.74 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -89591.890625 Penalty: 2240.108398 Iteration 7Q: 3 clusters Score -89591.89 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -89596.273438 Penalty: 2240.108398 Iteration 8Q: 3 clusters Score -89596.27 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -89602.445312 Penalty: 2240.108398 Iteration 9Q: 3 clusters Score -89602.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -89604.429688 Penalty: 2240.108398 Iteration 10Q: 3 clusters Score -89604.43 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -89609.265625 Penalty: 2240.108398 Iteration 11Q: 3 clusters Score -89609.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -89611.296875 Penalty: 2240.108398 Iteration 12Q: 3 clusters Score -89611.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -89614.859375 Penalty: 2240.108398 Iteration 13Q: 3 clusters Score -89614.86 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -89618.046875 Penalty: 2240.108398 Iteration 14Q: 3 clusters Score -89618.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -89618.562500 Penalty: 2240.108398 Iteration 15Q: 3 clusters Score -89618.56 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -89618.562500 Penalty: 2240.108398 Iteration 16F: 3 clusters Score -89618.56 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2492 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2492 members Entering Unmasked Estep Score: -230353.234375 Penalty: 1270.886597 Iteration 0F: 2 clusters Score -230353.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -227938.968750 Penalty: 2541.773193 Iteration 0F: 3 clusters Score -227939 nChanged 939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -228657.671875 Penalty: 2541.773193 Iteration 1F: 3 clusters Score -228657.7 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -228876.859375 Penalty: 2541.773193 Iteration 2F: 3 clusters Score -228876.9 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -229010.937500 Penalty: 2541.773193 Iteration 3F: 3 clusters Score -229010.9 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -229104.718750 Penalty: 2541.773193 Iteration 4F: 3 clusters Score -229104.7 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -229180.109375 Penalty: 2541.773193 Iteration 5Q: 3 clusters Score -229180.1 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -229238.140625 Penalty: 2541.773193 Iteration 6Q: 3 clusters Score -229238.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -229281.390625 Penalty: 2541.773193 Iteration 7Q: 3 clusters Score -229281.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -229317.140625 Penalty: 2541.773193 Iteration 8Q: 3 clusters Score -229317.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -229368.500000 Penalty: 2541.773193 Iteration 9Q: 3 clusters Score -229368.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -229412.062500 Penalty: 2541.773193 Iteration 10Q: 3 clusters Score -229412.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -229448.296875 Penalty: 2541.773193 Iteration 11Q: 3 clusters Score -229448.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -229476.718750 Penalty: 2541.773193 Iteration 12Q: 3 clusters Score -229476.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -229500.875000 Penalty: 2541.773193 Iteration 13Q: 3 clusters Score -229500.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -229528.812500 Penalty: 2541.773193 Iteration 14Q: 3 clusters Score -229528.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -229550.906250 Penalty: 2541.773193 Iteration 15Q: 3 clusters Score -229550.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -229569.953125 Penalty: 2541.773193 Iteration 16Q: 3 clusters Score -229570 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -229579.703125 Penalty: 2541.773193 Iteration 17Q: 3 clusters Score -229579.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -229585.421875 Penalty: 2541.773193 Iteration 18Q: 3 clusters Score -229585.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -229596.203125 Penalty: 2541.773193 Iteration 19Q: 3 clusters Score -229596.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -229604.515625 Penalty: 2541.773193 Iteration 20F: 3 clusters Score -229604.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -229613.765625 Penalty: 2541.773193 Iteration 21Q: 3 clusters Score -229613.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -229621.546875 Penalty: 2541.773193 Iteration 22Q: 3 clusters Score -229621.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -229630.515625 Penalty: 2541.773193 Iteration 23Q: 3 clusters Score -229630.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -229634.359375 Penalty: 2541.773193 Iteration 24Q: 3 clusters Score -229634.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -229640.031250 Penalty: 2541.773193 Iteration 25Q: 3 clusters Score -229640 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -229643.234375 Penalty: 2541.773193 Iteration 26Q: 3 clusters Score -229643.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -229644.343750 Penalty: 2541.773193 Iteration 27Q: 3 clusters Score -229644.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -229645.281250 Penalty: 2541.773193 Iteration 28Q: 3 clusters Score -229645.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -229646.859375 Penalty: 2541.773193 Iteration 29Q: 3 clusters Score -229646.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -229648.343750 Penalty: 2541.773193 Iteration 30Q: 3 clusters Score -229648.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -229648.343750 Penalty: 2541.773193 Iteration 31F: 3 clusters Score -229648.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (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: -29641.347656 Penalty: 977.228760 Iteration 0F: 2 clusters Score -29641.35 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 195 members Entering Unmasked Estep Score: -28742.556641 Penalty: 1954.457520 Iteration 0F: 3 clusters Score -28742.56 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -28980.015625 Penalty: 1954.457520 Iteration 1F: 3 clusters Score -28980.02 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -29153.960938 Penalty: 1954.457520 Iteration 2F: 3 clusters Score -29153.96 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -29289.042969 Penalty: 1954.457520 Iteration 3F: 3 clusters Score -29289.04 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -29370.287109 Penalty: 1954.457520 Iteration 4Q: 3 clusters Score -29370.29 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -29420.933594 Penalty: 1954.457520 Iteration 5Q: 3 clusters Score -29420.93 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -29441.978516 Penalty: 1954.457520 Iteration 6Q: 3 clusters Score -29441.98 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -29446.886719 Penalty: 1954.457520 Iteration 7Q: 3 clusters Score -29446.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -29447.609375 Penalty: 1954.457520 Iteration 8Q: 3 clusters Score -29447.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -29447.609375 Penalty: 1954.457520 Iteration 9F: 3 clusters Score -29447.61 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2221 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Entering Unmasked Estep Score: -192263.546875 Penalty: 1252.178345 Iteration 0F: 2 clusters Score -192263.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -190088.812500 Penalty: 2504.356689 Iteration 0F: 3 clusters Score -190088.8 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -190582.578125 Penalty: 2504.356689 Iteration 1F: 3 clusters Score -190582.6 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -190738.687500 Penalty: 2504.356689 Iteration 2F: 3 clusters Score -190738.7 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -190871.875000 Penalty: 2504.356689 Iteration 3F: 3 clusters Score -190871.9 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -191026.984375 Penalty: 2504.356689 Iteration 4F: 3 clusters Score -191027 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -191269.578125 Penalty: 2504.356689 Iteration 5F: 3 clusters Score -191269.6 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -191579.390625 Penalty: 2504.356689 Iteration 6F: 3 clusters Score -191579.4 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -191833.156250 Penalty: 2504.356689 Iteration 7F: 3 clusters Score -191833.2 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -191915.234375 Penalty: 2504.356689 Iteration 8Q: 3 clusters Score -191915.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -191941.843750 Penalty: 2504.356689 Iteration 9Q: 3 clusters Score -191941.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -191949.203125 Penalty: 2504.356689 Iteration 10Q: 3 clusters Score -191949.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -191953.625000 Penalty: 2504.356689 Iteration 11Q: 3 clusters Score -191953.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -191958.484375 Penalty: 2504.356689 Iteration 12Q: 3 clusters Score -191958.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -191964.171875 Penalty: 2504.356689 Iteration 13Q: 3 clusters Score -191964.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -191966.468750 Penalty: 2504.356689 Iteration 14Q: 3 clusters Score -191966.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -191966.468750 Penalty: 2504.356689 Iteration 15F: 3 clusters Score -191966.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (12541 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12541 members Entering Unmasked Estep Score: -1198836.500000 Penalty: 1533.473389 Iteration 0F: 2 clusters Score -1198836 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6260 members Mstep: Class 2 contains 6281 members Entering Unmasked Estep Score: -1190029.375000 Penalty: 3066.946777 Iteration 0F: 3 clusters Score -1190029 nChanged 5520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6152 members Mstep: Class 2 contains 6389 members Entering Unmasked Estep Score: -1193102.750000 Penalty: 3066.946777 Iteration 1F: 3 clusters Score -1193103 nChanged 733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6063 members Mstep: Class 2 contains 6478 members Entering Unmasked Estep Score: -1193438.125000 Penalty: 3066.946777 Iteration 2F: 3 clusters Score -1193438 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5965 members Mstep: Class 2 contains 6576 members Entering Unmasked Estep Score: -1193784.625000 Penalty: 3066.946777 Iteration 3F: 3 clusters Score -1193785 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5782 members Mstep: Class 2 contains 6759 members Entering Unmasked Estep Score: -1194179.500000 Penalty: 3066.946777 Iteration 4F: 3 clusters Score -1194180 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5539 members Mstep: Class 2 contains 7002 members Entering Unmasked Estep Score: -1194660.375000 Penalty: 3066.946777 Iteration 5F: 3 clusters Score -1194660 nChanged 743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5252 members Mstep: Class 2 contains 7289 members Entering Unmasked Estep Score: -1195201.625000 Penalty: 3066.946777 Iteration 6F: 3 clusters Score -1195202 nChanged 771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4905 members Mstep: Class 2 contains 7636 members Entering Unmasked Estep Score: -1195788.875000 Penalty: 3066.946777 Iteration 7F: 3 clusters Score -1195789 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4552 members Mstep: Class 2 contains 7989 members Entering Unmasked Estep Score: -1196249.500000 Penalty: 3066.946777 Iteration 8F: 3 clusters Score -1196250 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4237 members Mstep: Class 2 contains 8304 members Entering Unmasked Estep Score: -1196596.750000 Penalty: 3066.946777 Iteration 9Q: 3 clusters Score -1196597 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3918 members Mstep: Class 2 contains 8623 members Entering Unmasked Estep Score: -1196871.000000 Penalty: 3066.946777 Iteration 10Q: 3 clusters Score -1196871 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3611 members Mstep: Class 2 contains 8930 members Entering Unmasked Estep Score: -1197117.250000 Penalty: 3066.946777 Iteration 11Q: 3 clusters Score -1197117 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3330 members Mstep: Class 2 contains 9211 members Entering Unmasked Estep Score: -1197341.750000 Penalty: 3066.946777 Iteration 12Q: 3 clusters Score -1197342 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3098 members Mstep: Class 2 contains 9443 members Entering Unmasked Estep Score: -1197559.125000 Penalty: 3066.946777 Iteration 13Q: 3 clusters Score -1197559 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2857 members Mstep: Class 2 contains 9684 members Entering Unmasked Estep Score: -1197785.375000 Penalty: 3066.946777 Iteration 14Q: 3 clusters Score -1197785 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2678 members Mstep: Class 2 contains 9863 members Entering Unmasked Estep Score: -1197925.375000 Penalty: 3066.946777 Iteration 15Q: 3 clusters Score -1197925 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2518 members Mstep: Class 2 contains 10023 members Entering Unmasked Estep Score: -1198037.625000 Penalty: 3066.946777 Iteration 16Q: 3 clusters Score -1198038 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 10163 members Entering Unmasked Estep Score: -1198103.250000 Penalty: 3066.946777 Iteration 17Q: 3 clusters Score -1198103 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 10268 members Entering Unmasked Estep Score: -1198141.750000 Penalty: 3066.946777 Iteration 18Q: 3 clusters Score -1198142 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 10361 members Entering Unmasked Estep Score: -1198177.500000 Penalty: 3066.946777 Iteration 19Q: 3 clusters Score -1198178 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2117 members Mstep: Class 2 contains 10424 members Entering Unmasked Estep Score: -1198199.875000 Penalty: 3066.946777 Iteration 20F: 3 clusters Score -1198200 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 10468 members Entering Unmasked Estep Score: -1198214.125000 Penalty: 3066.946777 Iteration 21Q: 3 clusters Score -1198214 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 10511 members Entering Unmasked Estep Score: -1198221.500000 Penalty: 3066.946777 Iteration 22Q: 3 clusters Score -1198222 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 10538 members Entering Unmasked Estep Score: -1198230.250000 Penalty: 3066.946777 Iteration 23Q: 3 clusters Score -1198230 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 10558 members Entering Unmasked Estep Score: -1198232.625000 Penalty: 3066.946777 Iteration 24Q: 3 clusters Score -1198233 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 10569 members Entering Unmasked Estep Score: -1198235.375000 Penalty: 3066.946777 Iteration 25Q: 3 clusters Score -1198235 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 10578 members Entering Unmasked Estep Score: -1198235.875000 Penalty: 3066.946777 Iteration 26Q: 3 clusters Score -1198236 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 10594 members Entering Unmasked Estep Score: -1198241.000000 Penalty: 3066.946777 Iteration 27Q: 3 clusters Score -1198241 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 10612 members Entering Unmasked Estep Score: -1198241.750000 Penalty: 3066.946777 Iteration 28Q: 3 clusters Score -1198242 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 10628 members Entering Unmasked Estep Score: -1198245.125000 Penalty: 3066.946777 Iteration 29Q: 3 clusters Score -1198245 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 10641 members Entering Unmasked Estep Score: -1198245.125000 Penalty: 3066.946777 Iteration 30Q: 3 clusters Score -1198245 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 10654 members Entering Unmasked Estep Score: -1198247.500000 Penalty: 3066.946777 Iteration 31Q: 3 clusters Score -1198248 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 10659 members Entering Unmasked Estep Score: -1198245.375000 Penalty: 3066.946777 Iteration 32Q: 3 clusters Score -1198245 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 10663 members Entering Unmasked Estep Score: -1198247.375000 Penalty: 3066.946777 Iteration 33Q: 3 clusters Score -1198247 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 10667 members Entering Unmasked Estep Score: -1198249.500000 Penalty: 3066.946777 Iteration 34Q: 3 clusters Score -1198250 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 10669 members Entering Unmasked Estep Score: -1198249.250000 Penalty: 3066.946777 Iteration 35Q: 3 clusters Score -1198249 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 10670 members Entering Unmasked Estep Score: -1198249.750000 Penalty: 3066.946777 Iteration 36Q: 3 clusters Score -1198250 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 10671 members Entering Unmasked Estep Score: -1198250.000000 Penalty: 3066.946777 Iteration 37Q: 3 clusters Score -1198250 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 10671 members Entering Unmasked Estep Score: -1198250.000000 Penalty: 3066.946777 Iteration 38F: 3 clusters Score -1198250 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1457 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Entering Unmasked Estep Score: -138042.671875 Penalty: 1183.671875 Iteration 0F: 2 clusters Score -138042.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -136321.593750 Penalty: 2367.343750 Iteration 0F: 3 clusters Score -136321.6 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -136670.531250 Penalty: 2367.343750 Iteration 1F: 3 clusters Score -136670.5 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -136794.765625 Penalty: 2367.343750 Iteration 2F: 3 clusters Score -136794.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -136855.718750 Penalty: 2367.343750 Iteration 3F: 3 clusters Score -136855.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -136893.328125 Penalty: 2367.343750 Iteration 4Q: 3 clusters Score -136893.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -136924.218750 Penalty: 2367.343750 Iteration 5Q: 3 clusters Score -136924.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -136970.015625 Penalty: 2367.343750 Iteration 6Q: 3 clusters Score -136970 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -137024.828125 Penalty: 2367.343750 Iteration 7Q: 3 clusters Score -137024.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -137078.000000 Penalty: 2367.343750 Iteration 8Q: 3 clusters Score -137078 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -137105.656250 Penalty: 2367.343750 Iteration 9Q: 3 clusters Score -137105.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -137142.859375 Penalty: 2367.343750 Iteration 10Q: 3 clusters Score -137142.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -137179.828125 Penalty: 2367.343750 Iteration 11Q: 3 clusters Score -137179.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -137226.562500 Penalty: 2367.343750 Iteration 12Q: 3 clusters Score -137226.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -137285.171875 Penalty: 2367.343750 Iteration 13Q: 3 clusters Score -137285.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -137329.656250 Penalty: 2367.343750 Iteration 14Q: 3 clusters Score -137329.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -137352.328125 Penalty: 2367.343750 Iteration 15Q: 3 clusters Score -137352.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -137379.156250 Penalty: 2367.343750 Iteration 16Q: 3 clusters Score -137379.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -137396.093750 Penalty: 2367.343750 Iteration 17Q: 3 clusters Score -137396.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -137409.921875 Penalty: 2367.343750 Iteration 18Q: 3 clusters Score -137409.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -137416.828125 Penalty: 2367.343750 Iteration 19Q: 3 clusters Score -137416.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -137426.328125 Penalty: 2367.343750 Iteration 20F: 3 clusters Score -137426.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -137436.640625 Penalty: 2367.343750 Iteration 21Q: 3 clusters Score -137436.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -137445.093750 Penalty: 2367.343750 Iteration 22Q: 3 clusters Score -137445.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -137453.093750 Penalty: 2367.343750 Iteration 23Q: 3 clusters Score -137453.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -137462.593750 Penalty: 2367.343750 Iteration 24Q: 3 clusters Score -137462.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -137467.328125 Penalty: 2367.343750 Iteration 25Q: 3 clusters Score -137467.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -137469.750000 Penalty: 2367.343750 Iteration 26Q: 3 clusters Score -137469.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -137473.312500 Penalty: 2367.343750 Iteration 27Q: 3 clusters Score -137473.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -137473.593750 Penalty: 2367.343750 Iteration 28Q: 3 clusters Score -137473.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -137474.812500 Penalty: 2367.343750 Iteration 29Q: 3 clusters Score -137474.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -137476.515625 Penalty: 2367.343750 Iteration 30Q: 3 clusters Score -137476.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -137476.750000 Penalty: 2367.343750 Iteration 31Q: 3 clusters Score -137476.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -137477.281250 Penalty: 2367.343750 Iteration 32Q: 3 clusters Score -137477.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -137477.546875 Penalty: 2367.343750 Iteration 33Q: 3 clusters Score -137477.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -137477.546875 Penalty: 2367.343750 Iteration 34F: 3 clusters Score -137477.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (852 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Entering Unmasked Estep Score: -75618.078125 Penalty: 1096.482788 Iteration 0F: 2 clusters Score -75618.08 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -74317.335938 Penalty: 2192.965576 Iteration 0F: 3 clusters Score -74317.34 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -74647.562500 Penalty: 2192.965576 Iteration 1F: 3 clusters Score -74647.56 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -74814.125000 Penalty: 2192.965576 Iteration 2F: 3 clusters Score -74814.12 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -74977.265625 Penalty: 2192.965576 Iteration 3F: 3 clusters Score -74977.27 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -75054.453125 Penalty: 2192.965576 Iteration 4F: 3 clusters Score -75054.45 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -75131.078125 Penalty: 2192.965576 Iteration 5Q: 3 clusters Score -75131.08 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -75180.289062 Penalty: 2192.965576 Iteration 6Q: 3 clusters Score -75180.29 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -75216.765625 Penalty: 2192.965576 Iteration 7Q: 3 clusters Score -75216.77 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -75233.101562 Penalty: 2192.965576 Iteration 8Q: 3 clusters Score -75233.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -75248.765625 Penalty: 2192.965576 Iteration 9Q: 3 clusters Score -75248.77 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -75257.578125 Penalty: 2192.965576 Iteration 10Q: 3 clusters Score -75257.58 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -75265.515625 Penalty: 2192.965576 Iteration 11Q: 3 clusters Score -75265.52 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -75276.531250 Penalty: 2192.965576 Iteration 12Q: 3 clusters Score -75276.53 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -75282.570312 Penalty: 2192.965576 Iteration 13Q: 3 clusters Score -75282.57 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -75287.515625 Penalty: 2192.965576 Iteration 14Q: 3 clusters Score -75287.52 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -75292.625000 Penalty: 2192.965576 Iteration 15Q: 3 clusters Score -75292.62 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -75297.078125 Penalty: 2192.965576 Iteration 16Q: 3 clusters Score -75297.08 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -75301.390625 Penalty: 2192.965576 Iteration 17Q: 3 clusters Score -75301.39 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -75306.343750 Penalty: 2192.965576 Iteration 18Q: 3 clusters Score -75306.34 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -75310.054688 Penalty: 2192.965576 Iteration 19Q: 3 clusters Score -75310.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -75310.921875 Penalty: 2192.965576 Iteration 20F: 3 clusters Score -75310.92 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -75311.265625 Penalty: 2192.965576 Iteration 21Q: 3 clusters Score -75311.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -75311.265625 Penalty: 2192.965576 Iteration 22F: 3 clusters Score -75311.27 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (11526 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11526 members Entering Unmasked Estep Score: -1072863.750000 Penalty: 1519.758667 Iteration 0F: 2 clusters Score -1072864 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5677 members Mstep: Class 2 contains 5849 members Entering Unmasked Estep Score: -1064764.500000 Penalty: 3039.517334 Iteration 0F: 3 clusters Score -1064764 nChanged 5081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5308 members Mstep: Class 2 contains 6218 members Entering Unmasked Estep Score: -1067454.500000 Penalty: 3039.517334 Iteration 1F: 3 clusters Score -1067454 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5029 members Mstep: Class 2 contains 6497 members Entering Unmasked Estep Score: -1067725.000000 Penalty: 3039.517334 Iteration 2F: 3 clusters Score -1067725 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4680 members Mstep: Class 2 contains 6846 members Entering Unmasked Estep Score: -1067961.250000 Penalty: 3039.517334 Iteration 3Q: 3 clusters Score -1067961 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4266 members Mstep: Class 2 contains 7260 members Entering Unmasked Estep Score: -1068219.500000 Penalty: 3039.517334 Iteration 4Q: 3 clusters Score -1068220 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3790 members Mstep: Class 2 contains 7736 members Entering Unmasked Estep Score: -1068526.500000 Penalty: 3039.517334 Iteration 5Q: 3 clusters Score -1068526 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3237 members Mstep: Class 2 contains 8289 members Entering Unmasked Estep Score: -1068909.375000 Penalty: 3039.517334 Iteration 6F: 3 clusters Score -1068909 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2623 members Mstep: Class 2 contains 8903 members Entering Unmasked Estep Score: -1069376.375000 Penalty: 3039.517334 Iteration 7F: 3 clusters Score -1069376 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 9528 members Entering Unmasked Estep Score: -1069870.500000 Penalty: 3039.517334 Iteration 8F: 3 clusters Score -1069870 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 10084 members Entering Unmasked Estep Score: -1070355.625000 Penalty: 3039.517334 Iteration 9Q: 3 clusters Score -1070356 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 10556 members Entering Unmasked Estep Score: -1070781.750000 Penalty: 3039.517334 Iteration 10Q: 3 clusters Score -1070782 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 10871 members Entering Unmasked Estep Score: -1071077.500000 Penalty: 3039.517334 Iteration 11Q: 3 clusters Score -1071078 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 11057 members Entering Unmasked Estep Score: -1071249.875000 Penalty: 3039.517334 Iteration 12Q: 3 clusters Score -1071250 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 11159 members Entering Unmasked Estep Score: -1071347.000000 Penalty: 3039.517334 Iteration 13Q: 3 clusters Score -1071347 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 11219 members Entering Unmasked Estep Score: -1071412.000000 Penalty: 3039.517334 Iteration 14Q: 3 clusters Score -1071412 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 11253 members Entering Unmasked Estep Score: -1071456.625000 Penalty: 3039.517334 Iteration 15Q: 3 clusters Score -1071457 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 11269 members Entering Unmasked Estep Score: -1071480.000000 Penalty: 3039.517334 Iteration 16Q: 3 clusters Score -1071480 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 11284 members Entering Unmasked Estep Score: -1071504.625000 Penalty: 3039.517334 Iteration 17Q: 3 clusters Score -1071505 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 11295 members Entering Unmasked Estep Score: -1071517.750000 Penalty: 3039.517334 Iteration 18Q: 3 clusters Score -1071518 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 11300 members Entering Unmasked Estep Score: -1071525.000000 Penalty: 3039.517334 Iteration 19Q: 3 clusters Score -1071525 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 11303 members Entering Unmasked Estep Score: -1071528.750000 Penalty: 3039.517334 Iteration 20F: 3 clusters Score -1071529 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 11304 members Entering Unmasked Estep Score: -1071527.750000 Penalty: 3039.517334 Iteration 21Q: 3 clusters Score -1071528 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 11305 members Entering Unmasked Estep Score: -1071528.875000 Penalty: 3039.517334 Iteration 22Q: 3 clusters Score -1071529 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 11306 members Entering Unmasked Estep Score: -1071531.000000 Penalty: 3039.517334 Iteration 23Q: 3 clusters Score -1071531 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 11306 members Entering Unmasked Estep Score: -1071531.000000 Penalty: 3039.517334 Iteration 24F: 3 clusters Score -1071531 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (3208 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3208 members Entering Unmasked Estep Score: -316532.375000 Penalty: 1311.928101 Iteration 0F: 2 clusters Score -316532.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -313726.500000 Penalty: 2623.856201 Iteration 0F: 3 clusters Score -313726.5 nChanged 1213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -314401.843750 Penalty: 2623.856201 Iteration 1F: 3 clusters Score -314401.8 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -314554.750000 Penalty: 2623.856201 Iteration 2F: 3 clusters Score -314554.8 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -314652.000000 Penalty: 2623.856201 Iteration 3F: 3 clusters Score -314652 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -314717.312500 Penalty: 2623.856201 Iteration 4Q: 3 clusters Score -314717.3 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -314767.750000 Penalty: 2623.856201 Iteration 5Q: 3 clusters Score -314767.8 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -314810.437500 Penalty: 2623.856201 Iteration 6Q: 3 clusters Score -314810.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -314835.218750 Penalty: 2623.856201 Iteration 7Q: 3 clusters Score -314835.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -314851.750000 Penalty: 2623.856201 Iteration 8Q: 3 clusters Score -314851.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -314866.406250 Penalty: 2623.856201 Iteration 9Q: 3 clusters Score -314866.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -314886.281250 Penalty: 2623.856201 Iteration 10Q: 3 clusters Score -314886.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2065 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -314899.187500 Penalty: 2623.856201 Iteration 11Q: 3 clusters Score -314899.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -314912.125000 Penalty: 2623.856201 Iteration 12Q: 3 clusters Score -314912.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -314925.812500 Penalty: 2623.856201 Iteration 13Q: 3 clusters Score -314925.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -314940.156250 Penalty: 2623.856201 Iteration 14Q: 3 clusters Score -314940.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -314957.062500 Penalty: 2623.856201 Iteration 15Q: 3 clusters Score -314957.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -314971.468750 Penalty: 2623.856201 Iteration 16Q: 3 clusters Score -314971.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -314978.687500 Penalty: 2623.856201 Iteration 17Q: 3 clusters Score -314978.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -314985.843750 Penalty: 2623.856201 Iteration 18Q: 3 clusters Score -314985.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -314994.593750 Penalty: 2623.856201 Iteration 19Q: 3 clusters Score -314994.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -315002.625000 Penalty: 2623.856201 Iteration 20F: 3 clusters Score -315002.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -315010.875000 Penalty: 2623.856201 Iteration 21Q: 3 clusters Score -315010.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2287 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -315021.875000 Penalty: 2623.856201 Iteration 22Q: 3 clusters Score -315021.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -315033.406250 Penalty: 2623.856201 Iteration 23Q: 3 clusters Score -315033.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -315046.406250 Penalty: 2623.856201 Iteration 24Q: 3 clusters Score -315046.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -315058.875000 Penalty: 2623.856201 Iteration 25Q: 3 clusters Score -315058.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -315069.843750 Penalty: 2623.856201 Iteration 26Q: 3 clusters Score -315069.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -315077.562500 Penalty: 2623.856201 Iteration 27Q: 3 clusters Score -315077.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -315084.750000 Penalty: 2623.856201 Iteration 28Q: 3 clusters Score -315084.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2405 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -315090.562500 Penalty: 2623.856201 Iteration 29Q: 3 clusters Score -315090.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -315097.718750 Penalty: 2623.856201 Iteration 30Q: 3 clusters Score -315097.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2437 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -315108.406250 Penalty: 2623.856201 Iteration 31Q: 3 clusters Score -315108.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -315116.000000 Penalty: 2623.856201 Iteration 32Q: 3 clusters Score -315116 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2461 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -315120.968750 Penalty: 2623.856201 Iteration 33Q: 3 clusters Score -315121 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2479 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -315130.906250 Penalty: 2623.856201 Iteration 34Q: 3 clusters Score -315130.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2496 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -315142.750000 Penalty: 2623.856201 Iteration 35Q: 3 clusters Score -315142.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -315158.843750 Penalty: 2623.856201 Iteration 36Q: 3 clusters Score -315158.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -315182.093750 Penalty: 2623.856201 Iteration 37Q: 3 clusters Score -315182.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -315203.000000 Penalty: 2623.856201 Iteration 38Q: 3 clusters Score -315203 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2575 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -315217.812500 Penalty: 2623.856201 Iteration 39Q: 3 clusters Score -315217.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2585 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -315226.375000 Penalty: 2623.856201 Iteration 40F: 3 clusters Score -315226.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2594 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -315232.656250 Penalty: 2623.856201 Iteration 41Q: 3 clusters Score -315232.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2599 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -315237.562500 Penalty: 2623.856201 Iteration 42Q: 3 clusters Score -315237.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -315242.156250 Penalty: 2623.856201 Iteration 43Q: 3 clusters Score -315242.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2614 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -315246.656250 Penalty: 2623.856201 Iteration 44Q: 3 clusters Score -315246.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2622 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -315253.781250 Penalty: 2623.856201 Iteration 45Q: 3 clusters Score -315253.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -315266.687500 Penalty: 2623.856201 Iteration 46Q: 3 clusters Score -315266.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -315275.781250 Penalty: 2623.856201 Iteration 47Q: 3 clusters Score -315275.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2663 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -315284.531250 Penalty: 2623.856201 Iteration 48Q: 3 clusters Score -315284.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -315295.062500 Penalty: 2623.856201 Iteration 49Q: 3 clusters Score -315295.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2687 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -315306.468750 Penalty: 2623.856201 Iteration 50Q: 3 clusters Score -315306.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2704 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -315317.281250 Penalty: 2623.856201 Iteration 51Q: 3 clusters Score -315317.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2714 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -315323.531250 Penalty: 2623.856201 Iteration 52Q: 3 clusters Score -315323.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2726 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -315338.937500 Penalty: 2623.856201 Iteration 53Q: 3 clusters Score -315338.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2744 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -315354.187500 Penalty: 2623.856201 Iteration 54Q: 3 clusters Score -315354.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -315360.406250 Penalty: 2623.856201 Iteration 55Q: 3 clusters Score -315360.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2763 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -315365.531250 Penalty: 2623.856201 Iteration 56Q: 3 clusters Score -315365.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2770 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -315370.343750 Penalty: 2623.856201 Iteration 57Q: 3 clusters Score -315370.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2776 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -315374.625000 Penalty: 2623.856201 Iteration 58Q: 3 clusters Score -315374.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2783 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -315380.000000 Penalty: 2623.856201 Iteration 59Q: 3 clusters Score -315380 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2791 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -315387.187500 Penalty: 2623.856201 Iteration 60F: 3 clusters Score -315387.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2796 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -315390.531250 Penalty: 2623.856201 Iteration 61Q: 3 clusters Score -315390.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2802 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -315395.750000 Penalty: 2623.856201 Iteration 62Q: 3 clusters Score -315395.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -315399.718750 Penalty: 2623.856201 Iteration 63Q: 3 clusters Score -315399.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -315404.156250 Penalty: 2623.856201 Iteration 64Q: 3 clusters Score -315404.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2822 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -315411.656250 Penalty: 2623.856201 Iteration 65Q: 3 clusters Score -315411.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2827 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -315417.562500 Penalty: 2623.856201 Iteration 66Q: 3 clusters Score -315417.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2832 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -315421.875000 Penalty: 2623.856201 Iteration 67Q: 3 clusters Score -315421.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2837 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -315423.937500 Penalty: 2623.856201 Iteration 68Q: 3 clusters Score -315423.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2837 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -315425.531250 Penalty: 2623.856201 Iteration 69Q: 3 clusters Score -315425.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2837 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -315425.531250 Penalty: 2623.856201 Iteration 70F: 3 clusters Score -315425.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (536 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Entering Unmasked Estep Score: -45143.503906 Penalty: 1021.171814 Iteration 0F: 2 clusters Score -45143.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -44117.507812 Penalty: 2042.343628 Iteration 0F: 3 clusters Score -44117.51 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -44387.214844 Penalty: 2042.343628 Iteration 1F: 3 clusters Score -44387.21 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -44613.976562 Penalty: 2042.343628 Iteration 2F: 3 clusters Score -44613.98 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -44764.691406 Penalty: 2042.343628 Iteration 3F: 3 clusters Score -44764.69 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -44867.609375 Penalty: 2042.343628 Iteration 4F: 3 clusters Score -44867.61 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -44967.042969 Penalty: 2042.343628 Iteration 5Q: 3 clusters Score -44967.04 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -45084.902344 Penalty: 2042.343628 Iteration 6Q: 3 clusters Score -45084.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -45164.652344 Penalty: 2042.343628 Iteration 7Q: 3 clusters Score -45164.65 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -45215.496094 Penalty: 2042.343628 Iteration 8Q: 3 clusters Score -45215.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -45240.992188 Penalty: 2042.343628 Iteration 9Q: 3 clusters Score -45240.99 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -45254.960938 Penalty: 2042.343628 Iteration 10Q: 3 clusters Score -45254.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -45259.050781 Penalty: 2042.343628 Iteration 11Q: 3 clusters Score -45259.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -45259.957031 Penalty: 2042.343628 Iteration 12F: 3 clusters Score -45259.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -45276.292969 Penalty: 2042.343628 Iteration 13Q: 3 clusters Score -45276.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -45276.292969 Penalty: 2042.343628 Iteration 14F: 3 clusters Score -45276.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14315 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2557 members Mstep: Class 6 contains 3540 members Mstep: Class 7 contains 91920 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3079 members Mstep: Class 10 contains 140263 members Mstep: Class 11 contains 41009 members Mstep: Class 12 contains 985 members Mstep: Class 13 contains 2492 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 12541 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 11526 members Mstep: Class 20 contains 3208 members Mstep: Class 21 contains 122 members Mstep: Class 22 contains 1715 members Mstep: Class 23 contains 414 members Entering Unmasked Estep Score: -33086834.000000 Penalty: 47653.777344 Splitting cluster 21 changes total score from -33087776.000000 to -33086834.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 22 (1715 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Entering Unmasked Estep Score: -148678.171875 Penalty: 1210.164917 Iteration 0F: 2 clusters Score -148678.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -146825.703125 Penalty: 2420.329834 Iteration 0F: 3 clusters Score -146825.7 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -147330.312500 Penalty: 2420.329834 Iteration 1F: 3 clusters Score -147330.3 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -147684.343750 Penalty: 2420.329834 Iteration 2F: 3 clusters Score -147684.3 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -148068.718750 Penalty: 2420.329834 Iteration 3F: 3 clusters Score -148068.7 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -148422.203125 Penalty: 2420.329834 Iteration 4F: 3 clusters Score -148422.2 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -148702.109375 Penalty: 2420.329834 Iteration 5F: 3 clusters Score -148702.1 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -148909.093750 Penalty: 2420.329834 Iteration 6F: 3 clusters Score -148909.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -149062.953125 Penalty: 2420.329834 Iteration 7Q: 3 clusters Score -149063 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -149134.656250 Penalty: 2420.329834 Iteration 8Q: 3 clusters Score -149134.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -149163.781250 Penalty: 2420.329834 Iteration 9Q: 3 clusters Score -149163.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -149171.656250 Penalty: 2420.329834 Iteration 10Q: 3 clusters Score -149171.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -149177.546875 Penalty: 2420.329834 Iteration 11Q: 3 clusters Score -149177.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -149180.187500 Penalty: 2420.329834 Iteration 12Q: 3 clusters Score -149180.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -149181.562500 Penalty: 2420.329834 Iteration 13Q: 3 clusters Score -149181.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -149181.562500 Penalty: 2420.329834 Iteration 14F: 3 clusters Score -149181.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14315 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2557 members Mstep: Class 6 contains 3540 members Mstep: Class 7 contains 91920 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3079 members Mstep: Class 10 contains 140263 members Mstep: Class 11 contains 41009 members Mstep: Class 12 contains 985 members Mstep: Class 13 contains 2492 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 12541 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 11526 members Mstep: Class 20 contains 3208 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 673 members Mstep: Class 23 contains 1042 members Entering Unmasked Estep Score: -33087434.000000 Penalty: 47653.777344 Splitting cluster 22 changes total score from -33087776.000000 to -33087434.000000 So it's not getting split. Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14315 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2557 members Mstep: Class 6 contains 3540 members Mstep: Class 7 contains 91920 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3079 members Mstep: Class 10 contains 140263 members Mstep: Class 11 contains 41009 members Mstep: Class 12 contains 985 members Mstep: Class 13 contains 2492 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 12541 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 11526 members Mstep: Class 20 contains 3208 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1715 members Entering Unmasked Estep ConsiderDeletion Score: -33087750.000000 Penalty: 45581.875000 Iteration 199Q: 23 clusters Score -3.308775e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14315 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2557 members Mstep: Class 6 contains 3546 members Mstep: Class 7 contains 91920 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3080 members Mstep: Class 10 contains 140256 members Mstep: Class 11 contains 41008 members Mstep: Class 12 contains 985 members Mstep: Class 13 contains 2492 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 12541 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 11527 members Mstep: Class 20 contains 3208 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1715 members Entering Unmasked Estep ConsiderDeletion Score: -33087778.000000 Penalty: 45581.875000 Iteration 200F: 23 clusters Score -3.308778e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14315 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2557 members Mstep: Class 6 contains 3550 members Mstep: Class 7 contains 91920 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3080 members Mstep: Class 10 contains 140248 members Mstep: Class 11 contains 41008 members Mstep: Class 12 contains 985 members Mstep: Class 13 contains 2492 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 12541 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 11531 members Mstep: Class 20 contains 3208 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1715 members Entering Unmasked Estep ConsiderDeletion Score: -33087774.000000 Penalty: 45581.875000 Iteration 201Q: 23 clusters Score -3.308777e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14315 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2557 members Mstep: Class 6 contains 3553 members Mstep: Class 7 contains 91920 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3080 members Mstep: Class 10 contains 140238 members Mstep: Class 11 contains 41011 members Mstep: Class 12 contains 985 members Mstep: Class 13 contains 2492 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 12541 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 11535 members Mstep: Class 20 contains 3208 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1715 members Entering Unmasked Estep ConsiderDeletion Score: -33087768.000000 Penalty: 45581.875000 Iteration 202Q: 23 clusters Score -3.308777e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14315 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2557 members Mstep: Class 6 contains 3558 members Mstep: Class 7 contains 91920 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3080 members Mstep: Class 10 contains 140225 members Mstep: Class 11 contains 41018 members Mstep: Class 12 contains 985 members Mstep: Class 13 contains 2492 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 12540 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 11537 members Mstep: Class 20 contains 3208 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1715 members Entering Unmasked Estep ConsiderDeletion Score: -33087798.000000 Penalty: 45581.875000 Iteration 203Q: 23 clusters Score -3.30878e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14315 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2557 members Mstep: Class 6 contains 3564 members Mstep: Class 7 contains 91919 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3080 members Mstep: Class 10 contains 140214 members Mstep: Class 11 contains 41025 members Mstep: Class 12 contains 985 members Mstep: Class 13 contains 2492 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 12540 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 11536 members Mstep: Class 20 contains 3208 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1715 members Entering Unmasked Estep ConsiderDeletion Score: -33087784.000000 Penalty: 45581.875000 Iteration 204Q: 23 clusters Score -3.308778e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14315 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2557 members Mstep: Class 6 contains 3567 members Mstep: Class 7 contains 91919 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3080 members Mstep: Class 10 contains 140208 members Mstep: Class 11 contains 41025 members Mstep: Class 12 contains 985 members Mstep: Class 13 contains 2492 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 12538 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 11541 members Mstep: Class 20 contains 3208 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1715 members Entering Unmasked Estep ConsiderDeletion Score: -33087790.000000 Penalty: 45581.875000 Iteration 205Q: 23 clusters Score -3.308779e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14315 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2557 members Mstep: Class 6 contains 3570 members Mstep: Class 7 contains 91918 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3080 members Mstep: Class 10 contains 140195 members Mstep: Class 11 contains 41033 members Mstep: Class 12 contains 985 members Mstep: Class 13 contains 2492 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 12538 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 11544 members Mstep: Class 20 contains 3208 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1715 members Entering Unmasked Estep ConsiderDeletion Score: -33087808.000000 Penalty: 45581.875000 Iteration 206Q: 23 clusters Score -3.308781e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14315 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2556 members Mstep: Class 6 contains 3571 members Mstep: Class 7 contains 91918 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3080 members Mstep: Class 10 contains 140182 members Mstep: Class 11 contains 41043 members Mstep: Class 12 contains 985 members Mstep: Class 13 contains 2492 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 12538 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 11546 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1715 members Entering Unmasked Estep ConsiderDeletion Score: -33087792.000000 Penalty: 45581.875000 Iteration 207Q: 23 clusters Score -3.308779e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14315 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2555 members Mstep: Class 6 contains 3571 members Mstep: Class 7 contains 91918 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3081 members Mstep: Class 10 contains 140171 members Mstep: Class 11 contains 41047 members Mstep: Class 12 contains 985 members Mstep: Class 13 contains 2492 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 12538 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 11553 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1715 members Entering Unmasked Estep ConsiderDeletion Score: -33087788.000000 Penalty: 45581.875000 Iteration 208Q: 23 clusters Score -3.308779e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14315 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2554 members Mstep: Class 6 contains 3572 members Mstep: Class 7 contains 91918 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3082 members Mstep: Class 10 contains 140162 members Mstep: Class 11 contains 41049 members Mstep: Class 12 contains 985 members Mstep: Class 13 contains 2492 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 12538 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 11558 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087790.000000 Penalty: 45581.875000 Iteration 209Q: 23 clusters Score -3.308779e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14314 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2555 members Mstep: Class 6 contains 3572 members Mstep: Class 7 contains 91918 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3083 members Mstep: Class 10 contains 140156 members Mstep: Class 11 contains 41050 members Mstep: Class 12 contains 985 members Mstep: Class 13 contains 2492 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 12538 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 11562 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087786.000000 Penalty: 45581.875000 Iteration 210Q: 23 clusters Score -3.308779e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14314 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2555 members Mstep: Class 6 contains 3572 members Mstep: Class 7 contains 91918 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3084 members Mstep: Class 10 contains 140153 members Mstep: Class 11 contains 41048 members Mstep: Class 12 contains 985 members Mstep: Class 13 contains 2492 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 12538 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 11566 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087794.000000 Penalty: 45581.875000 Iteration 211Q: 23 clusters Score -3.308779e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14314 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2555 members Mstep: Class 6 contains 3572 members Mstep: Class 7 contains 91918 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3084 members Mstep: Class 10 contains 140152 members Mstep: Class 11 contains 41048 members Mstep: Class 12 contains 985 members Mstep: Class 13 contains 2492 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 12538 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 11567 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087798.000000 Penalty: 45581.875000 Iteration 212Q: 23 clusters Score -3.30878e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14314 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2555 members Mstep: Class 6 contains 3572 members Mstep: Class 7 contains 91918 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3084 members Mstep: Class 10 contains 140149 members Mstep: Class 11 contains 41049 members Mstep: Class 12 contains 985 members Mstep: Class 13 contains 2492 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 12538 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 11569 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087800.000000 Penalty: 45581.875000 Iteration 213Q: 23 clusters Score -3.30878e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14314 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2555 members Mstep: Class 6 contains 3572 members Mstep: Class 7 contains 91918 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3084 members Mstep: Class 10 contains 140147 members Mstep: Class 11 contains 41047 members Mstep: Class 12 contains 985 members Mstep: Class 13 contains 2492 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 12538 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 11573 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087794.000000 Penalty: 45581.875000 Iteration 214Q: 23 clusters Score -3.308779e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14314 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2555 members Mstep: Class 6 contains 3573 members Mstep: Class 7 contains 91918 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3084 members Mstep: Class 10 contains 140144 members Mstep: Class 11 contains 41046 members Mstep: Class 12 contains 985 members Mstep: Class 13 contains 2492 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 12538 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 11576 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087802.000000 Penalty: 45581.875000 Iteration 215Q: 23 clusters Score -3.30878e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14314 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2555 members Mstep: Class 6 contains 3573 members Mstep: Class 7 contains 91918 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3084 members Mstep: Class 10 contains 140139 members Mstep: Class 11 contains 41048 members Mstep: Class 12 contains 985 members Mstep: Class 13 contains 2492 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 12538 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 11579 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087802.000000 Penalty: 45581.875000 Iteration 216Q: 23 clusters Score -3.30878e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14314 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2555 members Mstep: Class 6 contains 3573 members Mstep: Class 7 contains 91918 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3084 members Mstep: Class 10 contains 140135 members Mstep: Class 11 contains 41052 members Mstep: Class 12 contains 985 members Mstep: Class 13 contains 2492 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 12538 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 11579 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087806.000000 Penalty: 45581.875000 Iteration 217Q: 23 clusters Score -3.308781e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14314 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2555 members Mstep: Class 6 contains 3573 members Mstep: Class 7 contains 91918 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3084 members Mstep: Class 10 contains 140133 members Mstep: Class 11 contains 41054 members Mstep: Class 12 contains 985 members Mstep: Class 13 contains 2492 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 12538 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 11579 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087804.000000 Penalty: 45581.875000 Iteration 218Q: 23 clusters Score -3.30878e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14314 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2555 members Mstep: Class 6 contains 3573 members Mstep: Class 7 contains 91918 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3084 members Mstep: Class 10 contains 140133 members Mstep: Class 11 contains 41053 members Mstep: Class 12 contains 985 members Mstep: Class 13 contains 2492 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 12538 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 11580 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087796.000000 Penalty: 45581.875000 Iteration 219Q: 23 clusters Score -3.30878e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14314 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2555 members Mstep: Class 6 contains 3573 members Mstep: Class 7 contains 91918 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3084 members Mstep: Class 10 contains 140133 members Mstep: Class 11 contains 41052 members Mstep: Class 12 contains 985 members Mstep: Class 13 contains 2492 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 12538 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 11581 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087792.000000 Penalty: 45581.875000 Iteration 220F: 23 clusters Score -3.308779e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14314 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2555 members Mstep: Class 6 contains 3573 members Mstep: Class 7 contains 91918 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3084 members Mstep: Class 10 contains 140133 members Mstep: Class 11 contains 41051 members Mstep: Class 12 contains 985 members Mstep: Class 13 contains 2492 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 12538 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 11582 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087794.000000 Penalty: 45581.875000 Iteration 221Q: 23 clusters Score -3.308779e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14314 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2555 members Mstep: Class 6 contains 3573 members Mstep: Class 7 contains 91918 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3084 members Mstep: Class 10 contains 140133 members Mstep: Class 11 contains 41050 members Mstep: Class 12 contains 985 members Mstep: Class 13 contains 2492 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 12538 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 11583 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087802.000000 Penalty: 45581.875000 Iteration 222Q: 23 clusters Score -3.30878e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14314 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2555 members Mstep: Class 6 contains 3573 members Mstep: Class 7 contains 91918 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3084 members Mstep: Class 10 contains 140133 members Mstep: Class 11 contains 41049 members Mstep: Class 12 contains 985 members Mstep: Class 13 contains 2492 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 12538 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 11584 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087798.000000 Penalty: 45581.875000 Iteration 223Q: 23 clusters Score -3.30878e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14314 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2555 members Mstep: Class 6 contains 3573 members Mstep: Class 7 contains 91918 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3084 members Mstep: Class 10 contains 140132 members Mstep: Class 11 contains 41050 members Mstep: Class 12 contains 985 members Mstep: Class 13 contains 2492 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 12538 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 11584 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087800.000000 Penalty: 45581.875000 Iteration 224Q: 23 clusters Score -3.30878e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14314 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2555 members Mstep: Class 6 contains 3573 members Mstep: Class 7 contains 91918 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3084 members Mstep: Class 10 contains 140131 members Mstep: Class 11 contains 41051 members Mstep: Class 12 contains 985 members Mstep: Class 13 contains 2492 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 12538 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 11584 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087796.000000 Penalty: 45581.875000 Iteration 225Q: 23 clusters Score -3.30878e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14314 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2555 members Mstep: Class 6 contains 3573 members Mstep: Class 7 contains 91918 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3084 members Mstep: Class 10 contains 140131 members Mstep: Class 11 contains 41051 members Mstep: Class 12 contains 985 members Mstep: Class 13 contains 2492 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 12538 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 11584 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Entering Unmasked Estep ConsiderDeletion Score: -33087796.000000 Penalty: 45581.875000 Iteration 226F: 23 clusters Score -3.30878e+07 nChanged 0 Entering ConstructFrom: Score: -33087796.000000 Penalty: 45581.875000 Entering ConstructFrom: Trying to split cluster 1 (14314 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14314 members Entering Unmasked Estep Score: -1335560.625000 Penalty: 1554.961426 Iteration 0F: 2 clusters Score -1335561 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7225 members Mstep: Class 2 contains 7089 members Entering Unmasked Estep Score: -1325673.500000 Penalty: 3109.922852 Iteration 0F: 3 clusters Score -1325674 nChanged 6321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 6970 members Entering Unmasked Estep Score: -1329197.125000 Penalty: 3109.922852 Iteration 1F: 3 clusters Score -1329197 nChanged 877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7417 members Mstep: Class 2 contains 6897 members Entering Unmasked Estep Score: -1329577.750000 Penalty: 3109.922852 Iteration 2F: 3 clusters Score -1329578 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7525 members Mstep: Class 2 contains 6789 members Entering Unmasked Estep Score: -1329984.250000 Penalty: 3109.922852 Iteration 3F: 3 clusters Score -1329984 nChanged 769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7700 members Mstep: Class 2 contains 6614 members Entering Unmasked Estep Score: -1330455.375000 Penalty: 3109.922852 Iteration 4F: 3 clusters Score -1330455 nChanged 825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7889 members Mstep: Class 2 contains 6425 members Entering Unmasked Estep Score: -1331052.250000 Penalty: 3109.922852 Iteration 5F: 3 clusters Score -1331052 nChanged 832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8099 members Mstep: Class 2 contains 6215 members Entering Unmasked Estep Score: -1331734.125000 Penalty: 3109.922852 Iteration 6F: 3 clusters Score -1331734 nChanged 807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8334 members Mstep: Class 2 contains 5980 members Entering Unmasked Estep Score: -1332374.375000 Penalty: 3109.922852 Iteration 7F: 3 clusters Score -1332374 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8548 members Mstep: Class 2 contains 5766 members Entering Unmasked Estep Score: -1332817.125000 Penalty: 3109.922852 Iteration 8Q: 3 clusters Score -1332817 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8757 members Mstep: Class 2 contains 5557 members Entering Unmasked Estep Score: -1333066.625000 Penalty: 3109.922852 Iteration 9Q: 3 clusters Score -1333067 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8956 members Mstep: Class 2 contains 5358 members Entering Unmasked Estep Score: -1333233.875000 Penalty: 3109.922852 Iteration 10Q: 3 clusters Score -1333234 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9143 members Mstep: Class 2 contains 5171 members Entering Unmasked Estep Score: -1333341.750000 Penalty: 3109.922852 Iteration 11Q: 3 clusters Score -1333342 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9331 members Mstep: Class 2 contains 4983 members Entering Unmasked Estep Score: -1333447.000000 Penalty: 3109.922852 Iteration 12Q: 3 clusters Score -1333447 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9517 members Mstep: Class 2 contains 4797 members Entering Unmasked Estep Score: -1333532.875000 Penalty: 3109.922852 Iteration 13Q: 3 clusters Score -1333533 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9687 members Mstep: Class 2 contains 4627 members Entering Unmasked Estep Score: -1333610.625000 Penalty: 3109.922852 Iteration 14Q: 3 clusters Score -1333611 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9846 members Mstep: Class 2 contains 4468 members Entering Unmasked Estep Score: -1333665.625000 Penalty: 3109.922852 Iteration 15Q: 3 clusters Score -1333666 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9997 members Mstep: Class 2 contains 4317 members Entering Unmasked Estep Score: -1333714.125000 Penalty: 3109.922852 Iteration 16Q: 3 clusters Score -1333714 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10114 members Mstep: Class 2 contains 4200 members Entering Unmasked Estep Score: -1333750.375000 Penalty: 3109.922852 Iteration 17Q: 3 clusters Score -1333750 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10218 members Mstep: Class 2 contains 4096 members Entering Unmasked Estep Score: -1333777.125000 Penalty: 3109.922852 Iteration 18Q: 3 clusters Score -1333777 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10302 members Mstep: Class 2 contains 4012 members Entering Unmasked Estep Score: -1333798.625000 Penalty: 3109.922852 Iteration 19Q: 3 clusters Score -1333799 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10376 members Mstep: Class 2 contains 3938 members Entering Unmasked Estep Score: -1333821.000000 Penalty: 3109.922852 Iteration 20F: 3 clusters Score -1333821 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10443 members Mstep: Class 2 contains 3871 members Entering Unmasked Estep Score: -1333836.875000 Penalty: 3109.922852 Iteration 21Q: 3 clusters Score -1333837 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10501 members Mstep: Class 2 contains 3813 members Entering Unmasked Estep Score: -1333853.500000 Penalty: 3109.922852 Iteration 22Q: 3 clusters Score -1333854 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10560 members Mstep: Class 2 contains 3754 members Entering Unmasked Estep Score: -1333867.625000 Penalty: 3109.922852 Iteration 23Q: 3 clusters Score -1333868 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10605 members Mstep: Class 2 contains 3709 members Entering Unmasked Estep Score: -1333876.250000 Penalty: 3109.922852 Iteration 24Q: 3 clusters Score -1333876 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10657 members Mstep: Class 2 contains 3657 members Entering Unmasked Estep Score: -1333884.375000 Penalty: 3109.922852 Iteration 25Q: 3 clusters Score -1333884 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10718 members Mstep: Class 2 contains 3596 members Entering Unmasked Estep Score: -1333898.625000 Penalty: 3109.922852 Iteration 26Q: 3 clusters Score -1333899 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10783 members Mstep: Class 2 contains 3531 members Entering Unmasked Estep Score: -1333913.500000 Penalty: 3109.922852 Iteration 27Q: 3 clusters Score -1333914 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10840 members Mstep: Class 2 contains 3474 members Entering Unmasked Estep Score: -1333928.000000 Penalty: 3109.922852 Iteration 28Q: 3 clusters Score -1333928 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10901 members Mstep: Class 2 contains 3413 members Entering Unmasked Estep Score: -1333949.625000 Penalty: 3109.922852 Iteration 29Q: 3 clusters Score -1333950 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10966 members Mstep: Class 2 contains 3348 members Entering Unmasked Estep Score: -1333963.625000 Penalty: 3109.922852 Iteration 30Q: 3 clusters Score -1333964 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11034 members Mstep: Class 2 contains 3280 members Entering Unmasked Estep Score: -1333979.875000 Penalty: 3109.922852 Iteration 31Q: 3 clusters Score -1333980 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11103 members Mstep: Class 2 contains 3211 members Entering Unmasked Estep Score: -1333998.625000 Penalty: 3109.922852 Iteration 32Q: 3 clusters Score -1333999 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11155 members Mstep: Class 2 contains 3159 members Entering Unmasked Estep Score: -1334015.375000 Penalty: 3109.922852 Iteration 33Q: 3 clusters Score -1334015 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11201 members Mstep: Class 2 contains 3113 members Entering Unmasked Estep Score: -1334023.125000 Penalty: 3109.922852 Iteration 34Q: 3 clusters Score -1334023 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11255 members Mstep: Class 2 contains 3059 members Entering Unmasked Estep Score: -1334035.750000 Penalty: 3109.922852 Iteration 35Q: 3 clusters Score -1334036 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11313 members Mstep: Class 2 contains 3001 members Entering Unmasked Estep Score: -1334053.750000 Penalty: 3109.922852 Iteration 36Q: 3 clusters Score -1334054 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11369 members Mstep: Class 2 contains 2945 members Entering Unmasked Estep Score: -1334065.625000 Penalty: 3109.922852 Iteration 37Q: 3 clusters Score -1334066 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11414 members Mstep: Class 2 contains 2900 members Entering Unmasked Estep Score: -1334073.750000 Penalty: 3109.922852 Iteration 38Q: 3 clusters Score -1334074 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11461 members Mstep: Class 2 contains 2853 members Entering Unmasked Estep Score: -1334087.500000 Penalty: 3109.922852 Iteration 39Q: 3 clusters Score -1334088 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11502 members Mstep: Class 2 contains 2812 members Entering Unmasked Estep Score: -1334094.375000 Penalty: 3109.922852 Iteration 40F: 3 clusters Score -1334094 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11546 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -1334105.000000 Penalty: 3109.922852 Iteration 41Q: 3 clusters Score -1334105 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11596 members Mstep: Class 2 contains 2718 members Entering Unmasked Estep Score: -1334116.375000 Penalty: 3109.922852 Iteration 42Q: 3 clusters Score -1334116 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11637 members Mstep: Class 2 contains 2677 members Entering Unmasked Estep Score: -1334122.375000 Penalty: 3109.922852 Iteration 43Q: 3 clusters Score -1334122 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11667 members Mstep: Class 2 contains 2647 members Entering Unmasked Estep Score: -1334131.500000 Penalty: 3109.922852 Iteration 44Q: 3 clusters Score -1334132 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11691 members Mstep: Class 2 contains 2623 members Entering Unmasked Estep Score: -1334136.625000 Penalty: 3109.922852 Iteration 45Q: 3 clusters Score -1334137 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11719 members Mstep: Class 2 contains 2595 members Entering Unmasked Estep Score: -1334141.750000 Penalty: 3109.922852 Iteration 46Q: 3 clusters Score -1334142 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11748 members Mstep: Class 2 contains 2566 members Entering Unmasked Estep Score: -1334144.875000 Penalty: 3109.922852 Iteration 47Q: 3 clusters Score -1334145 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11780 members Mstep: Class 2 contains 2534 members Entering Unmasked Estep Score: -1334150.125000 Penalty: 3109.922852 Iteration 48Q: 3 clusters Score -1334150 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11807 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -1334150.625000 Penalty: 3109.922852 Iteration 49Q: 3 clusters Score -1334151 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11830 members Mstep: Class 2 contains 2484 members Entering Unmasked Estep Score: -1334157.750000 Penalty: 3109.922852 Iteration 50Q: 3 clusters Score -1334158 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11862 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -1334164.125000 Penalty: 3109.922852 Iteration 51Q: 3 clusters Score -1334164 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11891 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -1334166.375000 Penalty: 3109.922852 Iteration 52Q: 3 clusters Score -1334166 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11916 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -1334172.250000 Penalty: 3109.922852 Iteration 53Q: 3 clusters Score -1334172 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11938 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -1334171.250000 Penalty: 3109.922852 Iteration 54Q: 3 clusters Score -1334171 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11960 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -1334179.250000 Penalty: 3109.922852 Iteration 55Q: 3 clusters Score -1334179 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11990 members Mstep: Class 2 contains 2324 members Entering Unmasked Estep Score: -1334188.000000 Penalty: 3109.922852 Iteration 56Q: 3 clusters Score -1334188 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12012 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -1334192.625000 Penalty: 3109.922852 Iteration 57Q: 3 clusters Score -1334193 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12031 members Mstep: Class 2 contains 2283 members Entering Unmasked Estep Score: -1334200.875000 Penalty: 3109.922852 Iteration 58Q: 3 clusters Score -1334201 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12053 members Mstep: Class 2 contains 2261 members Entering Unmasked Estep Score: -1334198.500000 Penalty: 3109.922852 Iteration 59Q: 3 clusters Score -1334198 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12073 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -1334202.250000 Penalty: 3109.922852 Iteration 60F: 3 clusters Score -1334202 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12100 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -1334209.500000 Penalty: 3109.922852 Iteration 61Q: 3 clusters Score -1334210 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12128 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -1334217.500000 Penalty: 3109.922852 Iteration 62Q: 3 clusters Score -1334218 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12149 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -1334223.875000 Penalty: 3109.922852 Iteration 63Q: 3 clusters Score -1334224 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12174 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -1334226.750000 Penalty: 3109.922852 Iteration 64Q: 3 clusters Score -1334227 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12202 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -1334231.125000 Penalty: 3109.922852 Iteration 65Q: 3 clusters Score -1334231 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12224 members Mstep: Class 2 contains 2090 members Entering Unmasked Estep Score: -1334234.750000 Penalty: 3109.922852 Iteration 66Q: 3 clusters Score -1334235 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12248 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -1334239.500000 Penalty: 3109.922852 Iteration 67Q: 3 clusters Score -1334240 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12268 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -1334242.625000 Penalty: 3109.922852 Iteration 68Q: 3 clusters Score -1334243 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12290 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -1334246.000000 Penalty: 3109.922852 Iteration 69Q: 3 clusters Score -1334246 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12306 members Mstep: Class 2 contains 2008 members Entering Unmasked Estep Score: -1334247.375000 Penalty: 3109.922852 Iteration 70Q: 3 clusters Score -1334247 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12321 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -1334247.875000 Penalty: 3109.922852 Iteration 71Q: 3 clusters Score -1334248 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12339 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -1334254.375000 Penalty: 3109.922852 Iteration 72Q: 3 clusters Score -1334254 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12351 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -1334257.875000 Penalty: 3109.922852 Iteration 73Q: 3 clusters Score -1334258 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12365 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -1334260.625000 Penalty: 3109.922852 Iteration 74Q: 3 clusters Score -1334261 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12375 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -1334260.625000 Penalty: 3109.922852 Iteration 75Q: 3 clusters Score -1334261 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12384 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -1334264.000000 Penalty: 3109.922852 Iteration 76Q: 3 clusters Score -1334264 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12391 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -1334266.875000 Penalty: 3109.922852 Iteration 77Q: 3 clusters Score -1334267 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12403 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -1334265.750000 Penalty: 3109.922852 Iteration 78Q: 3 clusters Score -1334266 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12420 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -1334273.375000 Penalty: 3109.922852 Iteration 79Q: 3 clusters Score -1334273 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12434 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -1334276.250000 Penalty: 3109.922852 Iteration 80F: 3 clusters Score -1334276 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12447 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -1334278.125000 Penalty: 3109.922852 Iteration 81Q: 3 clusters Score -1334278 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12456 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -1334280.875000 Penalty: 3109.922852 Iteration 82Q: 3 clusters Score -1334281 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12466 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -1334282.875000 Penalty: 3109.922852 Iteration 83Q: 3 clusters Score -1334283 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12475 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -1334283.750000 Penalty: 3109.922852 Iteration 84Q: 3 clusters Score -1334284 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12490 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -1334286.000000 Penalty: 3109.922852 Iteration 85Q: 3 clusters Score -1334286 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12505 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -1334287.375000 Penalty: 3109.922852 Iteration 86Q: 3 clusters Score -1334287 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12518 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -1334291.625000 Penalty: 3109.922852 Iteration 87Q: 3 clusters Score -1334292 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12528 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -1334292.125000 Penalty: 3109.922852 Iteration 88Q: 3 clusters Score -1334292 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12545 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -1334297.750000 Penalty: 3109.922852 Iteration 89Q: 3 clusters Score -1334298 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12558 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -1334303.750000 Penalty: 3109.922852 Iteration 90Q: 3 clusters Score -1334304 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12568 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -1334306.250000 Penalty: 3109.922852 Iteration 91Q: 3 clusters Score -1334306 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12574 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -1334304.625000 Penalty: 3109.922852 Iteration 92Q: 3 clusters Score -1334305 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12581 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -1334306.750000 Penalty: 3109.922852 Iteration 93Q: 3 clusters Score -1334307 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12591 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -1334309.125000 Penalty: 3109.922852 Iteration 94Q: 3 clusters Score -1334309 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12596 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -1334309.500000 Penalty: 3109.922852 Iteration 95Q: 3 clusters Score -1334310 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12600 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -1334310.500000 Penalty: 3109.922852 Iteration 96Q: 3 clusters Score -1334310 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12604 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -1334315.375000 Penalty: 3109.922852 Iteration 97Q: 3 clusters Score -1334315 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12608 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -1334313.875000 Penalty: 3109.922852 Iteration 98Q: 3 clusters Score -1334314 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12613 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -1334315.000000 Penalty: 3109.922852 Iteration 99Q: 3 clusters Score -1334315 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12618 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -1334318.875000 Penalty: 3109.922852 Iteration 100F: 3 clusters Score -1334319 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12629 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -1334317.125000 Penalty: 3109.922852 Iteration 101Q: 3 clusters Score -1334317 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12636 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -1334320.000000 Penalty: 3109.922852 Iteration 102Q: 3 clusters Score -1334320 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12642 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -1334322.375000 Penalty: 3109.922852 Iteration 103Q: 3 clusters Score -1334322 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12650 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -1334323.125000 Penalty: 3109.922852 Iteration 104Q: 3 clusters Score -1334323 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12657 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -1334324.625000 Penalty: 3109.922852 Iteration 105Q: 3 clusters Score -1334325 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12664 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -1334327.750000 Penalty: 3109.922852 Iteration 106Q: 3 clusters Score -1334328 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12669 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -1334327.000000 Penalty: 3109.922852 Iteration 107Q: 3 clusters Score -1334327 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12678 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -1334331.875000 Penalty: 3109.922852 Iteration 108Q: 3 clusters Score -1334332 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12684 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -1334331.500000 Penalty: 3109.922852 Iteration 109Q: 3 clusters Score -1334332 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12694 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -1334331.875000 Penalty: 3109.922852 Iteration 110Q: 3 clusters Score -1334332 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12701 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -1334332.125000 Penalty: 3109.922852 Iteration 111Q: 3 clusters Score -1334332 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12706 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -1334335.750000 Penalty: 3109.922852 Iteration 112Q: 3 clusters Score -1334336 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12710 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -1334335.875000 Penalty: 3109.922852 Iteration 113Q: 3 clusters Score -1334336 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12714 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -1334336.625000 Penalty: 3109.922852 Iteration 114Q: 3 clusters Score -1334337 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12714 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -1334336.625000 Penalty: 3109.922852 Iteration 115F: 3 clusters Score -1334337 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (1127 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Entering Unmasked Estep Score: -102711.335938 Penalty: 1141.938599 Iteration 0F: 2 clusters Score -102711.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -101222.335938 Penalty: 2283.877197 Iteration 0F: 3 clusters Score -101222.3 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -101497.398438 Penalty: 2283.877197 Iteration 1F: 3 clusters Score -101497.4 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -101643.164062 Penalty: 2283.877197 Iteration 2F: 3 clusters Score -101643.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -101754.531250 Penalty: 2283.877197 Iteration 3F: 3 clusters Score -101754.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -101871.343750 Penalty: 2283.877197 Iteration 4F: 3 clusters Score -101871.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -101960.148438 Penalty: 2283.877197 Iteration 5F: 3 clusters Score -101960.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -102037.148438 Penalty: 2283.877197 Iteration 6Q: 3 clusters Score -102037.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -102151.171875 Penalty: 2283.877197 Iteration 7Q: 3 clusters Score -102151.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -102290.039062 Penalty: 2283.877197 Iteration 8Q: 3 clusters Score -102290 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -102420.406250 Penalty: 2283.877197 Iteration 9Q: 3 clusters Score -102420.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -102493.992188 Penalty: 2283.877197 Iteration 10Q: 3 clusters Score -102494 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -102538.000000 Penalty: 2283.877197 Iteration 11Q: 3 clusters Score -102538 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -102552.406250 Penalty: 2283.877197 Iteration 12Q: 3 clusters Score -102552.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -102564.726562 Penalty: 2283.877197 Iteration 13Q: 3 clusters Score -102564.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -102570.843750 Penalty: 2283.877197 Iteration 14Q: 3 clusters Score -102570.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -102573.804688 Penalty: 2283.877197 Iteration 15Q: 3 clusters Score -102573.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -102575.898438 Penalty: 2283.877197 Iteration 16Q: 3 clusters Score -102575.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -102579.460938 Penalty: 2283.877197 Iteration 17Q: 3 clusters Score -102579.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -102581.140625 Penalty: 2283.877197 Iteration 18Q: 3 clusters Score -102581.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -102582.929688 Penalty: 2283.877197 Iteration 19F: 3 clusters Score -102582.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -102585.593750 Penalty: 2283.877197 Iteration 20F: 3 clusters Score -102585.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (5056 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5056 members Entering Unmasked Estep Score: -472360.156250 Penalty: 1385.853760 Iteration 0F: 2 clusters Score -472360.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 2605 members Entering Unmasked Estep Score: -468355.437500 Penalty: 2771.707520 Iteration 0F: 3 clusters Score -468355.4 nChanged 2026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 2831 members Entering Unmasked Estep Score: -469543.375000 Penalty: 2771.707520 Iteration 1F: 3 clusters Score -469543.4 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 2972 members Entering Unmasked Estep Score: -469771.000000 Penalty: 2771.707520 Iteration 2F: 3 clusters Score -469771 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 3102 members Entering Unmasked Estep Score: -469931.937500 Penalty: 2771.707520 Iteration 3F: 3 clusters Score -469931.9 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 3226 members Entering Unmasked Estep Score: -470059.875000 Penalty: 2771.707520 Iteration 4Q: 3 clusters Score -470059.9 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 3356 members Entering Unmasked Estep Score: -470190.312500 Penalty: 2771.707520 Iteration 5Q: 3 clusters Score -470190.3 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 3484 members Entering Unmasked Estep Score: -470331.812500 Penalty: 2771.707520 Iteration 6Q: 3 clusters Score -470331.8 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 3618 members Entering Unmasked Estep Score: -470501.625000 Penalty: 2771.707520 Iteration 7Q: 3 clusters Score -470501.6 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 3746 members Entering Unmasked Estep Score: -470665.187500 Penalty: 2771.707520 Iteration 8Q: 3 clusters Score -470665.2 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 3857 members Entering Unmasked Estep Score: -470813.843750 Penalty: 2771.707520 Iteration 9Q: 3 clusters Score -470813.8 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 3926 members Entering Unmasked Estep Score: -470949.187500 Penalty: 2771.707520 Iteration 10Q: 3 clusters Score -470949.2 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 3974 members Entering Unmasked Estep Score: -471071.093750 Penalty: 2771.707520 Iteration 11Q: 3 clusters Score -471071.1 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 4008 members Entering Unmasked Estep Score: -471146.781250 Penalty: 2771.707520 Iteration 12Q: 3 clusters Score -471146.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 4010 members Entering Unmasked Estep Score: -471174.250000 Penalty: 2771.707520 Iteration 13Q: 3 clusters Score -471174.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 4005 members Entering Unmasked Estep Score: -471189.625000 Penalty: 2771.707520 Iteration 14Q: 3 clusters Score -471189.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 4011 members Entering Unmasked Estep Score: -471204.406250 Penalty: 2771.707520 Iteration 15Q: 3 clusters Score -471204.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 4018 members Entering Unmasked Estep Score: -471213.125000 Penalty: 2771.707520 Iteration 16Q: 3 clusters Score -471213.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 4021 members Entering Unmasked Estep Score: -471221.156250 Penalty: 2771.707520 Iteration 17Q: 3 clusters Score -471221.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 4019 members Entering Unmasked Estep Score: -471227.718750 Penalty: 2771.707520 Iteration 18Q: 3 clusters Score -471227.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 4018 members Entering Unmasked Estep Score: -471232.468750 Penalty: 2771.707520 Iteration 19Q: 3 clusters Score -471232.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 4015 members Entering Unmasked Estep Score: -471234.281250 Penalty: 2771.707520 Iteration 20F: 3 clusters Score -471234.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 4014 members Entering Unmasked Estep Score: -471233.843750 Penalty: 2771.707520 Iteration 21Q: 3 clusters Score -471233.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 4012 members Entering Unmasked Estep Score: -471234.281250 Penalty: 2771.707520 Iteration 22Q: 3 clusters Score -471234.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 4012 members Entering Unmasked Estep Score: -471234.281250 Penalty: 2771.707520 Iteration 23F: 3 clusters Score -471234.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2352 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Entering Unmasked Estep Score: -233571.484375 Penalty: 1261.490967 Iteration 0F: 2 clusters Score -233571.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -231252.906250 Penalty: 2522.981934 Iteration 0F: 3 clusters Score -231252.9 nChanged 809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -231775.890625 Penalty: 2522.981934 Iteration 1F: 3 clusters Score -231775.9 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -231912.593750 Penalty: 2522.981934 Iteration 2F: 3 clusters Score -231912.6 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -231990.750000 Penalty: 2522.981934 Iteration 3Q: 3 clusters Score -231990.8 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -232045.640625 Penalty: 2522.981934 Iteration 4Q: 3 clusters Score -232045.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -232080.593750 Penalty: 2522.981934 Iteration 5Q: 3 clusters Score -232080.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -232101.296875 Penalty: 2522.981934 Iteration 6Q: 3 clusters Score -232101.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -232110.375000 Penalty: 2522.981934 Iteration 7Q: 3 clusters Score -232110.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -232116.078125 Penalty: 2522.981934 Iteration 8Q: 3 clusters Score -232116.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -232120.593750 Penalty: 2522.981934 Iteration 9Q: 3 clusters Score -232120.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -232127.390625 Penalty: 2522.981934 Iteration 10Q: 3 clusters Score -232127.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -232133.125000 Penalty: 2522.981934 Iteration 11Q: 3 clusters Score -232133.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -232139.765625 Penalty: 2522.981934 Iteration 12Q: 3 clusters Score -232139.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -232143.656250 Penalty: 2522.981934 Iteration 13Q: 3 clusters Score -232143.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -232147.609375 Penalty: 2522.981934 Iteration 14Q: 3 clusters Score -232147.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -232154.218750 Penalty: 2522.981934 Iteration 15Q: 3 clusters Score -232154.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -232160.390625 Penalty: 2522.981934 Iteration 16Q: 3 clusters Score -232160.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -232169.171875 Penalty: 2522.981934 Iteration 17Q: 3 clusters Score -232169.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -232175.593750 Penalty: 2522.981934 Iteration 18Q: 3 clusters Score -232175.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -232180.390625 Penalty: 2522.981934 Iteration 19Q: 3 clusters Score -232180.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -232183.812500 Penalty: 2522.981934 Iteration 20F: 3 clusters Score -232183.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -232188.734375 Penalty: 2522.981934 Iteration 21Q: 3 clusters Score -232188.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -232192.531250 Penalty: 2522.981934 Iteration 22Q: 3 clusters Score -232192.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -232196.343750 Penalty: 2522.981934 Iteration 23Q: 3 clusters Score -232196.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -232197.656250 Penalty: 2522.981934 Iteration 24Q: 3 clusters Score -232197.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -232199.250000 Penalty: 2522.981934 Iteration 25Q: 3 clusters Score -232199.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -232201.281250 Penalty: 2522.981934 Iteration 26Q: 3 clusters Score -232201.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -232204.265625 Penalty: 2522.981934 Iteration 27Q: 3 clusters Score -232204.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -232206.421875 Penalty: 2522.981934 Iteration 28Q: 3 clusters Score -232206.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -232208.000000 Penalty: 2522.981934 Iteration 29Q: 3 clusters Score -232208 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -232209.437500 Penalty: 2522.981934 Iteration 30Q: 3 clusters Score -232209.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -232209.875000 Penalty: 2522.981934 Iteration 31Q: 3 clusters Score -232209.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -232210.109375 Penalty: 2522.981934 Iteration 32Q: 3 clusters Score -232210.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -232210.109375 Penalty: 2522.981934 Iteration 33F: 3 clusters Score -232210.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (2555 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2555 members Entering Unmasked Estep Score: -244080.734375 Penalty: 1274.943726 Iteration 0F: 2 clusters Score -244080.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -241618.906250 Penalty: 2549.887451 Iteration 0F: 3 clusters Score -241618.9 nChanged 919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -242193.890625 Penalty: 2549.887451 Iteration 1F: 3 clusters Score -242193.9 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -242336.062500 Penalty: 2549.887451 Iteration 2F: 3 clusters Score -242336.1 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -242430.109375 Penalty: 2549.887451 Iteration 3F: 3 clusters Score -242430.1 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -242480.328125 Penalty: 2549.887451 Iteration 4Q: 3 clusters Score -242480.3 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -242515.000000 Penalty: 2549.887451 Iteration 5Q: 3 clusters Score -242515 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -242537.828125 Penalty: 2549.887451 Iteration 6Q: 3 clusters Score -242537.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -242557.609375 Penalty: 2549.887451 Iteration 7Q: 3 clusters Score -242557.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -242576.187500 Penalty: 2549.887451 Iteration 8Q: 3 clusters Score -242576.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -242601.859375 Penalty: 2549.887451 Iteration 9Q: 3 clusters Score -242601.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -242634.140625 Penalty: 2549.887451 Iteration 10Q: 3 clusters Score -242634.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -242655.953125 Penalty: 2549.887451 Iteration 11Q: 3 clusters Score -242656 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -242672.203125 Penalty: 2549.887451 Iteration 12Q: 3 clusters Score -242672.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -242682.546875 Penalty: 2549.887451 Iteration 13Q: 3 clusters Score -242682.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -242692.718750 Penalty: 2549.887451 Iteration 14Q: 3 clusters Score -242692.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -242703.687500 Penalty: 2549.887451 Iteration 15Q: 3 clusters Score -242703.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -242714.093750 Penalty: 2549.887451 Iteration 16Q: 3 clusters Score -242714.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -242722.078125 Penalty: 2549.887451 Iteration 17Q: 3 clusters Score -242722.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -242729.421875 Penalty: 2549.887451 Iteration 18Q: 3 clusters Score -242729.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -242735.609375 Penalty: 2549.887451 Iteration 19Q: 3 clusters Score -242735.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -242742.500000 Penalty: 2549.887451 Iteration 20F: 3 clusters Score -242742.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -242748.468750 Penalty: 2549.887451 Iteration 21Q: 3 clusters Score -242748.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -242754.875000 Penalty: 2549.887451 Iteration 22Q: 3 clusters Score -242754.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -242758.625000 Penalty: 2549.887451 Iteration 23Q: 3 clusters Score -242758.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -242762.687500 Penalty: 2549.887451 Iteration 24Q: 3 clusters Score -242762.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -242767.312500 Penalty: 2549.887451 Iteration 25Q: 3 clusters Score -242767.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -242770.875000 Penalty: 2549.887451 Iteration 26Q: 3 clusters Score -242770.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -242773.078125 Penalty: 2549.887451 Iteration 27Q: 3 clusters Score -242773.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -242774.546875 Penalty: 2549.887451 Iteration 28Q: 3 clusters Score -242774.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -242775.531250 Penalty: 2549.887451 Iteration 29Q: 3 clusters Score -242775.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -242776.718750 Penalty: 2549.887451 Iteration 30Q: 3 clusters Score -242776.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -242776.781250 Penalty: 2549.887451 Iteration 31Q: 3 clusters Score -242776.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -242777.015625 Penalty: 2549.887451 Iteration 32Q: 3 clusters Score -242777 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -242777.406250 Penalty: 2549.887451 Iteration 33Q: 3 clusters Score -242777.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -242777.609375 Penalty: 2549.887451 Iteration 34Q: 3 clusters Score -242777.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -242777.609375 Penalty: 2549.887451 Iteration 35F: 3 clusters Score -242777.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (3573 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3573 members Entering Unmasked Estep Score: -314633.093750 Penalty: 1329.438599 Iteration 0F: 2 clusters Score -314633.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -311574.125000 Penalty: 2658.877197 Iteration 0F: 3 clusters Score -311574.1 nChanged 1397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -312337.531250 Penalty: 2658.877197 Iteration 1F: 3 clusters Score -312337.5 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -312502.500000 Penalty: 2658.877197 Iteration 2F: 3 clusters Score -312502.5 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -312589.718750 Penalty: 2658.877197 Iteration 3F: 3 clusters Score -312589.7 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -312661.500000 Penalty: 2658.877197 Iteration 4Q: 3 clusters Score -312661.5 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -312729.500000 Penalty: 2658.877197 Iteration 5Q: 3 clusters Score -312729.5 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -312782.531250 Penalty: 2658.877197 Iteration 6Q: 3 clusters Score -312782.5 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -312811.656250 Penalty: 2658.877197 Iteration 7Q: 3 clusters Score -312811.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -312830.093750 Penalty: 2658.877197 Iteration 8Q: 3 clusters Score -312830.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -312845.281250 Penalty: 2658.877197 Iteration 9Q: 3 clusters Score -312845.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -312858.593750 Penalty: 2658.877197 Iteration 10Q: 3 clusters Score -312858.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -312866.656250 Penalty: 2658.877197 Iteration 11Q: 3 clusters Score -312866.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -312872.312500 Penalty: 2658.877197 Iteration 12Q: 3 clusters Score -312872.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -312877.281250 Penalty: 2658.877197 Iteration 13Q: 3 clusters Score -312877.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -312881.312500 Penalty: 2658.877197 Iteration 14Q: 3 clusters Score -312881.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -312884.812500 Penalty: 2658.877197 Iteration 15Q: 3 clusters Score -312884.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -312889.500000 Penalty: 2658.877197 Iteration 16Q: 3 clusters Score -312889.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -312895.812500 Penalty: 2658.877197 Iteration 17Q: 3 clusters Score -312895.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -312902.312500 Penalty: 2658.877197 Iteration 18Q: 3 clusters Score -312902.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -312911.218750 Penalty: 2658.877197 Iteration 19Q: 3 clusters Score -312911.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -312917.687500 Penalty: 2658.877197 Iteration 20F: 3 clusters Score -312917.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -312924.875000 Penalty: 2658.877197 Iteration 21Q: 3 clusters Score -312924.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -312931.937500 Penalty: 2658.877197 Iteration 22Q: 3 clusters Score -312931.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -312935.906250 Penalty: 2658.877197 Iteration 23Q: 3 clusters Score -312935.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -312941.031250 Penalty: 2658.877197 Iteration 24Q: 3 clusters Score -312941 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -312948.562500 Penalty: 2658.877197 Iteration 25Q: 3 clusters Score -312948.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -312954.687500 Penalty: 2658.877197 Iteration 26Q: 3 clusters Score -312954.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -312959.000000 Penalty: 2658.877197 Iteration 27Q: 3 clusters Score -312959 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -312963.187500 Penalty: 2658.877197 Iteration 28Q: 3 clusters Score -312963.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -312966.937500 Penalty: 2658.877197 Iteration 29Q: 3 clusters Score -312966.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -312972.625000 Penalty: 2658.877197 Iteration 30Q: 3 clusters Score -312972.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -312976.562500 Penalty: 2658.877197 Iteration 31Q: 3 clusters Score -312976.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -312978.968750 Penalty: 2658.877197 Iteration 32Q: 3 clusters Score -312979 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -312982.406250 Penalty: 2658.877197 Iteration 33Q: 3 clusters Score -312982.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -312985.781250 Penalty: 2658.877197 Iteration 34Q: 3 clusters Score -312985.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -312988.156250 Penalty: 2658.877197 Iteration 35Q: 3 clusters Score -312988.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -312994.562500 Penalty: 2658.877197 Iteration 36Q: 3 clusters Score -312994.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -312997.562500 Penalty: 2658.877197 Iteration 37Q: 3 clusters Score -312997.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -313001.250000 Penalty: 2658.877197 Iteration 38Q: 3 clusters Score -313001.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -313005.000000 Penalty: 2658.877197 Iteration 39Q: 3 clusters Score -313005 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -313011.375000 Penalty: 2658.877197 Iteration 40F: 3 clusters Score -313011.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -313015.812500 Penalty: 2658.877197 Iteration 41Q: 3 clusters Score -313015.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -313020.625000 Penalty: 2658.877197 Iteration 42Q: 3 clusters Score -313020.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -313027.062500 Penalty: 2658.877197 Iteration 43Q: 3 clusters Score -313027.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1911 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -313033.000000 Penalty: 2658.877197 Iteration 44Q: 3 clusters Score -313033 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -313037.187500 Penalty: 2658.877197 Iteration 45Q: 3 clusters Score -313037.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -313042.406250 Penalty: 2658.877197 Iteration 46Q: 3 clusters Score -313042.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -313048.218750 Penalty: 2658.877197 Iteration 47Q: 3 clusters Score -313048.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -313056.468750 Penalty: 2658.877197 Iteration 48Q: 3 clusters Score -313056.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -313061.750000 Penalty: 2658.877197 Iteration 49Q: 3 clusters Score -313061.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -313071.093750 Penalty: 2658.877197 Iteration 50Q: 3 clusters Score -313071.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -313086.500000 Penalty: 2658.877197 Iteration 51Q: 3 clusters Score -313086.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -313108.218750 Penalty: 2658.877197 Iteration 52Q: 3 clusters Score -313108.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -313130.156250 Penalty: 2658.877197 Iteration 53Q: 3 clusters Score -313130.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -313152.500000 Penalty: 2658.877197 Iteration 54Q: 3 clusters Score -313152.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -313177.093750 Penalty: 2658.877197 Iteration 55Q: 3 clusters Score -313177.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -313203.906250 Penalty: 2658.877197 Iteration 56Q: 3 clusters Score -313203.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -313250.937500 Penalty: 2658.877197 Iteration 57Q: 3 clusters Score -313250.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -313305.843750 Penalty: 2658.877197 Iteration 58Q: 3 clusters Score -313305.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -313345.843750 Penalty: 2658.877197 Iteration 59Q: 3 clusters Score -313345.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -313380.031250 Penalty: 2658.877197 Iteration 60F: 3 clusters Score -313380 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -313411.937500 Penalty: 2658.877197 Iteration 61Q: 3 clusters Score -313411.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -313438.656250 Penalty: 2658.877197 Iteration 62Q: 3 clusters Score -313438.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -313460.406250 Penalty: 2658.877197 Iteration 63Q: 3 clusters Score -313460.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -313477.000000 Penalty: 2658.877197 Iteration 64Q: 3 clusters Score -313477 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -313494.000000 Penalty: 2658.877197 Iteration 65Q: 3 clusters Score -313494 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -313512.000000 Penalty: 2658.877197 Iteration 66Q: 3 clusters Score -313512 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -313523.968750 Penalty: 2658.877197 Iteration 67Q: 3 clusters Score -313524 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -313531.343750 Penalty: 2658.877197 Iteration 68Q: 3 clusters Score -313531.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -313537.500000 Penalty: 2658.877197 Iteration 69Q: 3 clusters Score -313537.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -313547.250000 Penalty: 2658.877197 Iteration 70Q: 3 clusters Score -313547.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -313556.250000 Penalty: 2658.877197 Iteration 71Q: 3 clusters Score -313556.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -313563.562500 Penalty: 2658.877197 Iteration 72Q: 3 clusters Score -313563.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -313569.468750 Penalty: 2658.877197 Iteration 73Q: 3 clusters Score -313569.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -313575.312500 Penalty: 2658.877197 Iteration 74Q: 3 clusters Score -313575.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -313579.375000 Penalty: 2658.877197 Iteration 75Q: 3 clusters Score -313579.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -313582.937500 Penalty: 2658.877197 Iteration 76Q: 3 clusters Score -313582.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -313586.187500 Penalty: 2658.877197 Iteration 77Q: 3 clusters Score -313586.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -313590.156250 Penalty: 2658.877197 Iteration 78Q: 3 clusters Score -313590.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -313592.750000 Penalty: 2658.877197 Iteration 79Q: 3 clusters Score -313592.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -313596.093750 Penalty: 2658.877197 Iteration 80F: 3 clusters Score -313596.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -313598.656250 Penalty: 2658.877197 Iteration 81Q: 3 clusters Score -313598.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -313602.968750 Penalty: 2658.877197 Iteration 82Q: 3 clusters Score -313603 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -313607.156250 Penalty: 2658.877197 Iteration 83Q: 3 clusters Score -313607.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -313612.031250 Penalty: 2658.877197 Iteration 84Q: 3 clusters Score -313612 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -313613.968750 Penalty: 2658.877197 Iteration 85Q: 3 clusters Score -313614 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -313616.437500 Penalty: 2658.877197 Iteration 86Q: 3 clusters Score -313616.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -313619.281250 Penalty: 2658.877197 Iteration 87Q: 3 clusters Score -313619.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -313621.250000 Penalty: 2658.877197 Iteration 88Q: 3 clusters Score -313621.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -313624.062500 Penalty: 2658.877197 Iteration 89Q: 3 clusters Score -313624.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -313626.593750 Penalty: 2658.877197 Iteration 90Q: 3 clusters Score -313626.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -313627.562500 Penalty: 2658.877197 Iteration 91Q: 3 clusters Score -313627.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -313629.031250 Penalty: 2658.877197 Iteration 92Q: 3 clusters Score -313629 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -313630.875000 Penalty: 2658.877197 Iteration 93Q: 3 clusters Score -313630.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -313633.375000 Penalty: 2658.877197 Iteration 94Q: 3 clusters Score -313633.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -313635.968750 Penalty: 2658.877197 Iteration 95Q: 3 clusters Score -313636 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -313637.031250 Penalty: 2658.877197 Iteration 96Q: 3 clusters Score -313637 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -313638.531250 Penalty: 2658.877197 Iteration 97Q: 3 clusters Score -313638.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -313639.812500 Penalty: 2658.877197 Iteration 98Q: 3 clusters Score -313639.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -313640.906250 Penalty: 2658.877197 Iteration 99Q: 3 clusters Score -313640.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -313642.750000 Penalty: 2658.877197 Iteration 100F: 3 clusters Score -313642.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 1828 members Entering Unmasked Estep Score: -313643.812500 Penalty: 2658.877197 Iteration 101Q: 3 clusters Score -313643.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -313645.375000 Penalty: 2658.877197 Iteration 102Q: 3 clusters Score -313645.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -313646.468750 Penalty: 2658.877197 Iteration 103Q: 3 clusters Score -313646.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -313649.375000 Penalty: 2658.877197 Iteration 104Q: 3 clusters Score -313649.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -313650.531250 Penalty: 2658.877197 Iteration 105Q: 3 clusters Score -313650.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -313651.687500 Penalty: 2658.877197 Iteration 106Q: 3 clusters Score -313651.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -313654.031250 Penalty: 2658.877197 Iteration 107Q: 3 clusters Score -313654 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -313655.750000 Penalty: 2658.877197 Iteration 108Q: 3 clusters Score -313655.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -313657.500000 Penalty: 2658.877197 Iteration 109Q: 3 clusters Score -313657.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -313658.968750 Penalty: 2658.877197 Iteration 110Q: 3 clusters Score -313659 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -313660.468750 Penalty: 2658.877197 Iteration 111Q: 3 clusters Score -313660.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -313663.187500 Penalty: 2658.877197 Iteration 112Q: 3 clusters Score -313663.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -313667.906250 Penalty: 2658.877197 Iteration 113Q: 3 clusters Score -313667.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -313674.187500 Penalty: 2658.877197 Iteration 114Q: 3 clusters Score -313674.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -313681.156250 Penalty: 2658.877197 Iteration 115Q: 3 clusters Score -313681.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -313686.968750 Penalty: 2658.877197 Iteration 116Q: 3 clusters Score -313687 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -313691.437500 Penalty: 2658.877197 Iteration 117Q: 3 clusters Score -313691.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -313697.750000 Penalty: 2658.877197 Iteration 118Q: 3 clusters Score -313697.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -313704.218750 Penalty: 2658.877197 Iteration 119Q: 3 clusters Score -313704.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -313711.062500 Penalty: 2658.877197 Iteration 120F: 3 clusters Score -313711.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -313717.500000 Penalty: 2658.877197 Iteration 121Q: 3 clusters Score -313717.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -313726.062500 Penalty: 2658.877197 Iteration 122Q: 3 clusters Score -313726.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -313733.437500 Penalty: 2658.877197 Iteration 123Q: 3 clusters Score -313733.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -313740.156250 Penalty: 2658.877197 Iteration 124Q: 3 clusters Score -313740.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -313745.375000 Penalty: 2658.877197 Iteration 125Q: 3 clusters Score -313745.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 2109 members Entering Unmasked Estep Score: -313752.937500 Penalty: 2658.877197 Iteration 126Q: 3 clusters Score -313752.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -313757.562500 Penalty: 2658.877197 Iteration 127Q: 3 clusters Score -313757.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -313760.562500 Penalty: 2658.877197 Iteration 128Q: 3 clusters Score -313760.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -313763.218750 Penalty: 2658.877197 Iteration 129Q: 3 clusters Score -313763.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -313766.531250 Penalty: 2658.877197 Iteration 130Q: 3 clusters Score -313766.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -313770.437500 Penalty: 2658.877197 Iteration 131Q: 3 clusters Score -313770.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -313779.500000 Penalty: 2658.877197 Iteration 132Q: 3 clusters Score -313779.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -313786.093750 Penalty: 2658.877197 Iteration 133Q: 3 clusters Score -313786.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 2208 members Entering Unmasked Estep Score: -313795.218750 Penalty: 2658.877197 Iteration 134Q: 3 clusters Score -313795.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -313805.156250 Penalty: 2658.877197 Iteration 135Q: 3 clusters Score -313805.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -313813.843750 Penalty: 2658.877197 Iteration 136Q: 3 clusters Score -313813.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -313819.500000 Penalty: 2658.877197 Iteration 137Q: 3 clusters Score -313819.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -313825.656250 Penalty: 2658.877197 Iteration 138Q: 3 clusters Score -313825.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 2283 members Entering Unmasked Estep Score: -313831.906250 Penalty: 2658.877197 Iteration 139Q: 3 clusters Score -313831.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -313840.000000 Penalty: 2658.877197 Iteration 140F: 3 clusters Score -313840 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -313847.343750 Penalty: 2658.877197 Iteration 141Q: 3 clusters Score -313847.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -313859.687500 Penalty: 2658.877197 Iteration 142Q: 3 clusters Score -313859.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 2351 members Entering Unmasked Estep Score: -313880.531250 Penalty: 2658.877197 Iteration 143Q: 3 clusters Score -313880.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -313927.750000 Penalty: 2658.877197 Iteration 144Q: 3 clusters Score -313927.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -314015.906250 Penalty: 2658.877197 Iteration 145Q: 3 clusters Score -314015.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 2478 members Entering Unmasked Estep Score: -314092.968750 Penalty: 2658.877197 Iteration 146Q: 3 clusters Score -314093 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 2529 members Entering Unmasked Estep Score: -314219.062500 Penalty: 2658.877197 Iteration 147Q: 3 clusters Score -314219.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 2586 members Entering Unmasked Estep Score: -314324.000000 Penalty: 2658.877197 Iteration 148Q: 3 clusters Score -314324 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 2629 members Entering Unmasked Estep Score: -314402.750000 Penalty: 2658.877197 Iteration 149Q: 3 clusters Score -314402.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -314459.781250 Penalty: 2658.877197 Iteration 150Q: 3 clusters Score -314459.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 2675 members Entering Unmasked Estep Score: -314485.062500 Penalty: 2658.877197 Iteration 151Q: 3 clusters Score -314485.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 2681 members Entering Unmasked Estep Score: -314490.343750 Penalty: 2658.877197 Iteration 152Q: 3 clusters Score -314490.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -314491.093750 Penalty: 2658.877197 Iteration 153Q: 3 clusters Score -314491.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 2683 members Entering Unmasked Estep Score: -314491.000000 Penalty: 2658.877197 Iteration 154Q: 3 clusters Score -314491 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 2683 members Entering Unmasked Estep Score: -314491.437500 Penalty: 2658.877197 Iteration 155F: 3 clusters Score -314491.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 2684 members Entering Unmasked Estep Score: -314503.031250 Penalty: 2658.877197 Iteration 156Q: 3 clusters Score -314503 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -314504.125000 Penalty: 2658.877197 Iteration 157Q: 3 clusters Score -314504.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 2688 members Entering Unmasked Estep Score: -314505.406250 Penalty: 2658.877197 Iteration 158Q: 3 clusters Score -314505.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 2688 members Entering Unmasked Estep Score: -314505.406250 Penalty: 2658.877197 Iteration 159F: 3 clusters Score -314505.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (91918 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91918 members Entering Unmasked Estep Score: -9176134.000000 Penalty: 1857.155884 Iteration 0F: 2 clusters Score -9176134 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45794 members Mstep: Class 2 contains 46124 members Entering Unmasked Estep Score: -9114680.000000 Penalty: 3714.311768 Iteration 0F: 3 clusters Score -9114680 nChanged 43689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43929 members Mstep: Class 2 contains 47989 members Entering Unmasked Estep Score: -9139824.000000 Penalty: 3714.311768 Iteration 1F: 3 clusters Score -9139824 nChanged 3000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42885 members Mstep: Class 2 contains 49033 members Entering Unmasked Estep Score: -9140638.000000 Penalty: 3714.311768 Iteration 2Q: 3 clusters Score -9140638 nChanged 3282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41265 members Mstep: Class 2 contains 50653 members Entering Unmasked Estep Score: -9141544.000000 Penalty: 3714.311768 Iteration 3Q: 3 clusters Score -9141544 nChanged 3615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38798 members Mstep: Class 2 contains 53120 members Entering Unmasked Estep Score: -9142910.000000 Penalty: 3714.311768 Iteration 4Q: 3 clusters Score -9142910 nChanged 4249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35149 members Mstep: Class 2 contains 56769 members Entering Unmasked Estep Score: -9144994.000000 Penalty: 3714.311768 Iteration 5Q: 3 clusters Score -9144994 nChanged 5512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29897 members Mstep: Class 2 contains 62021 members Entering Unmasked Estep Score: -9148313.000000 Penalty: 3714.311768 Iteration 6F: 3 clusters Score -9148313 nChanged 6917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23034 members Mstep: Class 2 contains 68884 members Entering Unmasked Estep Score: -9153416.000000 Penalty: 3714.311768 Iteration 7F: 3 clusters Score -9153416 nChanged 7927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15117 members Mstep: Class 2 contains 76801 members Entering Unmasked Estep Score: -9160378.000000 Penalty: 3714.311768 Iteration 8F: 3 clusters Score -9160378 nChanged 7402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7717 members Mstep: Class 2 contains 84201 members Entering Unmasked Estep Score: -9167383.000000 Penalty: 3714.311768 Iteration 9F: 3 clusters Score -9167383 nChanged 4728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2989 members Mstep: Class 2 contains 88929 members Entering Unmasked Estep Score: -9171815.000000 Penalty: 3714.311768 Iteration 10F: 3 clusters Score -9171815 nChanged 1992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 90921 members Entering Unmasked Estep Score: -9173649.000000 Penalty: 3714.311768 Iteration 11Q: 3 clusters Score -9173649 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 91527 members Entering Unmasked Estep Score: -9174200.000000 Penalty: 3714.311768 Iteration 12Q: 3 clusters Score -9174200 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 91678 members Entering Unmasked Estep Score: -9174329.000000 Penalty: 3714.311768 Iteration 13Q: 3 clusters Score -9174329 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 91727 members Entering Unmasked Estep Score: -9174404.000000 Penalty: 3714.311768 Iteration 14Q: 3 clusters Score -9174404 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 91741 members Entering Unmasked Estep Score: -9174431.000000 Penalty: 3714.311768 Iteration 15Q: 3 clusters Score -9174431 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 91751 members Entering Unmasked Estep Score: -9174448.000000 Penalty: 3714.311768 Iteration 16Q: 3 clusters Score -9174448 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 91760 members Entering Unmasked Estep Score: -9174471.000000 Penalty: 3714.311768 Iteration 17Q: 3 clusters Score -9174471 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 91764 members Entering Unmasked Estep Score: -9174473.000000 Penalty: 3714.311768 Iteration 18Q: 3 clusters Score -9174473 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 91766 members Entering Unmasked Estep Score: -9174476.000000 Penalty: 3714.311768 Iteration 19Q: 3 clusters Score -9174476 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 91766 members Entering Unmasked Estep Score: -9174476.000000 Penalty: 3714.311768 Iteration 20F: 3 clusters Score -9174476 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1439 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Entering Unmasked Estep Score: -134446.921875 Penalty: 1181.651855 Iteration 0F: 2 clusters Score -134446.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -132749.281250 Penalty: 2363.303711 Iteration 0F: 3 clusters Score -132749.3 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -133101.562500 Penalty: 2363.303711 Iteration 1F: 3 clusters Score -133101.6 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -133215.921875 Penalty: 2363.303711 Iteration 2F: 3 clusters Score -133215.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -133260.218750 Penalty: 2363.303711 Iteration 3Q: 3 clusters Score -133260.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -133286.140625 Penalty: 2363.303711 Iteration 4Q: 3 clusters Score -133286.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -133309.921875 Penalty: 2363.303711 Iteration 5Q: 3 clusters Score -133309.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -133340.609375 Penalty: 2363.303711 Iteration 6Q: 3 clusters Score -133340.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -133376.750000 Penalty: 2363.303711 Iteration 7Q: 3 clusters Score -133376.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -133420.109375 Penalty: 2363.303711 Iteration 8Q: 3 clusters Score -133420.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -133454.140625 Penalty: 2363.303711 Iteration 9Q: 3 clusters Score -133454.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -133535.687500 Penalty: 2363.303711 Iteration 10Q: 3 clusters Score -133535.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -133624.000000 Penalty: 2363.303711 Iteration 11Q: 3 clusters Score -133624 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -133704.406250 Penalty: 2363.303711 Iteration 12Q: 3 clusters Score -133704.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -133773.765625 Penalty: 2363.303711 Iteration 13Q: 3 clusters Score -133773.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -133822.015625 Penalty: 2363.303711 Iteration 14Q: 3 clusters Score -133822 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -133867.656250 Penalty: 2363.303711 Iteration 15Q: 3 clusters Score -133867.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -133914.812500 Penalty: 2363.303711 Iteration 16Q: 3 clusters Score -133914.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -133965.468750 Penalty: 2363.303711 Iteration 17Q: 3 clusters Score -133965.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -134027.812500 Penalty: 2363.303711 Iteration 18Q: 3 clusters Score -134027.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -134083.734375 Penalty: 2363.303711 Iteration 19Q: 3 clusters Score -134083.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -134125.046875 Penalty: 2363.303711 Iteration 20F: 3 clusters Score -134125 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -134160.203125 Penalty: 2363.303711 Iteration 21Q: 3 clusters Score -134160.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -134197.140625 Penalty: 2363.303711 Iteration 22Q: 3 clusters Score -134197.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -134234.890625 Penalty: 2363.303711 Iteration 23Q: 3 clusters Score -134234.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -134273.140625 Penalty: 2363.303711 Iteration 24Q: 3 clusters Score -134273.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -134299.156250 Penalty: 2363.303711 Iteration 25Q: 3 clusters Score -134299.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -134305.234375 Penalty: 2363.303711 Iteration 26Q: 3 clusters Score -134305.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -134309.421875 Penalty: 2363.303711 Iteration 27Q: 3 clusters Score -134309.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -134320.937500 Penalty: 2363.303711 Iteration 28Q: 3 clusters Score -134320.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -134331.187500 Penalty: 2363.303711 Iteration 29Q: 3 clusters Score -134331.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -134342.484375 Penalty: 2363.303711 Iteration 30Q: 3 clusters Score -134342.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -134352.578125 Penalty: 2363.303711 Iteration 31Q: 3 clusters Score -134352.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -134366.250000 Penalty: 2363.303711 Iteration 32Q: 3 clusters Score -134366.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -134387.781250 Penalty: 2363.303711 Iteration 33Q: 3 clusters Score -134387.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -134401.796875 Penalty: 2363.303711 Iteration 34Q: 3 clusters Score -134401.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -134416.890625 Penalty: 2363.303711 Iteration 35Q: 3 clusters Score -134416.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -134431.921875 Penalty: 2363.303711 Iteration 36Q: 3 clusters Score -134431.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -134448.921875 Penalty: 2363.303711 Iteration 37Q: 3 clusters Score -134448.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -134460.875000 Penalty: 2363.303711 Iteration 38Q: 3 clusters Score -134460.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -134462.812500 Penalty: 2363.303711 Iteration 39Q: 3 clusters Score -134462.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -134462.812500 Penalty: 2363.303711 Iteration 40F: 3 clusters Score -134462.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14314 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2555 members Mstep: Class 6 contains 3573 members Mstep: Class 7 contains 91918 members Mstep: Class 8 contains 320 members Mstep: Class 9 contains 3084 members Mstep: Class 10 contains 140131 members Mstep: Class 11 contains 41051 members Mstep: Class 12 contains 985 members Mstep: Class 13 contains 2492 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 12538 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 11584 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1716 members Mstep: Class 23 contains 1119 members Entering Unmasked Estep Score: -33086918.000000 Penalty: 47653.777344 Splitting cluster 8 changes total score from -33087796.000000 to -33086918.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 9 (3084 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3084 members Entering Unmasked Estep Score: -264349.531250 Penalty: 1305.522095 Iteration 0F: 2 clusters Score -264349.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -261625.843750 Penalty: 2611.044189 Iteration 0F: 3 clusters Score -261625.8 nChanged 1190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -262401.343750 Penalty: 2611.044189 Iteration 1F: 3 clusters Score -262401.3 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -262632.843750 Penalty: 2611.044189 Iteration 2F: 3 clusters Score -262632.8 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -262799.656250 Penalty: 2611.044189 Iteration 3F: 3 clusters Score -262799.7 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -262912.687500 Penalty: 2611.044189 Iteration 4Q: 3 clusters Score -262912.7 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -263009.281250 Penalty: 2611.044189 Iteration 5Q: 3 clusters Score -263009.3 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -263122.343750 Penalty: 2611.044189 Iteration 6Q: 3 clusters Score -263122.3 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -263207.093750 Penalty: 2611.044189 Iteration 7Q: 3 clusters Score -263207.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -263282.468750 Penalty: 2611.044189 Iteration 8Q: 3 clusters Score -263282.5 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -263348.343750 Penalty: 2611.044189 Iteration 9Q: 3 clusters Score -263348.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -263410.281250 Penalty: 2611.044189 Iteration 10Q: 3 clusters Score -263410.3 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -263490.562500 Penalty: 2611.044189 Iteration 11Q: 3 clusters Score -263490.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -263570.718750 Penalty: 2611.044189 Iteration 12Q: 3 clusters Score -263570.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -263652.781250 Penalty: 2611.044189 Iteration 13Q: 3 clusters Score -263652.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -263753.250000 Penalty: 2611.044189 Iteration 14Q: 3 clusters Score -263753.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2383 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -263830.250000 Penalty: 2611.044189 Iteration 15Q: 3 clusters Score -263830.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -263900.156250 Penalty: 2611.044189 Iteration 16Q: 3 clusters Score -263900.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2454 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -263958.937500 Penalty: 2611.044189 Iteration 17Q: 3 clusters Score -263958.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2489 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -264021.312500 Penalty: 2611.044189 Iteration 18Q: 3 clusters Score -264021.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -264064.812500 Penalty: 2611.044189 Iteration 19Q: 3 clusters Score -264064.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -264108.843750 Penalty: 2611.044189 Iteration 20F: 3 clusters Score -264108.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2556 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -264154.625000 Penalty: 2611.044189 Iteration 21Q: 3 clusters Score -264154.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2578 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -264205.406250 Penalty: 2611.044189 Iteration 22Q: 3 clusters Score -264205.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2603 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -264245.750000 Penalty: 2611.044189 Iteration 23Q: 3 clusters Score -264245.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -264263.937500 Penalty: 2611.044189 Iteration 24Q: 3 clusters Score -264263.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -264272.468750 Penalty: 2611.044189 Iteration 25Q: 3 clusters Score -264272.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -264274.750000 Penalty: 2611.044189 Iteration 26Q: 3 clusters Score -264274.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2633 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -264279.187500 Penalty: 2611.044189 Iteration 27Q: 3 clusters Score -264279.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -264287.312500 Penalty: 2611.044189 Iteration 28Q: 3 clusters Score -264287.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2639 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -264288.750000 Penalty: 2611.044189 Iteration 29Q: 3 clusters Score -264288.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2639 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -264288.750000 Penalty: 2611.044189 Iteration 30F: 3 clusters Score -264288.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (140131 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140131 members Entering Unmasked Estep Score: -13963715.000000 Penalty: 1925.679199 Iteration 0F: 2 clusters Score -1.396372e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69827 members Mstep: Class 2 contains 70304 members Entering Unmasked Estep Score: -13869838.000000 Penalty: 3851.358398 Iteration 0F: 3 clusters Score -1.386984e+07 nChanged 67563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63702 members Mstep: Class 2 contains 76429 members Entering Unmasked Estep Score: -13910329.000000 Penalty: 3851.358398 Iteration 1F: 3 clusters Score -1.391033e+07 nChanged 6215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59353 members Mstep: Class 2 contains 80778 members Entering Unmasked Estep Score: -13912568.000000 Penalty: 3851.358398 Iteration 2Q: 3 clusters Score -1.391257e+07 nChanged 7685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52920 members Mstep: Class 2 contains 87211 members Entering Unmasked Estep Score: -13916212.000000 Penalty: 3851.358398 Iteration 3F: 3 clusters Score -1.391621e+07 nChanged 9680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43858 members Mstep: Class 2 contains 96273 members Entering Unmasked Estep Score: -13922309.000000 Penalty: 3851.358398 Iteration 4F: 3 clusters Score -1.392231e+07 nChanged 11470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32646 members Mstep: Class 2 contains 107485 members Entering Unmasked Estep Score: -13931080.000000 Penalty: 3851.358398 Iteration 5F: 3 clusters Score -1.393108e+07 nChanged 11706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21002 members Mstep: Class 2 contains 119129 members Entering Unmasked Estep Score: -13941757.000000 Penalty: 3851.358398 Iteration 6F: 3 clusters Score -1.394176e+07 nChanged 10045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10971 members Mstep: Class 2 contains 129160 members Entering Unmasked Estep Score: -13951454.000000 Penalty: 3851.358398 Iteration 7F: 3 clusters Score -1.395145e+07 nChanged 6341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4630 members Mstep: Class 2 contains 135501 members Entering Unmasked Estep Score: -13957796.000000 Penalty: 3851.358398 Iteration 8Q: 3 clusters Score -1.39578e+07 nChanged 2945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 138444 members Entering Unmasked Estep Score: -13960498.000000 Penalty: 3851.358398 Iteration 9Q: 3 clusters Score -1.39605e+07 nChanged 1010 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 139454 members Entering Unmasked Estep Score: -13961464.000000 Penalty: 3851.358398 Iteration 10Q: 3 clusters Score -1.396146e+07 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 139746 members Entering Unmasked Estep Score: -13961751.000000 Penalty: 3851.358398 Iteration 11Q: 3 clusters Score -1.396175e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 139831 members Entering Unmasked Estep Score: -13961850.000000 Penalty: 3851.358398 Iteration 12Q: 3 clusters Score -1.396185e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 139876 members Entering Unmasked Estep Score: -13961934.000000 Penalty: 3851.358398 Iteration 13Q: 3 clusters Score -1.396193e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 139892 members Entering Unmasked Estep Score: -13961956.000000 Penalty: 3851.358398 Iteration 14Q: 3 clusters Score -1.396196e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 139905 members Entering Unmasked Estep Score: -13961983.000000 Penalty: 3851.358398 Iteration 15Q: 3 clusters Score -1.396198e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 139914 members Entering Unmasked Estep Score: -13962007.000000 Penalty: 3851.358398 Iteration 16Q: 3 clusters Score -1.396201e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 139916 members Entering Unmasked Estep Score: -13962020.000000 Penalty: 3851.358398 Iteration 17Q: 3 clusters Score -1.396202e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 139916 members Entering Unmasked Estep Score: -13962020.000000 Penalty: 3851.358398 Iteration 18Q: 3 clusters Score -1.396202e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 139917 members Entering Unmasked Estep Score: -13962015.000000 Penalty: 3851.358398 Iteration 19Q: 3 clusters Score -1.396202e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 139917 members Entering Unmasked Estep Score: -13962015.000000 Penalty: 3851.358398 Iteration 20F: 3 clusters Score -1.396202e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (41051 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41051 members Entering Unmasked Estep Score: -3943414.750000 Penalty: 1726.167603 Iteration 0F: 2 clusters Score -3943415 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20485 members Mstep: Class 2 contains 20566 members Entering Unmasked Estep Score: -3915832.250000 Penalty: 3452.335205 Iteration 0F: 3 clusters Score -3915832 nChanged 19097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19496 members Mstep: Class 2 contains 21555 members Entering Unmasked Estep Score: -3926829.000000 Penalty: 3452.335205 Iteration 1F: 3 clusters Score -3926829 nChanged 1844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18814 members Mstep: Class 2 contains 22237 members Entering Unmasked Estep Score: -3927533.000000 Penalty: 3452.335205 Iteration 2Q: 3 clusters Score -3927533 nChanged 2060 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17888 members Mstep: Class 2 contains 23163 members Entering Unmasked Estep Score: -3928475.750000 Penalty: 3452.335205 Iteration 3F: 3 clusters Score -3928476 nChanged 2365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16677 members Mstep: Class 2 contains 24374 members Entering Unmasked Estep Score: -3929840.250000 Penalty: 3452.335205 Iteration 4F: 3 clusters Score -3929840 nChanged 2670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15227 members Mstep: Class 2 contains 25824 members Entering Unmasked Estep Score: -3931718.000000 Penalty: 3452.335205 Iteration 5F: 3 clusters Score -3931718 nChanged 2810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13633 members Mstep: Class 2 contains 27418 members Entering Unmasked Estep Score: -3933950.250000 Penalty: 3452.335205 Iteration 6F: 3 clusters Score -3933950 nChanged 2705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12188 members Mstep: Class 2 contains 28863 members Entering Unmasked Estep Score: -3936302.750000 Penalty: 3452.335205 Iteration 7F: 3 clusters Score -3936303 nChanged 2289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11111 members Mstep: Class 2 contains 29940 members Entering Unmasked Estep Score: -3938111.750000 Penalty: 3452.335205 Iteration 8F: 3 clusters Score -3938112 nChanged 1701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10334 members Mstep: Class 2 contains 30717 members Entering Unmasked Estep Score: -3939192.500000 Penalty: 3452.335205 Iteration 9Q: 3 clusters Score -3939192 nChanged 1142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9720 members Mstep: Class 2 contains 31331 members Entering Unmasked Estep Score: -3939725.000000 Penalty: 3452.335205 Iteration 10Q: 3 clusters Score -3939725 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9204 members Mstep: Class 2 contains 31847 members Entering Unmasked Estep Score: -3940070.000000 Penalty: 3452.335205 Iteration 11Q: 3 clusters Score -3940070 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8713 members Mstep: Class 2 contains 32338 members Entering Unmasked Estep Score: -3940339.500000 Penalty: 3452.335205 Iteration 12Q: 3 clusters Score -3940340 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8245 members Mstep: Class 2 contains 32806 members Entering Unmasked Estep Score: -3940616.750000 Penalty: 3452.335205 Iteration 13Q: 3 clusters Score -3940617 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7792 members Mstep: Class 2 contains 33259 members Entering Unmasked Estep Score: -3940858.000000 Penalty: 3452.335205 Iteration 14Q: 3 clusters Score -3940858 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7359 members Mstep: Class 2 contains 33692 members Entering Unmasked Estep Score: -3941061.750000 Penalty: 3452.335205 Iteration 15Q: 3 clusters Score -3941062 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6939 members Mstep: Class 2 contains 34112 members Entering Unmasked Estep Score: -3941283.500000 Penalty: 3452.335205 Iteration 16Q: 3 clusters Score -3941284 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6523 members Mstep: Class 2 contains 34528 members Entering Unmasked Estep Score: -3941524.000000 Penalty: 3452.335205 Iteration 17Q: 3 clusters Score -3941524 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6154 members Mstep: Class 2 contains 34897 members Entering Unmasked Estep Score: -3941724.500000 Penalty: 3452.335205 Iteration 18Q: 3 clusters Score -3941724 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5824 members Mstep: Class 2 contains 35227 members Entering Unmasked Estep Score: -3941879.250000 Penalty: 3452.335205 Iteration 19Q: 3 clusters Score -3941879 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5536 members Mstep: Class 2 contains 35515 members Entering Unmasked Estep Score: -3942009.250000 Penalty: 3452.335205 Iteration 20F: 3 clusters Score -3942009 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5285 members Mstep: Class 2 contains 35766 members Entering Unmasked Estep Score: -3942116.250000 Penalty: 3452.335205 Iteration 21Q: 3 clusters Score -3942116 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5068 members Mstep: Class 2 contains 35983 members Entering Unmasked Estep Score: -3942180.250000 Penalty: 3452.335205 Iteration 22Q: 3 clusters Score -3942180 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4872 members Mstep: Class 2 contains 36179 members Entering Unmasked Estep Score: -3942258.500000 Penalty: 3452.335205 Iteration 23Q: 3 clusters Score -3942258 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4708 members Mstep: Class 2 contains 36343 members Entering Unmasked Estep Score: -3942313.250000 Penalty: 3452.335205 Iteration 24Q: 3 clusters Score -3942313 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4570 members Mstep: Class 2 contains 36481 members Entering Unmasked Estep Score: -3942372.250000 Penalty: 3452.335205 Iteration 25Q: 3 clusters Score -3942372 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4453 members Mstep: Class 2 contains 36598 members Entering Unmasked Estep Score: -3942415.000000 Penalty: 3452.335205 Iteration 26Q: 3 clusters Score -3942415 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4334 members Mstep: Class 2 contains 36717 members Entering Unmasked Estep Score: -3942449.500000 Penalty: 3452.335205 Iteration 27Q: 3 clusters Score -3942450 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4233 members Mstep: Class 2 contains 36818 members Entering Unmasked Estep Score: -3942482.000000 Penalty: 3452.335205 Iteration 28Q: 3 clusters Score -3942482 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4131 members Mstep: Class 2 contains 36920 members Entering Unmasked Estep Score: -3942516.500000 Penalty: 3452.335205 Iteration 29Q: 3 clusters Score -3942516 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4039 members Mstep: Class 2 contains 37012 members Entering Unmasked Estep Score: -3942551.750000 Penalty: 3452.335205 Iteration 30Q: 3 clusters Score -3942552 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3961 members Mstep: Class 2 contains 37090 members Entering Unmasked Estep Score: -3942568.750000 Penalty: 3452.335205 Iteration 31Q: 3 clusters Score -3942569 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3896 members Mstep: Class 2 contains 37155 members Entering Unmasked Estep Score: -3942582.500000 Penalty: 3452.335205 Iteration 32Q: 3 clusters Score -3942582 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3839 members Mstep: Class 2 contains 37212 members Entering Unmasked Estep Score: -3942579.000000 Penalty: 3452.335205 Iteration 33Q: 3 clusters Score -3942579 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3788 members Mstep: Class 2 contains 37263 members Entering Unmasked Estep Score: -3942598.250000 Penalty: 3452.335205 Iteration 34Q: 3 clusters Score -3942598 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3751 members Mstep: Class 2 contains 37300 members Entering Unmasked Estep Score: -3942598.750000 Penalty: 3452.335205 Iteration 35Q: 3 clusters Score -3942599 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3721 members Mstep: Class 2 contains 37330 members Entering Unmasked Estep Score: -3942606.000000 Penalty: 3452.335205 Iteration 36Q: 3 clusters Score -3942606 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3696 members Mstep: Class 2 contains 37355 members Entering Unmasked Estep Score: -3942604.500000 Penalty: 3452.335205 Iteration 37Q: 3 clusters Score -3942604 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3671 members Mstep: Class 2 contains 37380 members Entering Unmasked Estep Score: -3942596.250000 Penalty: 3452.335205 Iteration 38Q: 3 clusters Score -3942596 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3647 members Mstep: Class 2 contains 37404 members Entering Unmasked Estep Score: -3942601.000000 Penalty: 3452.335205 Iteration 39Q: 3 clusters Score -3942601 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3621 members Mstep: Class 2 contains 37430 members Entering Unmasked Estep Score: -3942606.750000 Penalty: 3452.335205 Iteration 40F: 3 clusters Score -3942607 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3602 members Mstep: Class 2 contains 37449 members Entering Unmasked Estep Score: -3942616.000000 Penalty: 3452.335205 Iteration 41Q: 3 clusters Score -3942616 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3581 members Mstep: Class 2 contains 37470 members Entering Unmasked Estep Score: -3942623.500000 Penalty: 3452.335205 Iteration 42Q: 3 clusters Score -3942624 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3562 members Mstep: Class 2 contains 37489 members Entering Unmasked Estep Score: -3942626.000000 Penalty: 3452.335205 Iteration 43Q: 3 clusters Score -3942626 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3546 members Mstep: Class 2 contains 37505 members Entering Unmasked Estep Score: -3942635.000000 Penalty: 3452.335205 Iteration 44Q: 3 clusters Score -3942635 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3537 members Mstep: Class 2 contains 37514 members Entering Unmasked Estep Score: -3942632.500000 Penalty: 3452.335205 Iteration 45Q: 3 clusters Score -3942632 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3523 members Mstep: Class 2 contains 37528 members Entering Unmasked Estep Score: -3942632.250000 Penalty: 3452.335205 Iteration 46Q: 3 clusters Score -3942632 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3513 members Mstep: Class 2 contains 37538 members Entering Unmasked Estep Score: -3942639.250000 Penalty: 3452.335205 Iteration 47Q: 3 clusters Score -3942639 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3504 members Mstep: Class 2 contains 37547 members Entering Unmasked Estep Score: -3942639.250000 Penalty: 3452.335205 Iteration 48Q: 3 clusters Score -3942639 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3496 members Mstep: Class 2 contains 37555 members Entering Unmasked Estep Score: -3942642.250000 Penalty: 3452.335205 Iteration 49Q: 3 clusters Score -3942642 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3490 members Mstep: Class 2 contains 37561 members Entering Unmasked Estep Score: -3942638.500000 Penalty: 3452.335205 Iteration 50Q: 3 clusters Score -3942638 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3479 members Mstep: Class 2 contains 37572 members Entering Unmasked Estep Score: -3942637.750000 Penalty: 3452.335205 Iteration 51Q: 3 clusters Score -3942638 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3468 members Mstep: Class 2 contains 37583 members Entering Unmasked Estep Score: -3942640.500000 Penalty: 3452.335205 Iteration 52Q: 3 clusters Score -3942640 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3460 members Mstep: Class 2 contains 37591 members Entering Unmasked Estep Score: -3942642.000000 Penalty: 3452.335205 Iteration 53Q: 3 clusters Score -3942642 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3454 members Mstep: Class 2 contains 37597 members Entering Unmasked Estep Score: -3942640.000000 Penalty: 3452.335205 Iteration 54Q: 3 clusters Score -3942640 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3445 members Mstep: Class 2 contains 37606 members Entering Unmasked Estep Score: -3942639.250000 Penalty: 3452.335205 Iteration 55Q: 3 clusters Score -3942639 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3432 members Mstep: Class 2 contains 37619 members Entering Unmasked Estep Score: -3942639.000000 Penalty: 3452.335205 Iteration 56Q: 3 clusters Score -3942639 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3423 members Mstep: Class 2 contains 37628 members Entering Unmasked Estep Score: -3942636.750000 Penalty: 3452.335205 Iteration 57Q: 3 clusters Score -3942637 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3410 members Mstep: Class 2 contains 37641 members Entering Unmasked Estep Score: -3942639.750000 Penalty: 3452.335205 Iteration 58Q: 3 clusters Score -3942640 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3402 members Mstep: Class 2 contains 37649 members Entering Unmasked Estep Score: -3942631.250000 Penalty: 3452.335205 Iteration 59Q: 3 clusters Score -3942631 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3397 members Mstep: Class 2 contains 37654 members Entering Unmasked Estep Score: -3942631.000000 Penalty: 3452.335205 Iteration 60F: 3 clusters Score -3942631 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3389 members Mstep: Class 2 contains 37662 members Entering Unmasked Estep Score: -3942632.500000 Penalty: 3452.335205 Iteration 61Q: 3 clusters Score -3942632 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3387 members Mstep: Class 2 contains 37664 members Entering Unmasked Estep Score: -3942629.750000 Penalty: 3452.335205 Iteration 62Q: 3 clusters Score -3942630 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3384 members Mstep: Class 2 contains 37667 members Entering Unmasked Estep Score: -3942636.000000 Penalty: 3452.335205 Iteration 63Q: 3 clusters Score -3942636 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3381 members Mstep: Class 2 contains 37670 members Entering Unmasked Estep Score: -3942639.500000 Penalty: 3452.335205 Iteration 64Q: 3 clusters Score -3942640 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3376 members Mstep: Class 2 contains 37675 members Entering Unmasked Estep Score: -3942641.250000 Penalty: 3452.335205 Iteration 65Q: 3 clusters Score -3942641 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3373 members Mstep: Class 2 contains 37678 members Entering Unmasked Estep Score: -3942642.000000 Penalty: 3452.335205 Iteration 66Q: 3 clusters Score -3942642 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3372 members Mstep: Class 2 contains 37679 members Entering Unmasked Estep Score: -3942644.000000 Penalty: 3452.335205 Iteration 67Q: 3 clusters Score -3942644 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3372 members Mstep: Class 2 contains 37679 members Entering Unmasked Estep Score: -3942644.000000 Penalty: 3452.335205 Iteration 68F: 3 clusters Score -3942644 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (985 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Entering Unmasked Estep Score: -90585.335938 Penalty: 1120.054199 Iteration 0F: 2 clusters Score -90585.34 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -89161.609375 Penalty: 2240.108398 Iteration 0F: 3 clusters Score -89161.61 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -89425.078125 Penalty: 2240.108398 Iteration 1F: 3 clusters Score -89425.08 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -89505.679688 Penalty: 2240.108398 Iteration 2F: 3 clusters Score -89505.68 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -89540.078125 Penalty: 2240.108398 Iteration 3Q: 3 clusters Score -89540.08 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -89565.859375 Penalty: 2240.108398 Iteration 4Q: 3 clusters Score -89565.86 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -89600.234375 Penalty: 2240.108398 Iteration 5Q: 3 clusters Score -89600.23 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -89615.742188 Penalty: 2240.108398 Iteration 6Q: 3 clusters Score -89615.74 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -89627.734375 Penalty: 2240.108398 Iteration 7Q: 3 clusters Score -89627.73 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -89636.968750 Penalty: 2240.108398 Iteration 8Q: 3 clusters Score -89636.97 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -89641.898438 Penalty: 2240.108398 Iteration 9Q: 3 clusters Score -89641.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -89651.195312 Penalty: 2240.108398 Iteration 10Q: 3 clusters Score -89651.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -89660.109375 Penalty: 2240.108398 Iteration 11Q: 3 clusters Score -89660.11 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -89668.562500 Penalty: 2240.108398 Iteration 12Q: 3 clusters Score -89668.56 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -89672.046875 Penalty: 2240.108398 Iteration 13Q: 3 clusters Score -89672.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -89676.453125 Penalty: 2240.108398 Iteration 14Q: 3 clusters Score -89676.45 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -89681.609375 Penalty: 2240.108398 Iteration 15Q: 3 clusters Score -89681.61 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -89686.382812 Penalty: 2240.108398 Iteration 16Q: 3 clusters Score -89686.38 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -89688.234375 Penalty: 2240.108398 Iteration 17Q: 3 clusters Score -89688.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -89690.179688 Penalty: 2240.108398 Iteration 18Q: 3 clusters Score -89690.18 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -89691.093750 Penalty: 2240.108398 Iteration 19Q: 3 clusters Score -89691.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -89692.140625 Penalty: 2240.108398 Iteration 20F: 3 clusters Score -89692.14 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2492 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2492 members Entering Unmasked Estep Score: -230353.234375 Penalty: 1270.886597 Iteration 0F: 2 clusters Score -230353.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -227961.187500 Penalty: 2541.773193 Iteration 0F: 3 clusters Score -227961.2 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -228557.156250 Penalty: 2541.773193 Iteration 1F: 3 clusters Score -228557.2 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -228778.734375 Penalty: 2541.773193 Iteration 2F: 3 clusters Score -228778.7 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -228948.687500 Penalty: 2541.773193 Iteration 3F: 3 clusters Score -228948.7 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -229126.437500 Penalty: 2541.773193 Iteration 4F: 3 clusters Score -229126.4 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -229288.859375 Penalty: 2541.773193 Iteration 5F: 3 clusters Score -229288.9 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -229385.437500 Penalty: 2541.773193 Iteration 6Q: 3 clusters Score -229385.4 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -229453.328125 Penalty: 2541.773193 Iteration 7Q: 3 clusters Score -229453.3 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -229514.656250 Penalty: 2541.773193 Iteration 8Q: 3 clusters Score -229514.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -229554.953125 Penalty: 2541.773193 Iteration 9Q: 3 clusters Score -229555 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -229583.328125 Penalty: 2541.773193 Iteration 10Q: 3 clusters Score -229583.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -229600.890625 Penalty: 2541.773193 Iteration 11Q: 3 clusters Score -229600.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -229618.171875 Penalty: 2541.773193 Iteration 12Q: 3 clusters Score -229618.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -229631.781250 Penalty: 2541.773193 Iteration 13Q: 3 clusters Score -229631.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -229641.578125 Penalty: 2541.773193 Iteration 14Q: 3 clusters Score -229641.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -229647.578125 Penalty: 2541.773193 Iteration 15Q: 3 clusters Score -229647.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -229655.468750 Penalty: 2541.773193 Iteration 16Q: 3 clusters Score -229655.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -229659.578125 Penalty: 2541.773193 Iteration 17Q: 3 clusters Score -229659.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -229663.593750 Penalty: 2541.773193 Iteration 18Q: 3 clusters Score -229663.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -229668.875000 Penalty: 2541.773193 Iteration 19Q: 3 clusters Score -229668.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -229674.156250 Penalty: 2541.773193 Iteration 20F: 3 clusters Score -229674.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -229677.031250 Penalty: 2541.773193 Iteration 21Q: 3 clusters Score -229677 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -229678.968750 Penalty: 2541.773193 Iteration 22Q: 3 clusters Score -229679 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -229679.625000 Penalty: 2541.773193 Iteration 23Q: 3 clusters Score -229679.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -229680.687500 Penalty: 2541.773193 Iteration 24Q: 3 clusters Score -229680.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -229683.578125 Penalty: 2541.773193 Iteration 25Q: 3 clusters Score -229683.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -229685.968750 Penalty: 2541.773193 Iteration 26Q: 3 clusters Score -229686 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -229687.546875 Penalty: 2541.773193 Iteration 27Q: 3 clusters Score -229687.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -229689.687500 Penalty: 2541.773193 Iteration 28Q: 3 clusters Score -229689.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -229689.656250 Penalty: 2541.773193 Iteration 29Q: 3 clusters Score -229689.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -229690.312500 Penalty: 2541.773193 Iteration 30Q: 3 clusters Score -229690.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -229691.593750 Penalty: 2541.773193 Iteration 31Q: 3 clusters Score -229691.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -229692.234375 Penalty: 2541.773193 Iteration 32Q: 3 clusters Score -229692.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -229693.171875 Penalty: 2541.773193 Iteration 33Q: 3 clusters Score -229693.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -229694.656250 Penalty: 2541.773193 Iteration 34Q: 3 clusters Score -229694.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -229696.703125 Penalty: 2541.773193 Iteration 35Q: 3 clusters Score -229696.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -229698.250000 Penalty: 2541.773193 Iteration 36Q: 3 clusters Score -229698.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -229699.750000 Penalty: 2541.773193 Iteration 37Q: 3 clusters Score -229699.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -229701.671875 Penalty: 2541.773193 Iteration 38Q: 3 clusters Score -229701.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -229703.593750 Penalty: 2541.773193 Iteration 39Q: 3 clusters Score -229703.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -229704.921875 Penalty: 2541.773193 Iteration 40F: 3 clusters Score -229704.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (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: -29641.347656 Penalty: 977.228760 Iteration 0F: 2 clusters Score -29641.35 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -28789.570312 Penalty: 1954.457520 Iteration 0F: 3 clusters Score -28789.57 nChanged 109 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: -28966.548828 Penalty: 1954.457520 Iteration 1F: 3 clusters Score -28966.55 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -29068.205078 Penalty: 1954.457520 Iteration 2F: 3 clusters Score -29068.21 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -29200.177734 Penalty: 1954.457520 Iteration 3Q: 3 clusters Score -29200.18 nChanged 25 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: -29264.279297 Penalty: 1954.457520 Iteration 4F: 3 clusters Score -29264.28 nChanged 15 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: -29314.769531 Penalty: 1954.457520 Iteration 5Q: 3 clusters Score -29314.77 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -29345.871094 Penalty: 1954.457520 Iteration 6Q: 3 clusters Score -29345.87 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -29359.775391 Penalty: 1954.457520 Iteration 7Q: 3 clusters Score -29359.78 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -29400.072266 Penalty: 1954.457520 Iteration 8Q: 3 clusters Score -29400.07 nChanged 6 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: -29416.550781 Penalty: 1954.457520 Iteration 9Q: 3 clusters Score -29416.55 nChanged 2 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: -29426.140625 Penalty: 1954.457520 Iteration 10Q: 3 clusters Score -29426.14 nChanged 0 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: -29426.140625 Penalty: 1954.457520 Iteration 11F: 3 clusters Score -29426.14 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2221 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Entering Unmasked Estep Score: -192263.546875 Penalty: 1252.178345 Iteration 0F: 2 clusters Score -192263.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -190124.078125 Penalty: 2504.356689 Iteration 0F: 3 clusters Score -190124.1 nChanged 805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -190670.968750 Penalty: 2504.356689 Iteration 1F: 3 clusters Score -190671 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -190814.500000 Penalty: 2504.356689 Iteration 2F: 3 clusters Score -190814.5 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -190951.250000 Penalty: 2504.356689 Iteration 3F: 3 clusters Score -190951.2 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -191071.109375 Penalty: 2504.356689 Iteration 4Q: 3 clusters Score -191071.1 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -191183.968750 Penalty: 2504.356689 Iteration 5Q: 3 clusters Score -191184 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -191289.531250 Penalty: 2504.356689 Iteration 6Q: 3 clusters Score -191289.5 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -191381.843750 Penalty: 2504.356689 Iteration 7Q: 3 clusters Score -191381.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -191480.718750 Penalty: 2504.356689 Iteration 8Q: 3 clusters Score -191480.7 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -191599.000000 Penalty: 2504.356689 Iteration 9Q: 3 clusters Score -191599 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -191730.968750 Penalty: 2504.356689 Iteration 10Q: 3 clusters Score -191731 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -191829.781250 Penalty: 2504.356689 Iteration 11Q: 3 clusters Score -191829.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -191877.546875 Penalty: 2504.356689 Iteration 12Q: 3 clusters Score -191877.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -191903.359375 Penalty: 2504.356689 Iteration 13Q: 3 clusters Score -191903.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -191914.843750 Penalty: 2504.356689 Iteration 14Q: 3 clusters Score -191914.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -191925.218750 Penalty: 2504.356689 Iteration 15Q: 3 clusters Score -191925.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -191932.937500 Penalty: 2504.356689 Iteration 16Q: 3 clusters Score -191932.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -191936.734375 Penalty: 2504.356689 Iteration 17Q: 3 clusters Score -191936.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -191937.015625 Penalty: 2504.356689 Iteration 18Q: 3 clusters Score -191937 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -191937.015625 Penalty: 2504.356689 Iteration 19F: 3 clusters Score -191937 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -191938.593750 Penalty: 2504.356689 Iteration 20F: 3 clusters Score -191938.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (12538 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12538 members Entering Unmasked Estep Score: -1198594.500000 Penalty: 1533.434448 Iteration 0F: 2 clusters Score -1198594 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6201 members Mstep: Class 2 contains 6337 members Entering Unmasked Estep Score: -1189767.750000 Penalty: 3066.868896 Iteration 0F: 3 clusters Score -1189768 nChanged 5554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5887 members Mstep: Class 2 contains 6651 members Entering Unmasked Estep Score: -1192750.875000 Penalty: 3066.868896 Iteration 1F: 3 clusters Score -1192751 nChanged 743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5670 members Mstep: Class 2 contains 6868 members Entering Unmasked Estep Score: -1193058.625000 Penalty: 3066.868896 Iteration 2F: 3 clusters Score -1193059 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5419 members Mstep: Class 2 contains 7119 members Entering Unmasked Estep Score: -1193321.375000 Penalty: 3066.868896 Iteration 3Q: 3 clusters Score -1193321 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5087 members Mstep: Class 2 contains 7451 members Entering Unmasked Estep Score: -1193617.500000 Penalty: 3066.868896 Iteration 4Q: 3 clusters Score -1193618 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4636 members Mstep: Class 2 contains 7902 members Entering Unmasked Estep Score: -1193970.625000 Penalty: 3066.868896 Iteration 5Q: 3 clusters Score -1193971 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4120 members Mstep: Class 2 contains 8418 members Entering Unmasked Estep Score: -1194421.375000 Penalty: 3066.868896 Iteration 6F: 3 clusters Score -1194421 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3585 members Mstep: Class 2 contains 8953 members Entering Unmasked Estep Score: -1194929.500000 Penalty: 3066.868896 Iteration 7F: 3 clusters Score -1194930 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3046 members Mstep: Class 2 contains 9492 members Entering Unmasked Estep Score: -1195432.375000 Penalty: 3066.868896 Iteration 8Q: 3 clusters Score -1195432 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 10009 members Entering Unmasked Estep Score: -1195919.375000 Penalty: 3066.868896 Iteration 9Q: 3 clusters Score -1195919 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 10442 members Entering Unmasked Estep Score: -1196321.625000 Penalty: 3066.868896 Iteration 10Q: 3 clusters Score -1196322 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 10786 members Entering Unmasked Estep Score: -1196602.625000 Penalty: 3066.868896 Iteration 11Q: 3 clusters Score -1196603 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 11062 members Entering Unmasked Estep Score: -1196820.000000 Penalty: 3066.868896 Iteration 12Q: 3 clusters Score -1196820 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 11280 members Entering Unmasked Estep Score: -1196978.250000 Penalty: 3066.868896 Iteration 13Q: 3 clusters Score -1196978 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 11438 members Entering Unmasked Estep Score: -1197081.750000 Penalty: 3066.868896 Iteration 14Q: 3 clusters Score -1197082 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 11551 members Entering Unmasked Estep Score: -1197154.375000 Penalty: 3066.868896 Iteration 15Q: 3 clusters Score -1197154 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 11638 members Entering Unmasked Estep Score: -1197208.000000 Penalty: 3066.868896 Iteration 16Q: 3 clusters Score -1197208 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 11696 members Entering Unmasked Estep Score: -1197239.375000 Penalty: 3066.868896 Iteration 17Q: 3 clusters Score -1197239 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 11750 members Entering Unmasked Estep Score: -1197266.875000 Penalty: 3066.868896 Iteration 18Q: 3 clusters Score -1197267 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 11797 members Entering Unmasked Estep Score: -1197288.125000 Penalty: 3066.868896 Iteration 19Q: 3 clusters Score -1197288 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 11828 members Entering Unmasked Estep Score: -1197301.875000 Penalty: 3066.868896 Iteration 20F: 3 clusters Score -1197302 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 11851 members Entering Unmasked Estep Score: -1197310.750000 Penalty: 3066.868896 Iteration 21Q: 3 clusters Score -1197311 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 11873 members Entering Unmasked Estep Score: -1197318.250000 Penalty: 3066.868896 Iteration 22Q: 3 clusters Score -1197318 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 11887 members Entering Unmasked Estep Score: -1197326.625000 Penalty: 3066.868896 Iteration 23Q: 3 clusters Score -1197327 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 11901 members Entering Unmasked Estep Score: -1197333.125000 Penalty: 3066.868896 Iteration 24Q: 3 clusters Score -1197333 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 11916 members Entering Unmasked Estep Score: -1197340.625000 Penalty: 3066.868896 Iteration 25Q: 3 clusters Score -1197341 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 11935 members Entering Unmasked Estep Score: -1197348.875000 Penalty: 3066.868896 Iteration 26Q: 3 clusters Score -1197349 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 11955 members Entering Unmasked Estep Score: -1197358.750000 Penalty: 3066.868896 Iteration 27Q: 3 clusters Score -1197359 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 11971 members Entering Unmasked Estep Score: -1197362.875000 Penalty: 3066.868896 Iteration 28Q: 3 clusters Score -1197363 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 11982 members Entering Unmasked Estep Score: -1197367.250000 Penalty: 3066.868896 Iteration 29Q: 3 clusters Score -1197367 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 11990 members Entering Unmasked Estep Score: -1197374.250000 Penalty: 3066.868896 Iteration 30Q: 3 clusters Score -1197374 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 11999 members Entering Unmasked Estep Score: -1197377.625000 Penalty: 3066.868896 Iteration 31Q: 3 clusters Score -1197378 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 12008 members Entering Unmasked Estep Score: -1197380.500000 Penalty: 3066.868896 Iteration 32Q: 3 clusters Score -1197380 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 12013 members Entering Unmasked Estep Score: -1197382.750000 Penalty: 3066.868896 Iteration 33Q: 3 clusters Score -1197383 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 12014 members Entering Unmasked Estep Score: -1197382.625000 Penalty: 3066.868896 Iteration 34Q: 3 clusters Score -1197383 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 12014 members Entering Unmasked Estep Score: -1197382.625000 Penalty: 3066.868896 Iteration 35F: 3 clusters Score -1197383 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1457 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Entering Unmasked Estep Score: -138042.671875 Penalty: 1183.671875 Iteration 0F: 2 clusters Score -138042.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -136336.125000 Penalty: 2367.343750 Iteration 0F: 3 clusters Score -136336.1 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -136745.734375 Penalty: 2367.343750 Iteration 1F: 3 clusters Score -136745.7 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -136920.796875 Penalty: 2367.343750 Iteration 2F: 3 clusters Score -136920.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -137071.656250 Penalty: 2367.343750 Iteration 3F: 3 clusters Score -137071.7 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -137219.046875 Penalty: 2367.343750 Iteration 4F: 3 clusters Score -137219 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -137329.812500 Penalty: 2367.343750 Iteration 5F: 3 clusters Score -137329.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -137400.140625 Penalty: 2367.343750 Iteration 6Q: 3 clusters Score -137400.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -137433.359375 Penalty: 2367.343750 Iteration 7Q: 3 clusters Score -137433.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -137456.125000 Penalty: 2367.343750 Iteration 8Q: 3 clusters Score -137456.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -137468.796875 Penalty: 2367.343750 Iteration 9Q: 3 clusters Score -137468.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -137472.875000 Penalty: 2367.343750 Iteration 10Q: 3 clusters Score -137472.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -137479.140625 Penalty: 2367.343750 Iteration 11Q: 3 clusters Score -137479.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -137485.812500 Penalty: 2367.343750 Iteration 12Q: 3 clusters Score -137485.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -137488.875000 Penalty: 2367.343750 Iteration 13Q: 3 clusters Score -137488.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -137489.359375 Penalty: 2367.343750 Iteration 14Q: 3 clusters Score -137489.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -137491.281250 Penalty: 2367.343750 Iteration 15Q: 3 clusters Score -137491.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -137491.281250 Penalty: 2367.343750 Iteration 16F: 3 clusters Score -137491.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (852 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Entering Unmasked Estep Score: -75618.078125 Penalty: 1096.482788 Iteration 0F: 2 clusters Score -75618.08 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 410 members Entering Unmasked Estep Score: -74344.296875 Penalty: 2192.965576 Iteration 0F: 3 clusters Score -74344.3 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -74735.789062 Penalty: 2192.965576 Iteration 1F: 3 clusters Score -74735.79 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -74911.929688 Penalty: 2192.965576 Iteration 2F: 3 clusters Score -74911.93 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -75009.648438 Penalty: 2192.965576 Iteration 3F: 3 clusters Score -75009.65 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -75063.562500 Penalty: 2192.965576 Iteration 4Q: 3 clusters Score -75063.56 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -75094.929688 Penalty: 2192.965576 Iteration 5Q: 3 clusters Score -75094.93 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -75120.234375 Penalty: 2192.965576 Iteration 6Q: 3 clusters Score -75120.23 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -75140.625000 Penalty: 2192.965576 Iteration 7Q: 3 clusters Score -75140.62 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -75155.921875 Penalty: 2192.965576 Iteration 8Q: 3 clusters Score -75155.92 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -75162.992188 Penalty: 2192.965576 Iteration 9Q: 3 clusters Score -75162.99 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -75166.984375 Penalty: 2192.965576 Iteration 10Q: 3 clusters Score -75166.98 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -75173.367188 Penalty: 2192.965576 Iteration 11Q: 3 clusters Score -75173.37 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -75178.312500 Penalty: 2192.965576 Iteration 12Q: 3 clusters Score -75178.31 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -75186.914062 Penalty: 2192.965576 Iteration 13Q: 3 clusters Score -75186.91 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -75196.898438 Penalty: 2192.965576 Iteration 14Q: 3 clusters Score -75196.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -75204.578125 Penalty: 2192.965576 Iteration 15Q: 3 clusters Score -75204.58 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -75208.476562 Penalty: 2192.965576 Iteration 16Q: 3 clusters Score -75208.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -75211.554688 Penalty: 2192.965576 Iteration 17Q: 3 clusters Score -75211.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -75212.445312 Penalty: 2192.965576 Iteration 18Q: 3 clusters Score -75212.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -75213.062500 Penalty: 2192.965576 Iteration 19Q: 3 clusters Score -75213.06 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -75213.609375 Penalty: 2192.965576 Iteration 20F: 3 clusters Score -75213.61 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (11584 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11584 members Entering Unmasked Estep Score: -1078444.375000 Penalty: 1520.574219 Iteration 0F: 2 clusters Score -1078444 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5739 members Mstep: Class 2 contains 5845 members Entering Unmasked Estep Score: -1070364.750000 Penalty: 3041.148438 Iteration 0F: 3 clusters Score -1070365 nChanged 4970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5571 members Mstep: Class 2 contains 6013 members Entering Unmasked Estep Score: -1073010.375000 Penalty: 3041.148438 Iteration 1F: 3 clusters Score -1073010 nChanged 695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5422 members Mstep: Class 2 contains 6162 members Entering Unmasked Estep Score: -1073322.250000 Penalty: 3041.148438 Iteration 2F: 3 clusters Score -1073322 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5266 members Mstep: Class 2 contains 6318 members Entering Unmasked Estep Score: -1073654.875000 Penalty: 3041.148438 Iteration 3F: 3 clusters Score -1073655 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5053 members Mstep: Class 2 contains 6531 members Entering Unmasked Estep Score: -1074074.250000 Penalty: 3041.148438 Iteration 4F: 3 clusters Score -1074074 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4848 members Mstep: Class 2 contains 6736 members Entering Unmasked Estep Score: -1074609.875000 Penalty: 3041.148438 Iteration 5F: 3 clusters Score -1074610 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4628 members Mstep: Class 2 contains 6956 members Entering Unmasked Estep Score: -1075244.625000 Penalty: 3041.148438 Iteration 6F: 3 clusters Score -1075245 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4520 members Mstep: Class 2 contains 7064 members Entering Unmasked Estep Score: -1075740.000000 Penalty: 3041.148438 Iteration 7F: 3 clusters Score -1075740 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4476 members Mstep: Class 2 contains 7108 members Entering Unmasked Estep Score: -1076155.250000 Penalty: 3041.148438 Iteration 8F: 3 clusters Score -1076155 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4478 members Mstep: Class 2 contains 7106 members Entering Unmasked Estep Score: -1076450.625000 Penalty: 3041.148438 Iteration 9Q: 3 clusters Score -1076451 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4497 members Mstep: Class 2 contains 7087 members Entering Unmasked Estep Score: -1076619.875000 Penalty: 3041.148438 Iteration 10Q: 3 clusters Score -1076620 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4473 members Mstep: Class 2 contains 7111 members Entering Unmasked Estep Score: -1076693.625000 Penalty: 3041.148438 Iteration 11Q: 3 clusters Score -1076694 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4464 members Mstep: Class 2 contains 7120 members Entering Unmasked Estep Score: -1076749.000000 Penalty: 3041.148438 Iteration 12Q: 3 clusters Score -1076749 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4466 members Mstep: Class 2 contains 7118 members Entering Unmasked Estep Score: -1076791.000000 Penalty: 3041.148438 Iteration 13Q: 3 clusters Score -1076791 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4462 members Mstep: Class 2 contains 7122 members Entering Unmasked Estep Score: -1076830.875000 Penalty: 3041.148438 Iteration 14Q: 3 clusters Score -1076831 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4449 members Mstep: Class 2 contains 7135 members Entering Unmasked Estep Score: -1076856.750000 Penalty: 3041.148438 Iteration 15Q: 3 clusters Score -1076857 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4429 members Mstep: Class 2 contains 7155 members Entering Unmasked Estep Score: -1076876.375000 Penalty: 3041.148438 Iteration 16Q: 3 clusters Score -1076876 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4423 members Mstep: Class 2 contains 7161 members Entering Unmasked Estep Score: -1076890.250000 Penalty: 3041.148438 Iteration 17Q: 3 clusters Score -1076890 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4409 members Mstep: Class 2 contains 7175 members Entering Unmasked Estep Score: -1076902.000000 Penalty: 3041.148438 Iteration 18Q: 3 clusters Score -1076902 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4397 members Mstep: Class 2 contains 7187 members Entering Unmasked Estep Score: -1076913.750000 Penalty: 3041.148438 Iteration 19Q: 3 clusters Score -1076914 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4382 members Mstep: Class 2 contains 7202 members Entering Unmasked Estep Score: -1076923.500000 Penalty: 3041.148438 Iteration 20F: 3 clusters Score -1076924 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4374 members Mstep: Class 2 contains 7210 members Entering Unmasked Estep Score: -1076930.250000 Penalty: 3041.148438 Iteration 21Q: 3 clusters Score -1076930 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4352 members Mstep: Class 2 contains 7232 members Entering Unmasked Estep Score: -1076935.625000 Penalty: 3041.148438 Iteration 22Q: 3 clusters Score -1076936 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4340 members Mstep: Class 2 contains 7244 members Entering Unmasked Estep Score: -1076942.125000 Penalty: 3041.148438 Iteration 23Q: 3 clusters Score -1076942 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4324 members Mstep: Class 2 contains 7260 members Entering Unmasked Estep Score: -1076946.750000 Penalty: 3041.148438 Iteration 24Q: 3 clusters Score -1076947 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4303 members Mstep: Class 2 contains 7281 members Entering Unmasked Estep Score: -1076952.375000 Penalty: 3041.148438 Iteration 25Q: 3 clusters Score -1076952 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4279 members Mstep: Class 2 contains 7305 members Entering Unmasked Estep Score: -1076956.500000 Penalty: 3041.148438 Iteration 26Q: 3 clusters Score -1076956 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4259 members Mstep: Class 2 contains 7325 members Entering Unmasked Estep Score: -1076963.375000 Penalty: 3041.148438 Iteration 27Q: 3 clusters Score -1076963 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4248 members Mstep: Class 2 contains 7336 members Entering Unmasked Estep Score: -1076973.000000 Penalty: 3041.148438 Iteration 28Q: 3 clusters Score -1076973 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4237 members Mstep: Class 2 contains 7347 members Entering Unmasked Estep Score: -1076972.750000 Penalty: 3041.148438 Iteration 29Q: 3 clusters Score -1076973 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4220 members Mstep: Class 2 contains 7364 members Entering Unmasked Estep Score: -1076973.375000 Penalty: 3041.148438 Iteration 30Q: 3 clusters Score -1076973 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4209 members Mstep: Class 2 contains 7375 members Entering Unmasked Estep Score: -1076976.875000 Penalty: 3041.148438 Iteration 31Q: 3 clusters Score -1076977 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4201 members Mstep: Class 2 contains 7383 members Entering Unmasked Estep Score: -1076978.875000 Penalty: 3041.148438 Iteration 32Q: 3 clusters Score -1076979 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4191 members Mstep: Class 2 contains 7393 members Entering Unmasked Estep Score: -1076981.375000 Penalty: 3041.148438 Iteration 33Q: 3 clusters Score -1076981 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4173 members Mstep: Class 2 contains 7411 members Entering Unmasked Estep Score: -1076985.125000 Penalty: 3041.148438 Iteration 34Q: 3 clusters Score -1076985 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4169 members Mstep: Class 2 contains 7415 members Entering Unmasked Estep Score: -1076989.500000 Penalty: 3041.148438 Iteration 35Q: 3 clusters Score -1076990 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4166 members Mstep: Class 2 contains 7418 members Entering Unmasked Estep Score: -1076993.125000 Penalty: 3041.148438 Iteration 36Q: 3 clusters Score -1076993 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4173 members Mstep: Class 2 contains 7411 members Entering Unmasked Estep Score: -1076992.000000 Penalty: 3041.148438 Iteration 37Q: 3 clusters Score -1076992 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4173 members Mstep: Class 2 contains 7411 members Entering Unmasked Estep Score: -1076995.500000 Penalty: 3041.148438 Iteration 38Q: 3 clusters Score -1076996 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4170 members Mstep: Class 2 contains 7414 members Entering Unmasked Estep Score: -1076997.250000 Penalty: 3041.148438 Iteration 39Q: 3 clusters Score -1076997 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4165 members Mstep: Class 2 contains 7419 members Entering Unmasked Estep Score: -1076997.000000 Penalty: 3041.148438 Iteration 40F: 3 clusters Score -1076997 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4162 members Mstep: Class 2 contains 7422 members Entering Unmasked Estep Score: -1076996.375000 Penalty: 3041.148438 Iteration 41Q: 3 clusters Score -1076996 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4162 members Mstep: Class 2 contains 7422 members Entering Unmasked Estep Score: -1076995.250000 Penalty: 3041.148438 Iteration 42Q: 3 clusters Score -1076995 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4163 members Mstep: Class 2 contains 7421 members Entering Unmasked Estep Score: -1076995.625000 Penalty: 3041.148438 Iteration 43Q: 3 clusters Score -1076996 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4165 members Mstep: Class 2 contains 7419 members Entering Unmasked Estep Score: -1076997.000000 Penalty: 3041.148438 Iteration 44Q: 3 clusters Score -1076997 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4166 members Mstep: Class 2 contains 7418 members Entering Unmasked Estep Score: -1076997.500000 Penalty: 3041.148438 Iteration 45Q: 3 clusters Score -1076998 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4165 members Mstep: Class 2 contains 7419 members Entering Unmasked Estep Score: -1076998.625000 Penalty: 3041.148438 Iteration 46Q: 3 clusters Score -1076999 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4165 members Mstep: Class 2 contains 7419 members Entering Unmasked Estep Score: -1077000.375000 Penalty: 3041.148438 Iteration 47Q: 3 clusters Score -1077000 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4164 members Mstep: Class 2 contains 7420 members Entering Unmasked Estep Score: -1076997.875000 Penalty: 3041.148438 Iteration 48Q: 3 clusters Score -1076998 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4162 members Mstep: Class 2 contains 7422 members Entering Unmasked Estep Score: -1076997.250000 Penalty: 3041.148438 Iteration 49Q: 3 clusters Score -1076997 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4164 members Mstep: Class 2 contains 7420 members Entering Unmasked Estep Score: -1076999.000000 Penalty: 3041.148438 Iteration 50Q: 3 clusters Score -1076999 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4168 members Mstep: Class 2 contains 7416 members Entering Unmasked Estep Score: -1076999.000000 Penalty: 3041.148438 Iteration 51Q: 3 clusters Score -1076999 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4173 members Mstep: Class 2 contains 7411 members Entering Unmasked Estep Score: -1076999.000000 Penalty: 3041.148438 Iteration 52Q: 3 clusters Score -1076999 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4175 members Mstep: Class 2 contains 7409 members Entering Unmasked Estep Score: -1077001.125000 Penalty: 3041.148438 Iteration 53Q: 3 clusters Score -1077001 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4175 members Mstep: Class 2 contains 7409 members Entering Unmasked Estep Score: -1077001.875000 Penalty: 3041.148438 Iteration 54Q: 3 clusters Score -1077002 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4176 members Mstep: Class 2 contains 7408 members Entering Unmasked Estep Score: -1077001.125000 Penalty: 3041.148438 Iteration 55Q: 3 clusters Score -1077001 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4174 members Mstep: Class 2 contains 7410 members Entering Unmasked Estep Score: -1077002.125000 Penalty: 3041.148438 Iteration 56Q: 3 clusters Score -1077002 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4173 members Mstep: Class 2 contains 7411 members Entering Unmasked Estep Score: -1077003.250000 Penalty: 3041.148438 Iteration 57Q: 3 clusters Score -1077003 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4173 members Mstep: Class 2 contains 7411 members Entering Unmasked Estep Score: -1077003.250000 Penalty: 3041.148438 Iteration 58F: 3 clusters Score -1077003 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (3209 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3209 members Entering Unmasked Estep Score: -316624.656250 Penalty: 1311.978516 Iteration 0F: 2 clusters Score -316624.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -313805.750000 Penalty: 2623.957031 Iteration 0F: 3 clusters Score -313805.8 nChanged 1191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -314520.000000 Penalty: 2623.957031 Iteration 1F: 3 clusters Score -314520 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -314673.187500 Penalty: 2623.957031 Iteration 2F: 3 clusters Score -314673.2 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -314781.500000 Penalty: 2623.957031 Iteration 3F: 3 clusters Score -314781.5 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -314854.156250 Penalty: 2623.957031 Iteration 4Q: 3 clusters Score -314854.2 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -314903.843750 Penalty: 2623.957031 Iteration 5Q: 3 clusters Score -314903.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -314944.812500 Penalty: 2623.957031 Iteration 6Q: 3 clusters Score -314944.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -314998.906250 Penalty: 2623.957031 Iteration 7Q: 3 clusters Score -314998.9 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -315055.000000 Penalty: 2623.957031 Iteration 8Q: 3 clusters Score -315055 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2293 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -315096.968750 Penalty: 2623.957031 Iteration 9Q: 3 clusters Score -315097 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -315130.406250 Penalty: 2623.957031 Iteration 10Q: 3 clusters Score -315130.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2366 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -315159.687500 Penalty: 2623.957031 Iteration 11Q: 3 clusters Score -315159.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -315189.843750 Penalty: 2623.957031 Iteration 12Q: 3 clusters Score -315189.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2445 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -315220.750000 Penalty: 2623.957031 Iteration 13Q: 3 clusters Score -315220.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2480 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -315252.593750 Penalty: 2623.957031 Iteration 14Q: 3 clusters Score -315252.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -315280.062500 Penalty: 2623.957031 Iteration 15Q: 3 clusters Score -315280.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2539 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -315299.312500 Penalty: 2623.957031 Iteration 16Q: 3 clusters Score -315299.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2570 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -315324.500000 Penalty: 2623.957031 Iteration 17Q: 3 clusters Score -315324.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2592 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -315339.937500 Penalty: 2623.957031 Iteration 18Q: 3 clusters Score -315339.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2613 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -315355.843750 Penalty: 2623.957031 Iteration 19Q: 3 clusters Score -315355.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2629 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -315370.125000 Penalty: 2623.957031 Iteration 20F: 3 clusters Score -315370.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2649 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -315383.125000 Penalty: 2623.957031 Iteration 21Q: 3 clusters Score -315383.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2666 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -315395.875000 Penalty: 2623.957031 Iteration 22Q: 3 clusters Score -315395.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2678 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -315404.000000 Penalty: 2623.957031 Iteration 23Q: 3 clusters Score -315404 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -315408.218750 Penalty: 2623.957031 Iteration 24Q: 3 clusters Score -315408.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2685 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -315410.937500 Penalty: 2623.957031 Iteration 25Q: 3 clusters Score -315410.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2692 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -315417.562500 Penalty: 2623.957031 Iteration 26Q: 3 clusters Score -315417.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2692 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -315419.812500 Penalty: 2623.957031 Iteration 27Q: 3 clusters Score -315419.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2693 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -315421.750000 Penalty: 2623.957031 Iteration 28Q: 3 clusters Score -315421.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2693 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -315421.750000 Penalty: 2623.957031 Iteration 29F: 3 clusters Score -315421.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (536 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Entering Unmasked Estep Score: -45143.503906 Penalty: 1021.171814 Iteration 0F: 2 clusters Score -45143.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -44281.464844 Penalty: 2042.343628 Iteration 0F: 3 clusters Score -44281.46 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -44896.500000 Penalty: 2042.343628 Iteration 1F: 3 clusters Score -44896.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -45161.488281 Penalty: 2042.343628 Iteration 2F: 3 clusters Score -45161.49 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -45245.472656 Penalty: 2042.343628 Iteration 3Q: 3 clusters Score -45245.47 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -45288.332031 Penalty: 2042.343628 Iteration 4Q: 3 clusters Score -45288.33 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -45302.500000 Penalty: 2042.343628 Iteration 5Q: 3 clusters Score -45302.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -45302.500000 Penalty: 2042.343628 Iteration 6F: 3 clusters Score -45302.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14314 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2555 members Mstep: Class 6 contains 3573 members Mstep: Class 7 contains 91918 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3084 members Mstep: Class 10 contains 140131 members Mstep: Class 11 contains 41051 members Mstep: Class 12 contains 985 members Mstep: Class 13 contains 2492 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 12538 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 11584 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 415 members Mstep: Class 22 contains 1716 members Mstep: Class 23 contains 121 members Entering Unmasked Estep Score: -33086908.000000 Penalty: 47653.777344 Splitting cluster 21 changes total score from -33087796.000000 to -33086908.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 22 (1716 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Entering Unmasked Estep Score: -148770.593750 Penalty: 1210.259521 Iteration 0F: 2 clusters Score -148770.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -146913.703125 Penalty: 2420.519043 Iteration 0F: 3 clusters Score -146913.7 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -147605.437500 Penalty: 2420.519043 Iteration 1F: 3 clusters Score -147605.4 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -147964.281250 Penalty: 2420.519043 Iteration 2F: 3 clusters Score -147964.3 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -148319.015625 Penalty: 2420.519043 Iteration 3F: 3 clusters Score -148319 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -148623.562500 Penalty: 2420.519043 Iteration 4F: 3 clusters Score -148623.6 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -148882.171875 Penalty: 2420.519043 Iteration 5F: 3 clusters Score -148882.2 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -149099.515625 Penalty: 2420.519043 Iteration 6F: 3 clusters Score -149099.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -149210.093750 Penalty: 2420.519043 Iteration 7Q: 3 clusters Score -149210.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -149238.234375 Penalty: 2420.519043 Iteration 8Q: 3 clusters Score -149238.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -149249.578125 Penalty: 2420.519043 Iteration 9Q: 3 clusters Score -149249.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -149260.515625 Penalty: 2420.519043 Iteration 10Q: 3 clusters Score -149260.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -149264.953125 Penalty: 2420.519043 Iteration 11Q: 3 clusters Score -149265 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -149266.953125 Penalty: 2420.519043 Iteration 12Q: 3 clusters Score -149267 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -149267.718750 Penalty: 2420.519043 Iteration 13Q: 3 clusters Score -149267.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -149269.484375 Penalty: 2420.519043 Iteration 14Q: 3 clusters Score -149269.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -149269.671875 Penalty: 2420.519043 Iteration 15Q: 3 clusters Score -149269.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -149269.671875 Penalty: 2420.519043 Iteration 16F: 3 clusters Score -149269.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14314 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 5056 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 2555 members Mstep: Class 6 contains 3573 members Mstep: Class 7 contains 91918 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 3084 members Mstep: Class 10 contains 140131 members Mstep: Class 11 contains 41051 members Mstep: Class 12 contains 985 members Mstep: Class 13 contains 2492 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 12538 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 11584 members Mstep: Class 20 contains 3209 members Mstep: Class 21 contains 536 members Mstep: Class 22 contains 1048 members Mstep: Class 23 contains 668 members Entering Unmasked Estep Score: -33087442.000000 Penalty: 47653.777344 Splitting cluster 22 changes total score from -33087796.000000 to -33087442.000000 So it's not getting split. --- Evaluating fit on full set of 1033838 points --- Entering Unmasked Estep Score: -99325912.000000 Penalty: 49509.417969 23->23 Clusters: Score -99325912.000000, best is -99363920.000000 Starting from 24 clusters... Entering ConstructFrom: --- Running on subset of 344612 points --- Entering CEM Assigned 24 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15268 members Mstep: Class 2 contains 14969 members Mstep: Class 3 contains 14833 members Mstep: Class 4 contains 15099 members Mstep: Class 5 contains 15028 members Mstep: Class 6 contains 15000 members Mstep: Class 7 contains 15119 members Mstep: Class 8 contains 14857 members Mstep: Class 9 contains 14965 members Mstep: Class 10 contains 14966 members Mstep: Class 11 contains 14981 members Mstep: Class 12 contains 14990 members Mstep: Class 13 contains 14765 members Mstep: Class 14 contains 15012 members Mstep: Class 15 contains 14984 members Mstep: Class 16 contains 14954 members Mstep: Class 17 contains 14962 members Mstep: Class 18 contains 15154 members Mstep: Class 19 contains 14876 members Mstep: Class 20 contains 14851 members Mstep: Class 21 contains 14977 members Mstep: Class 22 contains 15052 members Mstep: Class 23 contains 14950 members Entering Unmasked Estep ConsiderDeletion Deleting Class 23. Lose 470.673981 but Gain 2071.902344 Score: -30803184.000000 Penalty: 45581.875000 Iteration 0F: 23 clusters Score -3.080318e+07 nChanged 327970 Entering Unmasked Mstep Mstep: Class 0 contains 946 members Mstep: Class 1 contains 24903 members Mstep: Class 2 contains 8795 members Mstep: Class 3 contains 4461 members Mstep: Class 4 contains 21539 members Mstep: Class 5 contains 27633 members Mstep: Class 6 contains 5318 members Mstep: Class 7 contains 17124 members Mstep: Class 8 contains 8323 members Mstep: Class 9 contains 32464 members Mstep: Class 10 contains 16320 members Mstep: Class 11 contains 13865 members Mstep: Class 12 contains 9924 members Mstep: Class 13 contains 24551 members Mstep: Class 14 contains 16726 members Mstep: Class 15 contains 16686 members Mstep: Class 16 contains 3661 members Mstep: Class 17 contains 22609 members Mstep: Class 18 contains 19085 members Mstep: Class 19 contains 10667 members Mstep: Class 20 contains 17995 members Mstep: Class 21 contains 7658 members Mstep: Class 22 contains 13359 members Entering Unmasked Estep ConsiderDeletion Score: -32132348.000000 Penalty: 45581.875000 Iteration 1F: 23 clusters Score -3.213235e+07 nChanged 122812 Entering Unmasked Mstep Mstep: Class 0 contains 282 members Mstep: Class 1 contains 30092 members Mstep: Class 2 contains 4296 members Mstep: Class 3 contains 1916 members Mstep: Class 4 contains 15090 members Mstep: Class 5 contains 29269 members Mstep: Class 6 contains 3950 members Mstep: Class 7 contains 14783 members Mstep: Class 8 contains 6738 members Mstep: Class 9 contains 46535 members Mstep: Class 10 contains 13541 members Mstep: Class 11 contains 14271 members Mstep: Class 12 contains 5474 members Mstep: Class 13 contains 34218 members Mstep: Class 14 contains 16453 members Mstep: Class 15 contains 12409 members Mstep: Class 16 contains 4952 members Mstep: Class 17 contains 25855 members Mstep: Class 18 contains 20172 members Mstep: Class 19 contains 9199 members Mstep: Class 20 contains 23297 members Mstep: Class 21 contains 4080 members Mstep: Class 22 contains 7740 members Entering Unmasked Estep ConsiderDeletion Deleting Class 3. Lose 1619.740967 but Gain 2071.906250 Score: -32375882.000000 Penalty: 43509.968750 Iteration 2F: 22 clusters Score -3.237588e+07 nChanged 71880 Entering Unmasked Mstep Mstep: Class 0 contains 140 members Mstep: Class 1 contains 32414 members Mstep: Class 2 contains 3546 members Mstep: Class 4 contains 11896 members Mstep: Class 5 contains 32421 members Mstep: Class 6 contains 4407 members Mstep: Class 7 contains 11256 members Mstep: Class 8 contains 5076 members Mstep: Class 9 contains 55008 members Mstep: Class 10 contains 16247 members Mstep: Class 11 contains 11761 members Mstep: Class 12 contains 4592 members Mstep: Class 13 contains 40375 members Mstep: Class 14 contains 13869 members Mstep: Class 15 contains 12432 members Mstep: Class 16 contains 5760 members Mstep: Class 17 contains 25876 members Mstep: Class 18 contains 18818 members Mstep: Class 19 contains 7107 members Mstep: Class 20 contains 22875 members Mstep: Class 21 contains 2884 members Mstep: Class 22 contains 5852 members Entering Unmasked Estep ConsiderDeletion Score: -32466288.000000 Penalty: 43509.968750 Iteration 3F: 22 clusters Score -3.246629e+07 nChanged 57078 Entering Unmasked Mstep Mstep: Class 0 contains 114 members Mstep: Class 1 contains 32588 members Mstep: Class 2 contains 3083 members Mstep: Class 4 contains 9031 members Mstep: Class 5 contains 38545 members Mstep: Class 6 contains 5170 members Mstep: Class 7 contains 7152 members Mstep: Class 8 contains 3330 members Mstep: Class 9 contains 63719 members Mstep: Class 10 contains 18223 members Mstep: Class 11 contains 8928 members Mstep: Class 12 contains 4454 members Mstep: Class 13 contains 45028 members Mstep: Class 14 contains 11240 members Mstep: Class 15 contains 14072 members Mstep: Class 16 contains 5554 members Mstep: Class 17 contains 24838 members Mstep: Class 18 contains 16187 members Mstep: Class 19 contains 5522 members Mstep: Class 20 contains 20160 members Mstep: Class 21 contains 2626 members Mstep: Class 22 contains 5048 members Entering Unmasked Estep ConsiderDeletion Score: -32538214.000000 Penalty: 43509.968750 Iteration 4F: 22 clusters Score -3.253821e+07 nChanged 50053 Entering Unmasked Mstep Mstep: Class 0 contains 89 members Mstep: Class 1 contains 30226 members Mstep: Class 2 contains 2089 members Mstep: Class 4 contains 6677 members Mstep: Class 5 contains 45822 members Mstep: Class 6 contains 5453 members Mstep: Class 7 contains 4127 members Mstep: Class 8 contains 2196 members Mstep: Class 9 contains 72723 members Mstep: Class 10 contains 19809 members Mstep: Class 11 contains 6693 members Mstep: Class 12 contains 4092 members Mstep: Class 13 contains 47667 members Mstep: Class 14 contains 9379 members Mstep: Class 15 contains 15972 members Mstep: Class 16 contains 5011 members Mstep: Class 17 contains 25407 members Mstep: Class 18 contains 12836 members Mstep: Class 19 contains 4481 members Mstep: Class 20 contains 15986 members Mstep: Class 21 contains 2863 members Mstep: Class 22 contains 5014 members Entering Unmasked Estep ConsiderDeletion Deleting Class 2. Lose 1187.061890 but Gain 2071.902344 Score: -32618418.000000 Penalty: 41438.066406 Iteration 5F: 21 clusters Score -3.261842e+07 nChanged 48572 Entering Unmasked Mstep Mstep: Class 0 contains 71 members Mstep: Class 1 contains 24157 members Mstep: Class 4 contains 5176 members Mstep: Class 5 contains 49473 members Mstep: Class 6 contains 5780 members Mstep: Class 7 contains 2577 members Mstep: Class 8 contains 1633 members Mstep: Class 9 contains 78191 members Mstep: Class 10 contains 20844 members Mstep: Class 11 contains 5699 members Mstep: Class 12 contains 3854 members Mstep: Class 13 contains 44914 members Mstep: Class 14 contains 10313 members Mstep: Class 15 contains 19239 members Mstep: Class 16 contains 4426 members Mstep: Class 17 contains 36670 members Mstep: Class 18 contains 8790 members Mstep: Class 19 contains 3840 members Mstep: Class 20 contains 10524 members Mstep: Class 21 contains 3274 members Mstep: Class 22 contains 5167 members Entering Unmasked Estep ConsiderDeletion Score: -32690956.000000 Penalty: 41438.066406 Iteration 6F: 21 clusters Score -3.269096e+07 nChanged 51452 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 16337 members Mstep: Class 4 contains 4011 members Mstep: Class 5 contains 47657 members Mstep: Class 6 contains 6042 members Mstep: Class 7 contains 2133 members Mstep: Class 8 contains 1307 members Mstep: Class 9 contains 79932 members Mstep: Class 10 contains 21174 members Mstep: Class 11 contains 6011 members Mstep: Class 12 contains 3999 members Mstep: Class 13 contains 36677 members Mstep: Class 14 contains 12574 members Mstep: Class 15 contains 22509 members Mstep: Class 16 contains 3965 members Mstep: Class 17 contains 56641 members Mstep: Class 18 contains 5379 members Mstep: Class 19 contains 3521 members Mstep: Class 20 contains 5718 members Mstep: Class 21 contains 3633 members Mstep: Class 22 contains 5332 members Entering Unmasked Estep ConsiderDeletion Score: -32750756.000000 Penalty: 41438.066406 Iteration 7F: 21 clusters Score -3.275076e+07 nChanged 49600 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 9393 members Mstep: Class 4 contains 3113 members Mstep: Class 5 contains 43429 members Mstep: Class 6 contains 6351 members Mstep: Class 7 contains 2060 members Mstep: Class 8 contains 1179 members Mstep: Class 9 contains 80002 members Mstep: Class 10 contains 21278 members Mstep: Class 11 contains 5705 members Mstep: Class 12 contains 4007 members Mstep: Class 13 contains 25372 members Mstep: Class 14 contains 12960 members Mstep: Class 15 contains 25857 members Mstep: Class 16 contains 3600 members Mstep: Class 17 contains 81560 members Mstep: Class 18 contains 3146 members Mstep: Class 19 contains 3422 members Mstep: Class 20 contains 2767 members Mstep: Class 21 contains 3890 members Mstep: Class 22 contains 5469 members Entering Unmasked Estep ConsiderDeletion Deleting Class 20. Lose 1358.429443 but Gain 2071.902344 Score: -32812124.000000 Penalty: 39366.164062 Iteration 8F: 20 clusters Score -3.281212e+07 nChanged 47360 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 4529 members Mstep: Class 4 contains 2541 members Mstep: Class 5 contains 37814 members Mstep: Class 6 contains 6569 members Mstep: Class 7 contains 2029 members Mstep: Class 8 contains 1207 members Mstep: Class 9 contains 79975 members Mstep: Class 10 contains 21330 members Mstep: Class 11 contains 4914 members Mstep: Class 12 contains 3921 members Mstep: Class 13 contains 14277 members Mstep: Class 14 contains 10478 members Mstep: Class 15 contains 28938 members Mstep: Class 16 contains 3323 members Mstep: Class 17 contains 107561 members Mstep: Class 18 contains 2004 members Mstep: Class 19 contains 3414 members Mstep: Class 21 contains 4124 members Mstep: Class 22 contains 5620 members Entering Unmasked Estep ConsiderDeletion Deleting Class 18. Lose 1830.795410 but Gain 2071.902344 Score: -32884178.000000 Penalty: 37294.261719 Iteration 9F: 19 clusters Score -3.288418e+07 nChanged 38953 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1798 members Mstep: Class 4 contains 2221 members Mstep: Class 5 contains 30902 members Mstep: Class 6 contains 6751 members Mstep: Class 7 contains 2015 members Mstep: Class 8 contains 1331 members Mstep: Class 9 contains 82305 members Mstep: Class 10 contains 21388 members Mstep: Class 11 contains 4129 members Mstep: Class 12 contains 3673 members Mstep: Class 13 contains 5960 members Mstep: Class 14 contains 6170 members Mstep: Class 15 contains 31311 members Mstep: Class 16 contains 3056 members Mstep: Class 17 contains 128087 members Mstep: Class 19 contains 3413 members Mstep: Class 21 contains 4331 members Mstep: Class 22 contains 5730 members Entering Unmasked Estep ConsiderDeletion Deleting Class 1. Lose 1047.612549 but Gain 2071.906250 Score: -32986368.000000 Penalty: 35222.355469 Iteration 10F: 18 clusters Score -3.298637e+07 nChanged 23812 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 4 contains 2031 members Mstep: Class 5 contains 22915 members Mstep: Class 6 contains 6891 members Mstep: Class 7 contains 2010 members Mstep: Class 8 contains 1500 members Mstep: Class 9 contains 88524 members Mstep: Class 10 contains 21448 members Mstep: Class 11 contains 3578 members Mstep: Class 12 contains 3422 members Mstep: Class 13 contains 1731 members Mstep: Class 14 contains 2692 members Mstep: Class 15 contains 33196 members Mstep: Class 16 contains 2865 members Mstep: Class 17 contains 138234 members Mstep: Class 19 contains 3421 members Mstep: Class 21 contains 4495 members Mstep: Class 22 contains 5619 members Entering Unmasked Estep ConsiderDeletion Deleting Class 14. Lose 1029.426880 but Gain 2071.902344 Score: -33018902.000000 Penalty: 33150.453125 Iteration 11F: 17 clusters Score -3.30189e+07 nChanged 13399 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 4 contains 1938 members Mstep: Class 5 contains 17326 members Mstep: Class 6 contains 6924 members Mstep: Class 7 contains 2007 members Mstep: Class 8 contains 1672 members Mstep: Class 9 contains 91289 members Mstep: Class 10 contains 21479 members Mstep: Class 11 contains 3273 members Mstep: Class 12 contains 3207 members Mstep: Class 13 contains 830 members Mstep: Class 15 contains 34736 members Mstep: Class 16 contains 2715 members Mstep: Class 17 contains 143823 members Mstep: Class 19 contains 3424 members Mstep: Class 21 contains 4627 members Mstep: Class 22 contains 5305 members Entering Unmasked Estep ConsiderDeletion Deleting Class 13. Lose 1775.915039 but Gain 2071.902344 Score: -33029598.000000 Penalty: 31078.550781 Iteration 12Q: 16 clusters Score -3.30296e+07 nChanged 7442 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 4 contains 1866 members Mstep: Class 5 contains 13644 members Mstep: Class 6 contains 6943 members Mstep: Class 7 contains 2002 members Mstep: Class 8 contains 1893 members Mstep: Class 9 contains 92904 members Mstep: Class 10 contains 21500 members Mstep: Class 11 contains 3154 members Mstep: Class 12 contains 3050 members Mstep: Class 15 contains 36157 members Mstep: Class 16 contains 2615 members Mstep: Class 17 contains 145507 members Mstep: Class 19 contains 3425 members Mstep: Class 21 contains 4791 members Mstep: Class 22 contains 5125 members Entering Unmasked Estep ConsiderDeletion Score: -33035882.000000 Penalty: 31078.550781 Iteration 13Q: 16 clusters Score -3.303588e+07 nChanged 4906 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 4 contains 1830 members Mstep: Class 5 contains 11254 members Mstep: Class 6 contains 6866 members Mstep: Class 7 contains 1999 members Mstep: Class 8 contains 2046 members Mstep: Class 9 contains 93706 members Mstep: Class 10 contains 21507 members Mstep: Class 11 contains 3081 members Mstep: Class 12 contains 2891 members Mstep: Class 15 contains 37272 members Mstep: Class 16 contains 2539 members Mstep: Class 17 contains 146367 members Mstep: Class 19 contains 3424 members Mstep: Class 21 contains 4885 members Mstep: Class 22 contains 4908 members Entering Unmasked Estep ConsiderDeletion Score: -33041638.000000 Penalty: 31078.550781 Iteration 14Q: 16 clusters Score -3.304164e+07 nChanged 3248 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 4 contains 1813 members Mstep: Class 5 contains 10344 members Mstep: Class 6 contains 6680 members Mstep: Class 7 contains 1996 members Mstep: Class 8 contains 2176 members Mstep: Class 9 contains 93926 members Mstep: Class 10 contains 21526 members Mstep: Class 11 contains 3062 members Mstep: Class 12 contains 2809 members Mstep: Class 15 contains 37861 members Mstep: Class 16 contains 2478 members Mstep: Class 17 contains 146814 members Mstep: Class 19 contains 3424 members Mstep: Class 21 contains 4964 members Mstep: Class 22 contains 4702 members Entering Unmasked Estep ConsiderDeletion Score: -33048146.000000 Penalty: 31078.550781 Iteration 15Q: 16 clusters Score -3.304815e+07 nChanged 2509 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 4 contains 1805 members Mstep: Class 5 contains 10826 members Mstep: Class 6 contains 6514 members Mstep: Class 7 contains 1995 members Mstep: Class 8 contains 2305 members Mstep: Class 9 contains 93488 members Mstep: Class 10 contains 21533 members Mstep: Class 11 contains 3071 members Mstep: Class 12 contains 2783 members Mstep: Class 15 contains 37890 members Mstep: Class 16 contains 2413 members Mstep: Class 17 contains 146955 members Mstep: Class 19 contains 3425 members Mstep: Class 21 contains 5032 members Mstep: Class 22 contains 4540 members Entering Unmasked Estep ConsiderDeletion Score: -33049530.000000 Penalty: 31078.550781 Iteration 16Q: 16 clusters Score -3.304953e+07 nChanged 1805 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 4 contains 1799 members Mstep: Class 5 contains 11237 members Mstep: Class 6 contains 6482 members Mstep: Class 7 contains 1992 members Mstep: Class 8 contains 2401 members Mstep: Class 9 contains 93088 members Mstep: Class 10 contains 21528 members Mstep: Class 11 contains 3098 members Mstep: Class 12 contains 2775 members Mstep: Class 15 contains 37874 members Mstep: Class 16 contains 2342 members Mstep: Class 17 contains 147028 members Mstep: Class 19 contains 3425 members Mstep: Class 21 contains 5072 members Mstep: Class 22 contains 4434 members Entering Unmasked Estep ConsiderDeletion Score: -33050104.000000 Penalty: 31078.550781 Iteration 17Q: 16 clusters Score -3.30501e+07 nChanged 1371 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 4 contains 1798 members Mstep: Class 5 contains 11552 members Mstep: Class 6 contains 6470 members Mstep: Class 7 contains 1989 members Mstep: Class 8 contains 2474 members Mstep: Class 9 contains 92763 members Mstep: Class 10 contains 21530 members Mstep: Class 11 contains 3157 members Mstep: Class 12 contains 2734 members Mstep: Class 15 contains 37867 members Mstep: Class 16 contains 2287 members Mstep: Class 17 contains 147083 members Mstep: Class 19 contains 3425 members Mstep: Class 21 contains 5113 members Mstep: Class 22 contains 4332 members Entering Unmasked Estep ConsiderDeletion Score: -33050500.000000 Penalty: 31078.550781 Iteration 18Q: 16 clusters Score -3.30505e+07 nChanged 1140 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 4 contains 1795 members Mstep: Class 5 contains 11794 members Mstep: Class 6 contains 6474 members Mstep: Class 7 contains 1986 members Mstep: Class 8 contains 2538 members Mstep: Class 9 contains 92502 members Mstep: Class 10 contains 21540 members Mstep: Class 11 contains 3255 members Mstep: Class 12 contains 2708 members Mstep: Class 15 contains 37812 members Mstep: Class 16 contains 2220 members Mstep: Class 17 contains 147125 members Mstep: Class 19 contains 3425 members Mstep: Class 21 contains 5153 members Mstep: Class 22 contains 4247 members Entering Unmasked Estep ConsiderDeletion Score: -33050898.000000 Penalty: 31078.550781 Iteration 19Q: 16 clusters Score -3.30509e+07 nChanged 918 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 4 contains 1799 members Mstep: Class 5 contains 11956 members Mstep: Class 6 contains 6501 members Mstep: Class 7 contains 1982 members Mstep: Class 8 contains 2579 members Mstep: Class 9 contains 92308 members Mstep: Class 10 contains 21545 members Mstep: Class 11 contains 3359 members Mstep: Class 12 contains 2678 members Mstep: Class 15 contains 37732 members Mstep: Class 16 contains 2171 members Mstep: Class 17 contains 147168 members Mstep: Class 19 contains 3425 members Mstep: Class 21 contains 5190 members Mstep: Class 22 contains 4181 members Entering Unmasked Estep ConsiderDeletion Score: -33051154.000000 Penalty: 31078.550781 Iteration 20F: 16 clusters Score -3.305115e+07 nChanged 806 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 4 contains 1799 members Mstep: Class 5 contains 12076 members Mstep: Class 6 contains 6533 members Mstep: Class 7 contains 1980 members Mstep: Class 8 contains 2606 members Mstep: Class 9 contains 92152 members Mstep: Class 10 contains 21550 members Mstep: Class 11 contains 3486 members Mstep: Class 12 contains 2650 members Mstep: Class 15 contains 37635 members Mstep: Class 16 contains 2132 members Mstep: Class 17 contains 147210 members Mstep: Class 19 contains 3425 members Mstep: Class 21 contains 5205 members Mstep: Class 22 contains 4135 members Entering Unmasked Estep ConsiderDeletion Score: -33051276.000000 Penalty: 31078.550781 Iteration 21Q: 16 clusters Score -3.305128e+07 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 4 contains 1795 members Mstep: Class 5 contains 12186 members Mstep: Class 6 contains 6551 members Mstep: Class 7 contains 1980 members Mstep: Class 8 contains 2623 members Mstep: Class 9 contains 92015 members Mstep: Class 10 contains 21556 members Mstep: Class 11 contains 3575 members Mstep: Class 12 contains 2624 members Mstep: Class 15 contains 37575 members Mstep: Class 16 contains 2102 members Mstep: Class 17 contains 147252 members Mstep: Class 19 contains 3425 members Mstep: Class 21 contains 5204 members Mstep: Class 22 contains 4110 members Entering Unmasked Estep ConsiderDeletion Score: -33051548.000000 Penalty: 31078.550781 Iteration 22Q: 16 clusters Score -3.305155e+07 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 4 contains 1790 members Mstep: Class 5 contains 12286 members Mstep: Class 6 contains 6573 members Mstep: Class 7 contains 1980 members Mstep: Class 8 contains 2660 members Mstep: Class 9 contains 91893 members Mstep: Class 10 contains 21563 members Mstep: Class 11 contains 3687 members Mstep: Class 12 contains 2606 members Mstep: Class 15 contains 37463 members Mstep: Class 16 contains 2080 members Mstep: Class 17 contains 147279 members Mstep: Class 19 contains 3425 members Mstep: Class 21 contains 5200 members Mstep: Class 22 contains 4088 members Entering Unmasked Estep ConsiderDeletion Score: -33051784.000000 Penalty: 31078.550781 Iteration 23Q: 16 clusters Score -3.305178e+07 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 4 contains 1783 members Mstep: Class 5 contains 12361 members Mstep: Class 6 contains 6591 members Mstep: Class 7 contains 1980 members Mstep: Class 8 contains 2699 members Mstep: Class 9 contains 91801 members Mstep: Class 10 contains 21570 members Mstep: Class 11 contains 3793 members Mstep: Class 12 contains 2574 members Mstep: Class 15 contains 37383 members Mstep: Class 16 contains 2067 members Mstep: Class 17 contains 147301 members Mstep: Class 19 contains 3425 members Mstep: Class 21 contains 5195 members Mstep: Class 22 contains 4050 members Entering Unmasked Estep ConsiderDeletion Score: -33051932.000000 Penalty: 31078.550781 Iteration 24Q: 16 clusters Score -3.305193e+07 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 4 contains 1776 members Mstep: Class 5 contains 12426 members Mstep: Class 6 contains 6595 members Mstep: Class 7 contains 1980 members Mstep: Class 8 contains 2730 members Mstep: Class 9 contains 91723 members Mstep: Class 10 contains 21572 members Mstep: Class 11 contains 3887 members Mstep: Class 12 contains 2558 members Mstep: Class 15 contains 37303 members Mstep: Class 16 contains 2051 members Mstep: Class 17 contains 147319 members Mstep: Class 19 contains 3425 members Mstep: Class 21 contains 5197 members Mstep: Class 22 contains 4031 members Entering Unmasked Estep ConsiderDeletion Score: -33051986.000000 Penalty: 31078.550781 Iteration 25Q: 16 clusters Score -3.305199e+07 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 4 contains 1771 members Mstep: Class 5 contains 12483 members Mstep: Class 6 contains 6612 members Mstep: Class 7 contains 1980 members Mstep: Class 8 contains 2749 members Mstep: Class 9 contains 91649 members Mstep: Class 10 contains 21574 members Mstep: Class 11 contains 3990 members Mstep: Class 12 contains 2529 members Mstep: Class 15 contains 37214 members Mstep: Class 16 contains 2041 members Mstep: Class 17 contains 147344 members Mstep: Class 19 contains 3425 members Mstep: Class 21 contains 5194 members Mstep: Class 22 contains 4018 members Entering Unmasked Estep ConsiderDeletion Score: -33052116.000000 Penalty: 31078.550781 Iteration 26Q: 16 clusters Score -3.305212e+07 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 4 contains 1765 members Mstep: Class 5 contains 12547 members Mstep: Class 6 contains 6619 members Mstep: Class 7 contains 1981 members Mstep: Class 8 contains 2765 members Mstep: Class 9 contains 91578 members Mstep: Class 10 contains 21577 members Mstep: Class 11 contains 4080 members Mstep: Class 12 contains 2515 members Mstep: Class 15 contains 37136 members Mstep: Class 16 contains 2027 members Mstep: Class 17 contains 147371 members Mstep: Class 19 contains 3425 members Mstep: Class 21 contains 5191 members Mstep: Class 22 contains 3996 members Entering Unmasked Estep ConsiderDeletion Score: -33052256.000000 Penalty: 31078.550781 Iteration 27Q: 16 clusters Score -3.305226e+07 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 4 contains 1759 members Mstep: Class 5 contains 12593 members Mstep: Class 6 contains 6631 members Mstep: Class 7 contains 1981 members Mstep: Class 8 contains 2776 members Mstep: Class 9 contains 91521 members Mstep: Class 10 contains 21578 members Mstep: Class 11 contains 4138 members Mstep: Class 12 contains 2492 members Mstep: Class 15 contains 37080 members Mstep: Class 16 contains 2005 members Mstep: Class 17 contains 147410 members Mstep: Class 19 contains 3425 members Mstep: Class 21 contains 5195 members Mstep: Class 22 contains 3988 members Entering Unmasked Estep ConsiderDeletion Score: -33052436.000000 Penalty: 31078.550781 Iteration 28Q: 16 clusters Score -3.305244e+07 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 4 contains 1754 members Mstep: Class 5 contains 12637 members Mstep: Class 6 contains 6641 members Mstep: Class 7 contains 1981 members Mstep: Class 8 contains 2773 members Mstep: Class 9 contains 91475 members Mstep: Class 10 contains 21582 members Mstep: Class 11 contains 4202 members Mstep: Class 12 contains 2488 members Mstep: Class 15 contains 37017 members Mstep: Class 16 contains 1980 members Mstep: Class 17 contains 147442 members Mstep: Class 19 contains 3425 members Mstep: Class 21 contains 5196 members Mstep: Class 22 contains 3979 members Entering Unmasked Estep ConsiderDeletion Score: -33052658.000000 Penalty: 31078.550781 Iteration 29Q: 16 clusters Score -3.305266e+07 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 4 contains 1751 members Mstep: Class 5 contains 12673 members Mstep: Class 6 contains 6644 members Mstep: Class 7 contains 1981 members Mstep: Class 8 contains 2772 members Mstep: Class 9 contains 91439 members Mstep: Class 10 contains 21585 members Mstep: Class 11 contains 4257 members Mstep: Class 12 contains 2496 members Mstep: Class 15 contains 36947 members Mstep: Class 16 contains 1968 members Mstep: Class 17 contains 147480 members Mstep: Class 19 contains 3425 members Mstep: Class 21 contains 5187 members Mstep: Class 22 contains 3967 members Entering Unmasked Estep ConsiderDeletion Score: -33052662.000000 Penalty: 31078.550781 Iteration 30Q: 16 clusters Score -3.305266e+07 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 4 contains 1750 members Mstep: Class 5 contains 12705 members Mstep: Class 6 contains 6650 members Mstep: Class 7 contains 1982 members Mstep: Class 8 contains 2764 members Mstep: Class 9 contains 91407 members Mstep: Class 10 contains 21584 members Mstep: Class 11 contains 4283 members Mstep: Class 12 contains 2504 members Mstep: Class 15 contains 36896 members Mstep: Class 16 contains 1955 members Mstep: Class 17 contains 147523 members Mstep: Class 19 contains 3425 members Mstep: Class 21 contains 5184 members Mstep: Class 22 contains 3960 members Entering Unmasked Estep ConsiderDeletion Score: -33052764.000000 Penalty: 31078.550781 Iteration 31Q: 16 clusters Score -3.305276e+07 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 4 contains 1750 members Mstep: Class 5 contains 12733 members Mstep: Class 6 contains 6658 members Mstep: Class 7 contains 1982 members Mstep: Class 8 contains 2757 members Mstep: Class 9 contains 91378 members Mstep: Class 10 contains 21584 members Mstep: Class 11 contains 4300 members Mstep: Class 12 contains 2515 members Mstep: Class 15 contains 36856 members Mstep: Class 16 contains 1944 members Mstep: Class 17 contains 147551 members Mstep: Class 19 contains 3425 members Mstep: Class 21 contains 5183 members Mstep: Class 22 contains 3956 members Entering Unmasked Estep ConsiderDeletion Score: -33052728.000000 Penalty: 31078.550781 Iteration 32Q: 16 clusters Score -3.305273e+07 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 4 contains 1751 members Mstep: Class 5 contains 12749 members Mstep: Class 6 contains 6662 members Mstep: Class 7 contains 1982 members Mstep: Class 8 contains 2748 members Mstep: Class 9 contains 91362 members Mstep: Class 10 contains 21583 members Mstep: Class 11 contains 4333 members Mstep: Class 12 contains 2524 members Mstep: Class 15 contains 36817 members Mstep: Class 16 contains 1934 members Mstep: Class 17 contains 147562 members Mstep: Class 19 contains 3425 members Mstep: Class 21 contains 5186 members Mstep: Class 22 contains 3954 members Entering Unmasked Estep ConsiderDeletion Score: -33052738.000000 Penalty: 31078.550781 Iteration 33Q: 16 clusters Score -3.305274e+07 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 4 contains 1749 members Mstep: Class 5 contains 12764 members Mstep: Class 6 contains 6667 members Mstep: Class 7 contains 1983 members Mstep: Class 8 contains 2744 members Mstep: Class 9 contains 91345 members Mstep: Class 10 contains 21583 members Mstep: Class 11 contains 4374 members Mstep: Class 12 contains 2533 members Mstep: Class 15 contains 36769 members Mstep: Class 16 contains 1926 members Mstep: Class 17 contains 147569 members Mstep: Class 19 contains 3425 members Mstep: Class 21 contains 5189 members Mstep: Class 22 contains 3952 members Entering Unmasked Estep ConsiderDeletion Score: -33052762.000000 Penalty: 31078.550781 Iteration 34Q: 16 clusters Score -3.305276e+07 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 4 contains 1748 members Mstep: Class 5 contains 12775 members Mstep: Class 6 contains 6674 members Mstep: Class 7 contains 1982 members Mstep: Class 8 contains 2742 members Mstep: Class 9 contains 91333 members Mstep: Class 10 contains 21583 members Mstep: Class 11 contains 4406 members Mstep: Class 12 contains 2547 members Mstep: Class 15 contains 36722 members Mstep: Class 16 contains 1919 members Mstep: Class 17 contains 147573 members Mstep: Class 19 contains 3425 members Mstep: Class 21 contains 5191 members Mstep: Class 22 contains 3952 members Entering Unmasked Estep ConsiderDeletion Score: -33052784.000000 Penalty: 31078.550781 Iteration 35Q: 16 clusters Score -3.305278e+07 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 4 contains 1749 members Mstep: Class 5 contains 12786 members Mstep: Class 6 contains 6682 members Mstep: Class 7 contains 1981 members Mstep: Class 8 contains 2739 members Mstep: Class 9 contains 91319 members Mstep: Class 10 contains 21583 members Mstep: Class 11 contains 4428 members Mstep: Class 12 contains 2558 members Mstep: Class 15 contains 36692 members Mstep: Class 16 contains 1911 members Mstep: Class 17 contains 147578 members Mstep: Class 19 contains 3425 members Mstep: Class 21 contains 5192 members Mstep: Class 22 contains 3949 members Entering Unmasked Estep ConsiderDeletion Score: -33052768.000000 Penalty: 31078.550781 Iteration 36Q: 16 clusters Score -3.305277e+07 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 4 contains 1750 members Mstep: Class 5 contains 12794 members Mstep: Class 6 contains 6688 members Mstep: Class 7 contains 1981 members Mstep: Class 8 contains 2738 members Mstep: Class 9 contains 91308 members Mstep: Class 10 contains 21584 members Mstep: Class 11 contains 4436 members Mstep: Class 12 contains 2562 members Mstep: Class 15 contains 36651 members Mstep: Class 16 contains 1905 members Mstep: Class 17 contains 147612 members Mstep: Class 19 contains 3425 members Mstep: Class 21 contains 5191 members Mstep: Class 22 contains 3947 members Entering Unmasked Estep ConsiderDeletion Score: -33052844.000000 Penalty: 31078.550781 Iteration 37Q: 16 clusters Score -3.305284e+07 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 4 contains 1752 members Mstep: Class 5 contains 12798 members Mstep: Class 6 contains 6694 members Mstep: Class 7 contains 1982 members Mstep: Class 8 contains 2738 members Mstep: Class 9 contains 91301 members Mstep: Class 10 contains 21584 members Mstep: Class 11 contains 4453 members Mstep: Class 12 contains 2568 members Mstep: Class 15 contains 36613 members Mstep: Class 16 contains 1899 members Mstep: Class 17 contains 147631 members Mstep: Class 19 contains 3425 members Mstep: Class 21 contains 5191 members Mstep: Class 22 contains 3943 members Entering Unmasked Estep ConsiderDeletion Score: -33052814.000000 Penalty: 31078.550781 Iteration 38Q: 16 clusters Score -3.305281e+07 nChanged 173 Entering ConstructFrom: Score: -33052814.000000 Penalty: 31078.550781 Entering ConstructFrom: Trying to split cluster 4 (1752 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Entering Unmasked Estep Score: -162917.875000 Penalty: 1213.633423 Iteration 0F: 2 clusters Score -162917.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -161019.656250 Penalty: 2427.266846 Iteration 0F: 3 clusters Score -161019.7 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -161481.109375 Penalty: 2427.266846 Iteration 1F: 3 clusters Score -161481.1 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -161798.890625 Penalty: 2427.266846 Iteration 2F: 3 clusters Score -161798.9 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -162307.671875 Penalty: 2427.266846 Iteration 3F: 3 clusters Score -162307.7 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -162669.593750 Penalty: 2427.266846 Iteration 4F: 3 clusters Score -162669.6 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -163018.343750 Penalty: 2427.266846 Iteration 5F: 3 clusters Score -163018.3 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -163284.671875 Penalty: 2427.266846 Iteration 6F: 3 clusters Score -163284.7 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -163419.109375 Penalty: 2427.266846 Iteration 7Q: 3 clusters Score -163419.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -163486.093750 Penalty: 2427.266846 Iteration 8Q: 3 clusters Score -163486.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -163517.187500 Penalty: 2427.266846 Iteration 9Q: 3 clusters Score -163517.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -163532.218750 Penalty: 2427.266846 Iteration 10Q: 3 clusters Score -163532.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -163538.718750 Penalty: 2427.266846 Iteration 11Q: 3 clusters Score -163538.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -163540.578125 Penalty: 2427.266846 Iteration 12Q: 3 clusters Score -163540.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -163540.578125 Penalty: 2427.266846 Iteration 13F: 3 clusters Score -163540.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 1226 members Mstep: Class 4 contains 526 members Mstep: Class 5 contains 12806 members Mstep: Class 6 contains 6697 members Mstep: Class 7 contains 1983 members Mstep: Class 8 contains 2730 members Mstep: Class 9 contains 91292 members Mstep: Class 10 contains 21585 members Mstep: Class 11 contains 4495 members Mstep: Class 12 contains 2572 members Mstep: Class 15 contains 36557 members Mstep: Class 16 contains 1895 members Mstep: Class 17 contains 147654 members Mstep: Class 19 contains 3424 members Mstep: Class 21 contains 5190 members Mstep: Class 22 contains 3940 members Entering Unmasked Estep Score: -33052670.000000 Penalty: 33150.453125 Splitting cluster 4 changes total score from -33052814.000000 to -33052670.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 5 (12806 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12806 members Entering Unmasked Estep Score: -1227421.375000 Penalty: 1536.871216 Iteration 0F: 2 clusters Score -1227421 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6418 members Mstep: Class 2 contains 6388 members Entering Unmasked Estep Score: -1218458.250000 Penalty: 3073.742432 Iteration 0F: 3 clusters Score -1218458 nChanged 5580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6538 members Mstep: Class 2 contains 6268 members Entering Unmasked Estep Score: -1221513.500000 Penalty: 3073.742432 Iteration 1F: 3 clusters Score -1221514 nChanged 750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6640 members Mstep: Class 2 contains 6166 members Entering Unmasked Estep Score: -1221861.875000 Penalty: 3073.742432 Iteration 2F: 3 clusters Score -1221862 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6802 members Mstep: Class 2 contains 6004 members Entering Unmasked Estep Score: -1222258.625000 Penalty: 3073.742432 Iteration 3F: 3 clusters Score -1222259 nChanged 769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7053 members Mstep: Class 2 contains 5753 members Entering Unmasked Estep Score: -1222780.000000 Penalty: 3073.742432 Iteration 4F: 3 clusters Score -1222780 nChanged 896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7401 members Mstep: Class 2 contains 5405 members Entering Unmasked Estep Score: -1223506.875000 Penalty: 3073.742432 Iteration 5F: 3 clusters Score -1223507 nChanged 957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7780 members Mstep: Class 2 contains 5026 members Entering Unmasked Estep Score: -1224333.375000 Penalty: 3073.742432 Iteration 6F: 3 clusters Score -1224333 nChanged 908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8170 members Mstep: Class 2 contains 4636 members Entering Unmasked Estep Score: -1225037.625000 Penalty: 3073.742432 Iteration 7F: 3 clusters Score -1225038 nChanged 698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8472 members Mstep: Class 2 contains 4334 members Entering Unmasked Estep Score: -1225478.375000 Penalty: 3073.742432 Iteration 8F: 3 clusters Score -1225478 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8718 members Mstep: Class 2 contains 4088 members Entering Unmasked Estep Score: -1225747.750000 Penalty: 3073.742432 Iteration 9Q: 3 clusters Score -1225748 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8895 members Mstep: Class 2 contains 3911 members Entering Unmasked Estep Score: -1225917.750000 Penalty: 3073.742432 Iteration 10Q: 3 clusters Score -1225918 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9041 members Mstep: Class 2 contains 3765 members Entering Unmasked Estep Score: -1226037.500000 Penalty: 3073.742432 Iteration 11Q: 3 clusters Score -1226038 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9152 members Mstep: Class 2 contains 3654 members Entering Unmasked Estep Score: -1226105.500000 Penalty: 3073.742432 Iteration 12Q: 3 clusters Score -1226106 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9239 members Mstep: Class 2 contains 3567 members Entering Unmasked Estep Score: -1226139.000000 Penalty: 3073.742432 Iteration 13Q: 3 clusters Score -1226139 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9297 members Mstep: Class 2 contains 3509 members Entering Unmasked Estep Score: -1226153.500000 Penalty: 3073.742432 Iteration 14Q: 3 clusters Score -1226154 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9343 members Mstep: Class 2 contains 3463 members Entering Unmasked Estep Score: -1226163.625000 Penalty: 3073.742432 Iteration 15Q: 3 clusters Score -1226164 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9395 members Mstep: Class 2 contains 3411 members Entering Unmasked Estep Score: -1226178.875000 Penalty: 3073.742432 Iteration 16Q: 3 clusters Score -1226179 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9435 members Mstep: Class 2 contains 3371 members Entering Unmasked Estep Score: -1226182.625000 Penalty: 3073.742432 Iteration 17Q: 3 clusters Score -1226183 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9478 members Mstep: Class 2 contains 3328 members Entering Unmasked Estep Score: -1226194.125000 Penalty: 3073.742432 Iteration 18Q: 3 clusters Score -1226194 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9533 members Mstep: Class 2 contains 3273 members Entering Unmasked Estep Score: -1226206.875000 Penalty: 3073.742432 Iteration 19Q: 3 clusters Score -1226207 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9600 members Mstep: Class 2 contains 3206 members Entering Unmasked Estep Score: -1226226.875000 Penalty: 3073.742432 Iteration 20F: 3 clusters Score -1226227 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9656 members Mstep: Class 2 contains 3150 members Entering Unmasked Estep Score: -1226232.375000 Penalty: 3073.742432 Iteration 21Q: 3 clusters Score -1226232 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9705 members Mstep: Class 2 contains 3101 members Entering Unmasked Estep Score: -1226249.375000 Penalty: 3073.742432 Iteration 22Q: 3 clusters Score -1226249 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9756 members Mstep: Class 2 contains 3050 members Entering Unmasked Estep Score: -1226260.875000 Penalty: 3073.742432 Iteration 23Q: 3 clusters Score -1226261 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9797 members Mstep: Class 2 contains 3009 members Entering Unmasked Estep Score: -1226276.250000 Penalty: 3073.742432 Iteration 24Q: 3 clusters Score -1226276 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9843 members Mstep: Class 2 contains 2963 members Entering Unmasked Estep Score: -1226287.750000 Penalty: 3073.742432 Iteration 25Q: 3 clusters Score -1226288 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9902 members Mstep: Class 2 contains 2904 members Entering Unmasked Estep Score: -1226308.625000 Penalty: 3073.742432 Iteration 26Q: 3 clusters Score -1226309 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9966 members Mstep: Class 2 contains 2840 members Entering Unmasked Estep Score: -1226331.500000 Penalty: 3073.742432 Iteration 27Q: 3 clusters Score -1226332 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10038 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -1226357.000000 Penalty: 3073.742432 Iteration 28Q: 3 clusters Score -1226357 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10107 members Mstep: Class 2 contains 2699 members Entering Unmasked Estep Score: -1226390.250000 Penalty: 3073.742432 Iteration 29Q: 3 clusters Score -1226390 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10183 members Mstep: Class 2 contains 2623 members Entering Unmasked Estep Score: -1226438.875000 Penalty: 3073.742432 Iteration 30Q: 3 clusters Score -1226439 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10265 members Mstep: Class 2 contains 2541 members Entering Unmasked Estep Score: -1226489.750000 Penalty: 3073.742432 Iteration 31Q: 3 clusters Score -1226490 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10343 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -1226555.875000 Penalty: 3073.742432 Iteration 32Q: 3 clusters Score -1226556 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10422 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -1226610.375000 Penalty: 3073.742432 Iteration 33Q: 3 clusters Score -1226610 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10485 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -1226649.000000 Penalty: 3073.742432 Iteration 34Q: 3 clusters Score -1226649 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10536 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -1226682.500000 Penalty: 3073.742432 Iteration 35Q: 3 clusters Score -1226682 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10586 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -1226699.375000 Penalty: 3073.742432 Iteration 36Q: 3 clusters Score -1226699 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10628 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -1226715.125000 Penalty: 3073.742432 Iteration 37Q: 3 clusters Score -1226715 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10660 members Mstep: Class 2 contains 2146 members Entering Unmasked Estep Score: -1226719.875000 Penalty: 3073.742432 Iteration 38Q: 3 clusters Score -1226720 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10683 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -1226729.250000 Penalty: 3073.742432 Iteration 39Q: 3 clusters Score -1226729 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10702 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -1226736.750000 Penalty: 3073.742432 Iteration 40F: 3 clusters Score -1226737 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10717 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -1226740.125000 Penalty: 3073.742432 Iteration 41Q: 3 clusters Score -1226740 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10741 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -1226747.125000 Penalty: 3073.742432 Iteration 42Q: 3 clusters Score -1226747 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10763 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -1226751.875000 Penalty: 3073.742432 Iteration 43Q: 3 clusters Score -1226752 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10781 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -1226753.375000 Penalty: 3073.742432 Iteration 44Q: 3 clusters Score -1226753 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10797 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -1226753.250000 Penalty: 3073.742432 Iteration 45Q: 3 clusters Score -1226753 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10809 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -1226755.375000 Penalty: 3073.742432 Iteration 46Q: 3 clusters Score -1226755 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10816 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -1226758.250000 Penalty: 3073.742432 Iteration 47Q: 3 clusters Score -1226758 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10823 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -1226761.000000 Penalty: 3073.742432 Iteration 48Q: 3 clusters Score -1226761 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10833 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -1226764.500000 Penalty: 3073.742432 Iteration 49Q: 3 clusters Score -1226764 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10840 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -1226763.000000 Penalty: 3073.742432 Iteration 50Q: 3 clusters Score -1226763 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10843 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -1226762.375000 Penalty: 3073.742432 Iteration 51Q: 3 clusters Score -1226762 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10846 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -1226764.625000 Penalty: 3073.742432 Iteration 52Q: 3 clusters Score -1226765 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10847 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -1226765.750000 Penalty: 3073.742432 Iteration 53Q: 3 clusters Score -1226766 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10847 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -1226765.750000 Penalty: 3073.742432 Iteration 54F: 3 clusters Score -1226766 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (6697 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6697 members Entering Unmasked Estep Score: -597488.750000 Penalty: 1431.529907 Iteration 0F: 2 clusters Score -597488.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3349 members Mstep: Class 2 contains 3348 members Entering Unmasked Estep Score: -592452.812500 Penalty: 2863.059814 Iteration 0F: 3 clusters Score -592452.8 nChanged 2833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3420 members Mstep: Class 2 contains 3277 members Entering Unmasked Estep Score: -593989.125000 Penalty: 2863.059814 Iteration 1F: 3 clusters Score -593989.1 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3461 members Mstep: Class 2 contains 3236 members Entering Unmasked Estep Score: -594196.500000 Penalty: 2863.059814 Iteration 2F: 3 clusters Score -594196.5 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3514 members Mstep: Class 2 contains 3183 members Entering Unmasked Estep Score: -594408.875000 Penalty: 2863.059814 Iteration 3Q: 3 clusters Score -594408.9 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3581 members Mstep: Class 2 contains 3116 members Entering Unmasked Estep Score: -594742.250000 Penalty: 2863.059814 Iteration 4Q: 3 clusters Score -594742.2 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3593 members Mstep: Class 2 contains 3104 members Entering Unmasked Estep Score: -595232.875000 Penalty: 2863.059814 Iteration 5F: 3 clusters Score -595232.9 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3414 members Mstep: Class 2 contains 3283 members Entering Unmasked Estep Score: -595712.500000 Penalty: 2863.059814 Iteration 6F: 3 clusters Score -595712.5 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3098 members Mstep: Class 2 contains 3599 members Entering Unmasked Estep Score: -596162.625000 Penalty: 2863.059814 Iteration 7F: 3 clusters Score -596162.6 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 3952 members Entering Unmasked Estep Score: -596600.875000 Penalty: 2863.059814 Iteration 8F: 3 clusters Score -596600.9 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 4279 members Entering Unmasked Estep Score: -597016.125000 Penalty: 2863.059814 Iteration 9F: 3 clusters Score -597016.1 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 4542 members Entering Unmasked Estep Score: -597330.625000 Penalty: 2863.059814 Iteration 10F: 3 clusters Score -597330.6 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 4719 members Entering Unmasked Estep Score: -597519.437500 Penalty: 2863.059814 Iteration 11Q: 3 clusters Score -597519.4 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 4816 members Entering Unmasked Estep Score: -597626.875000 Penalty: 2863.059814 Iteration 12Q: 3 clusters Score -597626.9 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 4835 members Entering Unmasked Estep Score: -597703.375000 Penalty: 2863.059814 Iteration 13Q: 3 clusters Score -597703.4 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 4812 members Entering Unmasked Estep Score: -597771.000000 Penalty: 2863.059814 Iteration 14Q: 3 clusters Score -597771 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 4780 members Entering Unmasked Estep Score: -597832.312500 Penalty: 2863.059814 Iteration 15Q: 3 clusters Score -597832.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 4744 members Entering Unmasked Estep Score: -597865.000000 Penalty: 2863.059814 Iteration 16Q: 3 clusters Score -597865 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 4719 members Entering Unmasked Estep Score: -597877.375000 Penalty: 2863.059814 Iteration 17Q: 3 clusters Score -597877.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 4699 members Entering Unmasked Estep Score: -597882.937500 Penalty: 2863.059814 Iteration 18Q: 3 clusters Score -597882.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2013 members Mstep: Class 2 contains 4684 members Entering Unmasked Estep Score: -597888.187500 Penalty: 2863.059814 Iteration 19Q: 3 clusters Score -597888.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 4671 members Entering Unmasked Estep Score: -597891.250000 Penalty: 2863.059814 Iteration 20F: 3 clusters Score -597891.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 4663 members Entering Unmasked Estep Score: -597893.937500 Penalty: 2863.059814 Iteration 21Q: 3 clusters Score -597893.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 4656 members Entering Unmasked Estep Score: -597896.062500 Penalty: 2863.059814 Iteration 22Q: 3 clusters Score -597896.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 4651 members Entering Unmasked Estep Score: -597896.000000 Penalty: 2863.059814 Iteration 23Q: 3 clusters Score -597896 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2051 members Mstep: Class 2 contains 4646 members Entering Unmasked Estep Score: -597896.687500 Penalty: 2863.059814 Iteration 24Q: 3 clusters Score -597896.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Mstep: Class 2 contains 4644 members Entering Unmasked Estep Score: -597898.437500 Penalty: 2863.059814 Iteration 25Q: 3 clusters Score -597898.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Mstep: Class 2 contains 4644 members Entering Unmasked Estep Score: -597898.437500 Penalty: 2863.059814 Iteration 26F: 3 clusters Score -597898.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 4644 members Mstep: Class 4 contains 1752 members Mstep: Class 5 contains 12806 members Mstep: Class 6 contains 2053 members Mstep: Class 7 contains 1983 members Mstep: Class 8 contains 2730 members Mstep: Class 9 contains 91292 members Mstep: Class 10 contains 21585 members Mstep: Class 11 contains 4495 members Mstep: Class 12 contains 2572 members Mstep: Class 15 contains 36557 members Mstep: Class 16 contains 1895 members Mstep: Class 17 contains 147654 members Mstep: Class 19 contains 3424 members Mstep: Class 21 contains 5190 members Mstep: Class 22 contains 3940 members Entering Unmasked Estep Score: -33052618.000000 Penalty: 33150.453125 Splitting cluster 6 changes total score from -33052814.000000 to -33052618.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (1983 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Entering Unmasked Estep Score: -174862.562500 Penalty: 1233.759521 Iteration 0F: 2 clusters Score -174862.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -172925.359375 Penalty: 2467.519043 Iteration 0F: 3 clusters Score -172925.4 nChanged 769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -175171.109375 Penalty: 2467.519043 Iteration 1F: 3 clusters Score -175171.1 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -177786.359375 Penalty: 2467.519043 Iteration 2F: 3 clusters Score -177786.4 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -178593.203125 Penalty: 2467.519043 Iteration 3F: 3 clusters Score -178593.2 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -178908.703125 Penalty: 2467.519043 Iteration 4Q: 3 clusters Score -178908.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -178980.968750 Penalty: 2467.519043 Iteration 5Q: 3 clusters Score -178981 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -179011.406250 Penalty: 2467.519043 Iteration 6Q: 3 clusters Score -179011.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -179059.937500 Penalty: 2467.519043 Iteration 7Q: 3 clusters Score -179059.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -179127.906250 Penalty: 2467.519043 Iteration 8Q: 3 clusters Score -179127.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -179170.984375 Penalty: 2467.519043 Iteration 9Q: 3 clusters Score -179171 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -179178.796875 Penalty: 2467.519043 Iteration 10Q: 3 clusters Score -179178.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -179179.375000 Penalty: 2467.519043 Iteration 11Q: 3 clusters Score -179179.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -179179.375000 Penalty: 2467.519043 Iteration 12F: 3 clusters Score -179179.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 653 members Mstep: Class 4 contains 1752 members Mstep: Class 5 contains 12806 members Mstep: Class 6 contains 6697 members Mstep: Class 7 contains 1330 members Mstep: Class 8 contains 2730 members Mstep: Class 9 contains 91292 members Mstep: Class 10 contains 21585 members Mstep: Class 11 contains 4495 members Mstep: Class 12 contains 2572 members Mstep: Class 15 contains 36557 members Mstep: Class 16 contains 1895 members Mstep: Class 17 contains 147654 members Mstep: Class 19 contains 3424 members Mstep: Class 21 contains 5190 members Mstep: Class 22 contains 3940 members Entering Unmasked Estep Score: -33056356.000000 Penalty: 33150.453125 Splitting cluster 7 changes total score from -33052814.000000 to -33056356.000000 So it's getting split into cluster 1. Entering ConstructFrom: Trying to split cluster 8 (2730 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Entering Unmasked Estep Score: -220450.859375 Penalty: 1285.709229 Iteration 0F: 2 clusters Score -220450.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -218147.640625 Penalty: 2571.418457 Iteration 0F: 3 clusters Score -218147.6 nChanged 1104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -219654.125000 Penalty: 2571.418457 Iteration 1F: 3 clusters Score -219654.1 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -220604.312500 Penalty: 2571.418457 Iteration 2F: 3 clusters Score -220604.3 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -221214.421875 Penalty: 2571.418457 Iteration 3F: 3 clusters Score -221214.4 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -221443.703125 Penalty: 2571.418457 Iteration 4F: 3 clusters Score -221443.7 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -221536.171875 Penalty: 2571.418457 Iteration 5Q: 3 clusters Score -221536.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -221573.625000 Penalty: 2571.418457 Iteration 6Q: 3 clusters Score -221573.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -221595.781250 Penalty: 2571.418457 Iteration 7Q: 3 clusters Score -221595.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -221639.218750 Penalty: 2571.418457 Iteration 8Q: 3 clusters Score -221639.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2057 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -221703.859375 Penalty: 2571.418457 Iteration 9Q: 3 clusters Score -221703.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -221771.687500 Penalty: 2571.418457 Iteration 10Q: 3 clusters Score -221771.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -221836.937500 Penalty: 2571.418457 Iteration 11Q: 3 clusters Score -221836.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -222007.343750 Penalty: 2571.418457 Iteration 12Q: 3 clusters Score -222007.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -222090.296875 Penalty: 2571.418457 Iteration 13Q: 3 clusters Score -222090.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -222137.421875 Penalty: 2571.418457 Iteration 14Q: 3 clusters Score -222137.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -222156.812500 Penalty: 2571.418457 Iteration 15Q: 3 clusters Score -222156.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -222163.843750 Penalty: 2571.418457 Iteration 16Q: 3 clusters Score -222163.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -222168.015625 Penalty: 2571.418457 Iteration 17Q: 3 clusters Score -222168 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -222169.031250 Penalty: 2571.418457 Iteration 18Q: 3 clusters Score -222169 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -222169.296875 Penalty: 2571.418457 Iteration 19Q: 3 clusters Score -222169.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -222169.218750 Penalty: 2571.418457 Iteration 20F: 3 clusters Score -222169.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 760 members Mstep: Class 4 contains 1752 members Mstep: Class 5 contains 12806 members Mstep: Class 6 contains 6697 members Mstep: Class 7 contains 1330 members Mstep: Class 8 contains 1970 members Mstep: Class 9 contains 91292 members Mstep: Class 10 contains 21585 members Mstep: Class 11 contains 4495 members Mstep: Class 12 contains 2572 members Mstep: Class 15 contains 36557 members Mstep: Class 16 contains 1895 members Mstep: Class 17 contains 147654 members Mstep: Class 19 contains 3424 members Mstep: Class 21 contains 5190 members Mstep: Class 22 contains 3940 members Entering Unmasked Estep Score: -33057334.000000 Penalty: 35222.355469 Splitting cluster 8 changes total score from -33052814.000000 to -33057334.000000 So it's getting split into cluster 2. Entering ConstructFrom: Trying to split cluster 9 (91292 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91292 members Entering Unmasked Estep Score: -9114760.000000 Penalty: 1856.045532 Iteration 0F: 2 clusters Score -9114760 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45643 members Mstep: Class 2 contains 45649 members Entering Unmasked Estep Score: -9053524.000000 Penalty: 3712.091064 Iteration 0F: 3 clusters Score -9053524 nChanged 43790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44951 members Mstep: Class 2 contains 46341 members Entering Unmasked Estep Score: -9078724.000000 Penalty: 3712.091064 Iteration 1F: 3 clusters Score -9078724 nChanged 3008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44361 members Mstep: Class 2 contains 46931 members Entering Unmasked Estep Score: -9079484.000000 Penalty: 3712.091064 Iteration 2Q: 3 clusters Score -9079484 nChanged 3250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43317 members Mstep: Class 2 contains 47975 members Entering Unmasked Estep Score: -9080308.000000 Penalty: 3712.091064 Iteration 3Q: 3 clusters Score -9080308 nChanged 3790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41669 members Mstep: Class 2 contains 49623 members Entering Unmasked Estep Score: -9081656.000000 Penalty: 3712.091064 Iteration 4Q: 3 clusters Score -9081656 nChanged 4493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39304 members Mstep: Class 2 contains 51988 members Entering Unmasked Estep Score: -9083498.000000 Penalty: 3712.091064 Iteration 5Q: 3 clusters Score -9083498 nChanged 5099 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36311 members Mstep: Class 2 contains 54981 members Entering Unmasked Estep Score: -9085904.000000 Penalty: 3712.091064 Iteration 6F: 3 clusters Score -9085904 nChanged 5472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32759 members Mstep: Class 2 contains 58533 members Entering Unmasked Estep Score: -9088739.000000 Penalty: 3712.091064 Iteration 7F: 3 clusters Score -9088739 nChanged 5352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28915 members Mstep: Class 2 contains 62377 members Entering Unmasked Estep Score: -9091730.000000 Penalty: 3712.091064 Iteration 8F: 3 clusters Score -9091730 nChanged 5171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24792 members Mstep: Class 2 contains 66500 members Entering Unmasked Estep Score: -9094994.000000 Penalty: 3712.091064 Iteration 9F: 3 clusters Score -9094994 nChanged 4632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20818 members Mstep: Class 2 contains 70474 members Entering Unmasked Estep Score: -9098591.000000 Penalty: 3712.091064 Iteration 10F: 3 clusters Score -9098591 nChanged 3903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17487 members Mstep: Class 2 contains 73805 members Entering Unmasked Estep Score: -9102207.000000 Penalty: 3712.091064 Iteration 11Q: 3 clusters Score -9102207 nChanged 2978 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15223 members Mstep: Class 2 contains 76069 members Entering Unmasked Estep Score: -9105111.000000 Penalty: 3712.091064 Iteration 12Q: 3 clusters Score -9105111 nChanged 2312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13777 members Mstep: Class 2 contains 77515 members Entering Unmasked Estep Score: -9106849.000000 Penalty: 3712.091064 Iteration 13Q: 3 clusters Score -9106849 nChanged 1642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12685 members Mstep: Class 2 contains 78607 members Entering Unmasked Estep Score: -9107768.000000 Penalty: 3712.091064 Iteration 14Q: 3 clusters Score -9107768 nChanged 1146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11661 members Mstep: Class 2 contains 79631 members Entering Unmasked Estep Score: -9108391.000000 Penalty: 3712.091064 Iteration 15Q: 3 clusters Score -9108391 nChanged 981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10696 members Mstep: Class 2 contains 80596 members Entering Unmasked Estep Score: -9108854.000000 Penalty: 3712.091064 Iteration 16Q: 3 clusters Score -9108854 nChanged 909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9799 members Mstep: Class 2 contains 81493 members Entering Unmasked Estep Score: -9109244.000000 Penalty: 3712.091064 Iteration 17Q: 3 clusters Score -9109244 nChanged 813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9000 members Mstep: Class 2 contains 82292 members Entering Unmasked Estep Score: -9109625.000000 Penalty: 3712.091064 Iteration 18Q: 3 clusters Score -9109625 nChanged 723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8287 members Mstep: Class 2 contains 83005 members Entering Unmasked Estep Score: -9109910.000000 Penalty: 3712.091064 Iteration 19Q: 3 clusters Score -9109910 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7681 members Mstep: Class 2 contains 83611 members Entering Unmasked Estep Score: -9110100.000000 Penalty: 3712.091064 Iteration 20F: 3 clusters Score -9110100 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7143 members Mstep: Class 2 contains 84149 members Entering Unmasked Estep Score: -9110257.000000 Penalty: 3712.091064 Iteration 21Q: 3 clusters Score -9110257 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6638 members Mstep: Class 2 contains 84654 members Entering Unmasked Estep Score: -9110444.000000 Penalty: 3712.091064 Iteration 22Q: 3 clusters Score -9110444 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6170 members Mstep: Class 2 contains 85122 members Entering Unmasked Estep Score: -9110622.000000 Penalty: 3712.091064 Iteration 23Q: 3 clusters Score -9110622 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5742 members Mstep: Class 2 contains 85550 members Entering Unmasked Estep Score: -9110796.000000 Penalty: 3712.091064 Iteration 24Q: 3 clusters Score -9110796 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5321 members Mstep: Class 2 contains 85971 members Entering Unmasked Estep Score: -9110988.000000 Penalty: 3712.091064 Iteration 25Q: 3 clusters Score -9110988 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4942 members Mstep: Class 2 contains 86350 members Entering Unmasked Estep Score: -9111113.000000 Penalty: 3712.091064 Iteration 26Q: 3 clusters Score -9111113 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4609 members Mstep: Class 2 contains 86683 members Entering Unmasked Estep Score: -9111215.000000 Penalty: 3712.091064 Iteration 27Q: 3 clusters Score -9111215 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4297 members Mstep: Class 2 contains 86995 members Entering Unmasked Estep Score: -9111346.000000 Penalty: 3712.091064 Iteration 28Q: 3 clusters Score -9111346 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3993 members Mstep: Class 2 contains 87299 members Entering Unmasked Estep Score: -9111509.000000 Penalty: 3712.091064 Iteration 29Q: 3 clusters Score -9111509 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3691 members Mstep: Class 2 contains 87601 members Entering Unmasked Estep Score: -9111612.000000 Penalty: 3712.091064 Iteration 30Q: 3 clusters Score -9111612 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3384 members Mstep: Class 2 contains 87908 members Entering Unmasked Estep Score: -9111720.000000 Penalty: 3712.091064 Iteration 31Q: 3 clusters Score -9111720 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3112 members Mstep: Class 2 contains 88180 members Entering Unmasked Estep Score: -9111820.000000 Penalty: 3712.091064 Iteration 32Q: 3 clusters Score -9111820 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2854 members Mstep: Class 2 contains 88438 members Entering Unmasked Estep Score: -9111871.000000 Penalty: 3712.091064 Iteration 33Q: 3 clusters Score -9111871 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2605 members Mstep: Class 2 contains 88687 members Entering Unmasked Estep Score: -9111962.000000 Penalty: 3712.091064 Iteration 34Q: 3 clusters Score -9111962 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 88946 members Entering Unmasked Estep Score: -9112116.000000 Penalty: 3712.091064 Iteration 35Q: 3 clusters Score -9112116 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 89208 members Entering Unmasked Estep Score: -9112214.000000 Penalty: 3712.091064 Iteration 36Q: 3 clusters Score -9112214 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 89445 members Entering Unmasked Estep Score: -9112348.000000 Penalty: 3712.091064 Iteration 37Q: 3 clusters Score -9112348 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 89640 members Entering Unmasked Estep Score: -9112450.000000 Penalty: 3712.091064 Iteration 38Q: 3 clusters Score -9112450 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 89810 members Entering Unmasked Estep Score: -9112534.000000 Penalty: 3712.091064 Iteration 39Q: 3 clusters Score -9112534 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 89954 members Entering Unmasked Estep Score: -9112623.000000 Penalty: 3712.091064 Iteration 40F: 3 clusters Score -9112623 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 90075 members Entering Unmasked Estep Score: -9112687.000000 Penalty: 3712.091064 Iteration 41Q: 3 clusters Score -9112687 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 90180 members Entering Unmasked Estep Score: -9112740.000000 Penalty: 3712.091064 Iteration 42Q: 3 clusters Score -9112740 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 90280 members Entering Unmasked Estep Score: -9112796.000000 Penalty: 3712.091064 Iteration 43Q: 3 clusters Score -9112796 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 90376 members Entering Unmasked Estep Score: -9112839.000000 Penalty: 3712.091064 Iteration 44Q: 3 clusters Score -9112839 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 90470 members Entering Unmasked Estep Score: -9112902.000000 Penalty: 3712.091064 Iteration 45Q: 3 clusters Score -9112902 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 90545 members Entering Unmasked Estep Score: -9112953.000000 Penalty: 3712.091064 Iteration 46Q: 3 clusters Score -9112953 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 90605 members Entering Unmasked Estep Score: -9112996.000000 Penalty: 3712.091064 Iteration 47Q: 3 clusters Score -9112996 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 90656 members Entering Unmasked Estep Score: -9113026.000000 Penalty: 3712.091064 Iteration 48Q: 3 clusters Score -9113026 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 90690 members Entering Unmasked Estep Score: -9113050.000000 Penalty: 3712.091064 Iteration 49Q: 3 clusters Score -9113050 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 90721 members Entering Unmasked Estep Score: -9113064.000000 Penalty: 3712.091064 Iteration 50Q: 3 clusters Score -9113064 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 90741 members Entering Unmasked Estep Score: -9113088.000000 Penalty: 3712.091064 Iteration 51Q: 3 clusters Score -9113088 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 90756 members Entering Unmasked Estep Score: -9113091.000000 Penalty: 3712.091064 Iteration 52Q: 3 clusters Score -9113091 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 90770 members Entering Unmasked Estep Score: -9113097.000000 Penalty: 3712.091064 Iteration 53Q: 3 clusters Score -9113097 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 90780 members Entering Unmasked Estep Score: -9113101.000000 Penalty: 3712.091064 Iteration 54Q: 3 clusters Score -9113101 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 90790 members Entering Unmasked Estep Score: -9113112.000000 Penalty: 3712.091064 Iteration 55Q: 3 clusters Score -9113112 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 90801 members Entering Unmasked Estep Score: -9113107.000000 Penalty: 3712.091064 Iteration 56Q: 3 clusters Score -9113107 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 90813 members Entering Unmasked Estep Score: -9113117.000000 Penalty: 3712.091064 Iteration 57Q: 3 clusters Score -9113117 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 90819 members Entering Unmasked Estep Score: -9113107.000000 Penalty: 3712.091064 Iteration 58Q: 3 clusters Score -9113107 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 90826 members Entering Unmasked Estep Score: -9113118.000000 Penalty: 3712.091064 Iteration 59Q: 3 clusters Score -9113118 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 90831 members Entering Unmasked Estep Score: -9113125.000000 Penalty: 3712.091064 Iteration 60F: 3 clusters Score -9113125 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 90836 members Entering Unmasked Estep Score: -9113120.000000 Penalty: 3712.091064 Iteration 61Q: 3 clusters Score -9113120 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 90837 members Entering Unmasked Estep Score: -9113118.000000 Penalty: 3712.091064 Iteration 62Q: 3 clusters Score -9113118 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 90836 members Entering Unmasked Estep Score: -9113118.000000 Penalty: 3712.091064 Iteration 63Q: 3 clusters Score -9113118 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 90837 members Entering Unmasked Estep Score: -9113126.000000 Penalty: 3712.091064 Iteration 64Q: 3 clusters Score -9113126 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 90838 members Entering Unmasked Estep Score: -9113126.000000 Penalty: 3712.091064 Iteration 65Q: 3 clusters Score -9113126 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 90839 members Entering Unmasked Estep Score: -9113124.000000 Penalty: 3712.091064 Iteration 66Q: 3 clusters Score -9113124 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 90839 members Entering Unmasked Estep Score: -9113123.000000 Penalty: 3712.091064 Iteration 67Q: 3 clusters Score -9113123 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 90839 members Entering Unmasked Estep Score: -9113123.000000 Penalty: 3712.091064 Iteration 68F: 3 clusters Score -9113123 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (21585 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21585 members Entering Unmasked Estep Score: -1974582.375000 Penalty: 1621.709961 Iteration 0F: 2 clusters Score -1974582 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10882 members Mstep: Class 2 contains 10703 members Entering Unmasked Estep Score: -1959876.500000 Penalty: 3243.419922 Iteration 0F: 3 clusters Score -1959876 nChanged 9765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11643 members Mstep: Class 2 contains 9942 members Entering Unmasked Estep Score: -1965409.625000 Penalty: 3243.419922 Iteration 1F: 3 clusters Score -1965410 nChanged 1322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12229 members Mstep: Class 2 contains 9356 members Entering Unmasked Estep Score: -1966018.125000 Penalty: 3243.419922 Iteration 2F: 3 clusters Score -1966018 nChanged 1365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13086 members Mstep: Class 2 contains 8499 members Entering Unmasked Estep Score: -1966802.375000 Penalty: 3243.419922 Iteration 3F: 3 clusters Score -1966802 nChanged 1556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14270 members Mstep: Class 2 contains 7315 members Entering Unmasked Estep Score: -1967914.750000 Penalty: 3243.419922 Iteration 4F: 3 clusters Score -1967915 nChanged 1793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15735 members Mstep: Class 2 contains 5850 members Entering Unmasked Estep Score: -1969470.375000 Penalty: 3243.419922 Iteration 5F: 3 clusters Score -1969470 nChanged 1760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17233 members Mstep: Class 2 contains 4352 members Entering Unmasked Estep Score: -1971211.000000 Penalty: 3243.419922 Iteration 6F: 3 clusters Score -1971211 nChanged 1502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18499 members Mstep: Class 2 contains 3086 members Entering Unmasked Estep Score: -1972723.000000 Penalty: 3243.419922 Iteration 7F: 3 clusters Score -1972723 nChanged 1046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19397 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -1973638.375000 Penalty: 3243.419922 Iteration 8Q: 3 clusters Score -1973638 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19920 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -1974078.500000 Penalty: 3243.419922 Iteration 9Q: 3 clusters Score -1974078 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20254 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -1974304.875000 Penalty: 3243.419922 Iteration 10Q: 3 clusters Score -1974305 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20460 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -1974405.875000 Penalty: 3243.419922 Iteration 11Q: 3 clusters Score -1974406 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20572 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -1974445.125000 Penalty: 3243.419922 Iteration 12Q: 3 clusters Score -1974445 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20657 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -1974484.125000 Penalty: 3243.419922 Iteration 13Q: 3 clusters Score -1974484 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20715 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -1974501.500000 Penalty: 3243.419922 Iteration 14Q: 3 clusters Score -1974502 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20758 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -1974519.125000 Penalty: 3243.419922 Iteration 15Q: 3 clusters Score -1974519 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20787 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -1974528.500000 Penalty: 3243.419922 Iteration 16Q: 3 clusters Score -1974528 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20803 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -1974538.625000 Penalty: 3243.419922 Iteration 17Q: 3 clusters Score -1974539 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20811 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -1974541.875000 Penalty: 3243.419922 Iteration 18Q: 3 clusters Score -1974542 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20818 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -1974541.875000 Penalty: 3243.419922 Iteration 19Q: 3 clusters Score -1974542 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20822 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -1974544.500000 Penalty: 3243.419922 Iteration 20F: 3 clusters Score -1974544 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20826 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -1974542.375000 Penalty: 3243.419922 Iteration 21Q: 3 clusters Score -1974542 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20828 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -1974543.375000 Penalty: 3243.419922 Iteration 22Q: 3 clusters Score -1974543 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20828 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -1974543.375000 Penalty: 3243.419922 Iteration 23F: 3 clusters Score -1974543 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (4495 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4495 members Entering Unmasked Estep Score: -433334.375000 Penalty: 1366.742188 Iteration 0F: 2 clusters Score -433334.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -429645.000000 Penalty: 2733.484375 Iteration 0F: 3 clusters Score -429645 nChanged 1835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -430624.156250 Penalty: 2733.484375 Iteration 1F: 3 clusters Score -430624.2 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 2410 members Entering Unmasked Estep Score: -430773.718750 Penalty: 2733.484375 Iteration 2F: 3 clusters Score -430773.7 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 2475 members Entering Unmasked Estep Score: -430898.125000 Penalty: 2733.484375 Iteration 3Q: 3 clusters Score -430898.1 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 2539 members Entering Unmasked Estep Score: -430993.875000 Penalty: 2733.484375 Iteration 4Q: 3 clusters Score -430993.9 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 2611 members Entering Unmasked Estep Score: -431067.156250 Penalty: 2733.484375 Iteration 5Q: 3 clusters Score -431067.2 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 2660 members Entering Unmasked Estep Score: -431123.375000 Penalty: 2733.484375 Iteration 6Q: 3 clusters Score -431123.4 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 2717 members Entering Unmasked Estep Score: -431179.750000 Penalty: 2733.484375 Iteration 7Q: 3 clusters Score -431179.8 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -431245.375000 Penalty: 2733.484375 Iteration 8Q: 3 clusters Score -431245.4 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 2874 members Entering Unmasked Estep Score: -431301.843750 Penalty: 2733.484375 Iteration 9Q: 3 clusters Score -431301.8 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 2959 members Entering Unmasked Estep Score: -431353.656250 Penalty: 2733.484375 Iteration 10Q: 3 clusters Score -431353.7 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 3043 members Entering Unmasked Estep Score: -431411.093750 Penalty: 2733.484375 Iteration 11Q: 3 clusters Score -431411.1 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 3132 members Entering Unmasked Estep Score: -431466.250000 Penalty: 2733.484375 Iteration 12Q: 3 clusters Score -431466.2 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 3211 members Entering Unmasked Estep Score: -431524.937500 Penalty: 2733.484375 Iteration 13Q: 3 clusters Score -431524.9 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 3303 members Entering Unmasked Estep Score: -431589.687500 Penalty: 2733.484375 Iteration 14Q: 3 clusters Score -431589.7 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 3393 members Entering Unmasked Estep Score: -431656.500000 Penalty: 2733.484375 Iteration 15Q: 3 clusters Score -431656.5 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 3480 members Entering Unmasked Estep Score: -431720.656250 Penalty: 2733.484375 Iteration 16Q: 3 clusters Score -431720.7 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 3572 members Entering Unmasked Estep Score: -431786.812500 Penalty: 2733.484375 Iteration 17Q: 3 clusters Score -431786.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 3651 members Entering Unmasked Estep Score: -431843.593750 Penalty: 2733.484375 Iteration 18Q: 3 clusters Score -431843.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 3722 members Entering Unmasked Estep Score: -431891.906250 Penalty: 2733.484375 Iteration 19Q: 3 clusters Score -431891.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 3785 members Entering Unmasked Estep Score: -431932.343750 Penalty: 2733.484375 Iteration 20F: 3 clusters Score -431932.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 3838 members Entering Unmasked Estep Score: -431970.093750 Penalty: 2733.484375 Iteration 21Q: 3 clusters Score -431970.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 3880 members Entering Unmasked Estep Score: -431999.625000 Penalty: 2733.484375 Iteration 22Q: 3 clusters Score -431999.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 3918 members Entering Unmasked Estep Score: -432033.812500 Penalty: 2733.484375 Iteration 23Q: 3 clusters Score -432033.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 3954 members Entering Unmasked Estep Score: -432060.687500 Penalty: 2733.484375 Iteration 24Q: 3 clusters Score -432060.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 3985 members Entering Unmasked Estep Score: -432081.375000 Penalty: 2733.484375 Iteration 25Q: 3 clusters Score -432081.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 4011 members Entering Unmasked Estep Score: -432094.687500 Penalty: 2733.484375 Iteration 26Q: 3 clusters Score -432094.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 4029 members Entering Unmasked Estep Score: -432104.718750 Penalty: 2733.484375 Iteration 27Q: 3 clusters Score -432104.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 4042 members Entering Unmasked Estep Score: -432113.625000 Penalty: 2733.484375 Iteration 28Q: 3 clusters Score -432113.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 4061 members Entering Unmasked Estep Score: -432122.093750 Penalty: 2733.484375 Iteration 29Q: 3 clusters Score -432122.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 4069 members Entering Unmasked Estep Score: -432127.031250 Penalty: 2733.484375 Iteration 30Q: 3 clusters Score -432127 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 4081 members Entering Unmasked Estep Score: -432134.093750 Penalty: 2733.484375 Iteration 31Q: 3 clusters Score -432134.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 4090 members Entering Unmasked Estep Score: -432139.312500 Penalty: 2733.484375 Iteration 32Q: 3 clusters Score -432139.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 4092 members Entering Unmasked Estep Score: -432139.500000 Penalty: 2733.484375 Iteration 33Q: 3 clusters Score -432139.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 4093 members Entering Unmasked Estep Score: -432139.625000 Penalty: 2733.484375 Iteration 34Q: 3 clusters Score -432139.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 4093 members Entering Unmasked Estep Score: -432139.625000 Penalty: 2733.484375 Iteration 35F: 3 clusters Score -432139.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (2572 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2572 members Entering Unmasked Estep Score: -252732.000000 Penalty: 1276.021362 Iteration 0F: 2 clusters Score -252732 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -250270.234375 Penalty: 2552.042725 Iteration 0F: 3 clusters Score -250270.2 nChanged 911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -250790.296875 Penalty: 2552.042725 Iteration 1F: 3 clusters Score -250790.3 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -250894.015625 Penalty: 2552.042725 Iteration 2F: 3 clusters Score -250894 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -250948.812500 Penalty: 2552.042725 Iteration 3Q: 3 clusters Score -250948.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -250983.828125 Penalty: 2552.042725 Iteration 4Q: 3 clusters Score -250983.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -251002.906250 Penalty: 2552.042725 Iteration 5Q: 3 clusters Score -251002.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -251014.281250 Penalty: 2552.042725 Iteration 6Q: 3 clusters Score -251014.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -251025.328125 Penalty: 2552.042725 Iteration 7Q: 3 clusters Score -251025.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -251036.406250 Penalty: 2552.042725 Iteration 8Q: 3 clusters Score -251036.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -251048.968750 Penalty: 2552.042725 Iteration 9Q: 3 clusters Score -251049 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -251064.109375 Penalty: 2552.042725 Iteration 10Q: 3 clusters Score -251064.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -251078.531250 Penalty: 2552.042725 Iteration 11Q: 3 clusters Score -251078.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -251092.546875 Penalty: 2552.042725 Iteration 12Q: 3 clusters Score -251092.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -251105.156250 Penalty: 2552.042725 Iteration 13Q: 3 clusters Score -251105.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -251118.671875 Penalty: 2552.042725 Iteration 14Q: 3 clusters Score -251118.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -251126.921875 Penalty: 2552.042725 Iteration 15Q: 3 clusters Score -251126.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -251135.843750 Penalty: 2552.042725 Iteration 16Q: 3 clusters Score -251135.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -251147.031250 Penalty: 2552.042725 Iteration 17Q: 3 clusters Score -251147 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -251157.984375 Penalty: 2552.042725 Iteration 18Q: 3 clusters Score -251158 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -251170.375000 Penalty: 2552.042725 Iteration 19Q: 3 clusters Score -251170.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -251182.046875 Penalty: 2552.042725 Iteration 20F: 3 clusters Score -251182 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -251195.765625 Penalty: 2552.042725 Iteration 21Q: 3 clusters Score -251195.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -251210.093750 Penalty: 2552.042725 Iteration 22Q: 3 clusters Score -251210.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -251223.437500 Penalty: 2552.042725 Iteration 23Q: 3 clusters Score -251223.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -251234.968750 Penalty: 2552.042725 Iteration 24Q: 3 clusters Score -251235 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -251253.640625 Penalty: 2552.042725 Iteration 25Q: 3 clusters Score -251253.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -251271.921875 Penalty: 2552.042725 Iteration 26Q: 3 clusters Score -251271.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -251289.531250 Penalty: 2552.042725 Iteration 27Q: 3 clusters Score -251289.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -251314.703125 Penalty: 2552.042725 Iteration 28Q: 3 clusters Score -251314.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -251340.968750 Penalty: 2552.042725 Iteration 29Q: 3 clusters Score -251341 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -251359.796875 Penalty: 2552.042725 Iteration 30Q: 3 clusters Score -251359.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -251378.640625 Penalty: 2552.042725 Iteration 31Q: 3 clusters Score -251378.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -251401.812500 Penalty: 2552.042725 Iteration 32Q: 3 clusters Score -251401.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -251427.859375 Penalty: 2552.042725 Iteration 33Q: 3 clusters Score -251427.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -251454.671875 Penalty: 2552.042725 Iteration 34Q: 3 clusters Score -251454.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -251475.343750 Penalty: 2552.042725 Iteration 35Q: 3 clusters Score -251475.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -251495.234375 Penalty: 2552.042725 Iteration 36Q: 3 clusters Score -251495.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -251510.796875 Penalty: 2552.042725 Iteration 37Q: 3 clusters Score -251510.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -251525.718750 Penalty: 2552.042725 Iteration 38Q: 3 clusters Score -251525.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -251539.656250 Penalty: 2552.042725 Iteration 39Q: 3 clusters Score -251539.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -251548.046875 Penalty: 2552.042725 Iteration 40F: 3 clusters Score -251548 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -251554.734375 Penalty: 2552.042725 Iteration 41Q: 3 clusters Score -251554.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -251559.343750 Penalty: 2552.042725 Iteration 42Q: 3 clusters Score -251559.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -251563.578125 Penalty: 2552.042725 Iteration 43Q: 3 clusters Score -251563.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -251571.421875 Penalty: 2552.042725 Iteration 44Q: 3 clusters Score -251571.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -251583.125000 Penalty: 2552.042725 Iteration 45Q: 3 clusters Score -251583.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -251593.562500 Penalty: 2552.042725 Iteration 46Q: 3 clusters Score -251593.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2183 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -251604.484375 Penalty: 2552.042725 Iteration 47Q: 3 clusters Score -251604.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -251613.500000 Penalty: 2552.042725 Iteration 48Q: 3 clusters Score -251613.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -251618.343750 Penalty: 2552.042725 Iteration 49Q: 3 clusters Score -251618.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -251624.375000 Penalty: 2552.042725 Iteration 50Q: 3 clusters Score -251624.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -251628.609375 Penalty: 2552.042725 Iteration 51Q: 3 clusters Score -251628.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -251630.281250 Penalty: 2552.042725 Iteration 52Q: 3 clusters Score -251630.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -251632.640625 Penalty: 2552.042725 Iteration 53Q: 3 clusters Score -251632.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -251633.578125 Penalty: 2552.042725 Iteration 54Q: 3 clusters Score -251633.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -251634.296875 Penalty: 2552.042725 Iteration 55Q: 3 clusters Score -251634.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -251634.296875 Penalty: 2552.042725 Iteration 56F: 3 clusters Score -251634.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (36557 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36557 members Entering Unmasked Estep Score: -3472389.750000 Penalty: 1707.327026 Iteration 0F: 2 clusters Score -3472390 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18413 members Mstep: Class 2 contains 18144 members Entering Unmasked Estep Score: -3447982.000000 Penalty: 3414.654053 Iteration 0F: 3 clusters Score -3447982 nChanged 17009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19564 members Mstep: Class 2 contains 16993 members Entering Unmasked Estep Score: -3457402.500000 Penalty: 3414.654053 Iteration 1F: 3 clusters Score -3457402 nChanged 1741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20385 members Mstep: Class 2 contains 16172 members Entering Unmasked Estep Score: -3458080.250000 Penalty: 3414.654053 Iteration 2Q: 3 clusters Score -3458080 nChanged 1777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21452 members Mstep: Class 2 contains 15105 members Entering Unmasked Estep Score: -3458844.500000 Penalty: 3414.654053 Iteration 3Q: 3 clusters Score -3458844 nChanged 1979 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22903 members Mstep: Class 2 contains 13654 members Entering Unmasked Estep Score: -3459975.500000 Penalty: 3414.654053 Iteration 4F: 3 clusters Score -3459976 nChanged 2259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24754 members Mstep: Class 2 contains 11803 members Entering Unmasked Estep Score: -3461594.500000 Penalty: 3414.654053 Iteration 5F: 3 clusters Score -3461594 nChanged 2452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26882 members Mstep: Class 2 contains 9675 members Entering Unmasked Estep Score: -3463643.000000 Penalty: 3414.654053 Iteration 6F: 3 clusters Score -3463643 nChanged 2460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29008 members Mstep: Class 2 contains 7549 members Entering Unmasked Estep Score: -3465856.750000 Penalty: 3414.654053 Iteration 7F: 3 clusters Score -3465857 nChanged 1990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30650 members Mstep: Class 2 contains 5907 members Entering Unmasked Estep Score: -3467573.750000 Penalty: 3414.654053 Iteration 8F: 3 clusters Score -3467574 nChanged 1508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31806 members Mstep: Class 2 contains 4751 members Entering Unmasked Estep Score: -3468785.000000 Penalty: 3414.654053 Iteration 9Q: 3 clusters Score -3468785 nChanged 1067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32643 members Mstep: Class 2 contains 3914 members Entering Unmasked Estep Score: -3469521.000000 Penalty: 3414.654053 Iteration 10Q: 3 clusters Score -3469521 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33238 members Mstep: Class 2 contains 3319 members Entering Unmasked Estep Score: -3470013.500000 Penalty: 3414.654053 Iteration 11Q: 3 clusters Score -3470014 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33676 members Mstep: Class 2 contains 2881 members Entering Unmasked Estep Score: -3470311.000000 Penalty: 3414.654053 Iteration 12Q: 3 clusters Score -3470311 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34025 members Mstep: Class 2 contains 2532 members Entering Unmasked Estep Score: -3470514.250000 Penalty: 3414.654053 Iteration 13Q: 3 clusters Score -3470514 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34288 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -3470646.750000 Penalty: 3414.654053 Iteration 14Q: 3 clusters Score -3470647 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34490 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -3470741.000000 Penalty: 3414.654053 Iteration 15Q: 3 clusters Score -3470741 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34661 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -3470802.250000 Penalty: 3414.654053 Iteration 16Q: 3 clusters Score -3470802 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34789 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -3470848.250000 Penalty: 3414.654053 Iteration 17Q: 3 clusters Score -3470848 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34878 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -3470863.750000 Penalty: 3414.654053 Iteration 18Q: 3 clusters Score -3470864 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34964 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -3470904.000000 Penalty: 3414.654053 Iteration 19Q: 3 clusters Score -3470904 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35035 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -3470929.000000 Penalty: 3414.654053 Iteration 20F: 3 clusters Score -3470929 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35092 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -3470959.500000 Penalty: 3414.654053 Iteration 21Q: 3 clusters Score -3470960 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35142 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -3470986.500000 Penalty: 3414.654053 Iteration 22Q: 3 clusters Score -3470986 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35199 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -3471023.500000 Penalty: 3414.654053 Iteration 23Q: 3 clusters Score -3471024 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35237 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -3471047.250000 Penalty: 3414.654053 Iteration 24Q: 3 clusters Score -3471047 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35284 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -3471068.000000 Penalty: 3414.654053 Iteration 25Q: 3 clusters Score -3471068 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35326 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -3471088.750000 Penalty: 3414.654053 Iteration 26Q: 3 clusters Score -3471089 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35353 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -3471093.750000 Penalty: 3414.654053 Iteration 27Q: 3 clusters Score -3471094 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35371 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -3471102.750000 Penalty: 3414.654053 Iteration 28Q: 3 clusters Score -3471103 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35391 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -3471110.750000 Penalty: 3414.654053 Iteration 29Q: 3 clusters Score -3471111 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35403 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -3471112.750000 Penalty: 3414.654053 Iteration 30Q: 3 clusters Score -3471113 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35416 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -3471117.000000 Penalty: 3414.654053 Iteration 31Q: 3 clusters Score -3471117 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35424 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -3471126.000000 Penalty: 3414.654053 Iteration 32Q: 3 clusters Score -3471126 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35429 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -3471121.750000 Penalty: 3414.654053 Iteration 33Q: 3 clusters Score -3471122 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35432 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -3471124.000000 Penalty: 3414.654053 Iteration 34Q: 3 clusters Score -3471124 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35438 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -3471126.750000 Penalty: 3414.654053 Iteration 35Q: 3 clusters Score -3471127 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35442 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -3471126.500000 Penalty: 3414.654053 Iteration 36Q: 3 clusters Score -3471126 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35447 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -3471130.000000 Penalty: 3414.654053 Iteration 37Q: 3 clusters Score -3471130 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35452 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -3471133.000000 Penalty: 3414.654053 Iteration 38Q: 3 clusters Score -3471133 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35455 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -3471133.500000 Penalty: 3414.654053 Iteration 39Q: 3 clusters Score -3471134 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35461 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -3471138.250000 Penalty: 3414.654053 Iteration 40F: 3 clusters Score -3471138 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35465 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -3471137.000000 Penalty: 3414.654053 Iteration 41Q: 3 clusters Score -3471137 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35465 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -3471141.500000 Penalty: 3414.654053 Iteration 42Q: 3 clusters Score -3471142 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35468 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -3471138.500000 Penalty: 3414.654053 Iteration 43Q: 3 clusters Score -3471138 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35473 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -3471140.750000 Penalty: 3414.654053 Iteration 44Q: 3 clusters Score -3471141 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35476 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -3471143.750000 Penalty: 3414.654053 Iteration 45Q: 3 clusters Score -3471144 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35481 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -3471147.250000 Penalty: 3414.654053 Iteration 46Q: 3 clusters Score -3471147 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35486 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -3471148.500000 Penalty: 3414.654053 Iteration 47Q: 3 clusters Score -3471148 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35488 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -3471148.750000 Penalty: 3414.654053 Iteration 48Q: 3 clusters Score -3471149 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35491 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -3471148.250000 Penalty: 3414.654053 Iteration 49Q: 3 clusters Score -3471148 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35492 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -3471150.250000 Penalty: 3414.654053 Iteration 50Q: 3 clusters Score -3471150 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35493 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -3471149.000000 Penalty: 3414.654053 Iteration 51Q: 3 clusters Score -3471149 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35493 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -3471149.000000 Penalty: 3414.654053 Iteration 52F: 3 clusters Score -3471149 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1895 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Entering Unmasked Estep Score: -155004.421875 Penalty: 1226.383301 Iteration 0F: 2 clusters Score -155004.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -153148.546875 Penalty: 2452.766602 Iteration 0F: 3 clusters Score -153148.5 nChanged 701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -153886.468750 Penalty: 2452.766602 Iteration 1F: 3 clusters Score -153886.5 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -154409.656250 Penalty: 2452.766602 Iteration 2F: 3 clusters Score -154409.7 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -155029.328125 Penalty: 2452.766602 Iteration 3F: 3 clusters Score -155029.3 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -155448.281250 Penalty: 2452.766602 Iteration 4F: 3 clusters Score -155448.3 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -155779.203125 Penalty: 2452.766602 Iteration 5F: 3 clusters Score -155779.2 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -155906.609375 Penalty: 2452.766602 Iteration 6F: 3 clusters Score -155906.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -155967.515625 Penalty: 2452.766602 Iteration 7Q: 3 clusters Score -155967.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -156008.968750 Penalty: 2452.766602 Iteration 8Q: 3 clusters Score -156009 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -156038.031250 Penalty: 2452.766602 Iteration 9Q: 3 clusters Score -156038 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -156067.359375 Penalty: 2452.766602 Iteration 10Q: 3 clusters Score -156067.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -156113.687500 Penalty: 2452.766602 Iteration 11Q: 3 clusters Score -156113.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -156157.562500 Penalty: 2452.766602 Iteration 12Q: 3 clusters Score -156157.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -156258.906250 Penalty: 2452.766602 Iteration 13Q: 3 clusters Score -156258.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -156403.171875 Penalty: 2452.766602 Iteration 14Q: 3 clusters Score -156403.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -156585.921875 Penalty: 2452.766602 Iteration 15Q: 3 clusters Score -156585.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -156765.453125 Penalty: 2452.766602 Iteration 16Q: 3 clusters Score -156765.5 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -156941.468750 Penalty: 2452.766602 Iteration 17Q: 3 clusters Score -156941.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -157092.078125 Penalty: 2452.766602 Iteration 18Q: 3 clusters Score -157092.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -157201.328125 Penalty: 2452.766602 Iteration 19Q: 3 clusters Score -157201.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -157403.781250 Penalty: 2452.766602 Iteration 20F: 3 clusters Score -157403.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -157634.015625 Penalty: 2452.766602 Iteration 21Q: 3 clusters Score -157634 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -157672.281250 Penalty: 2452.766602 Iteration 22Q: 3 clusters Score -157672.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -157687.031250 Penalty: 2452.766602 Iteration 23Q: 3 clusters Score -157687 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -157695.312500 Penalty: 2452.766602 Iteration 24Q: 3 clusters Score -157695.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -157701.281250 Penalty: 2452.766602 Iteration 25Q: 3 clusters Score -157701.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -157704.953125 Penalty: 2452.766602 Iteration 26Q: 3 clusters Score -157705 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -157709.796875 Penalty: 2452.766602 Iteration 27Q: 3 clusters Score -157709.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -157716.562500 Penalty: 2452.766602 Iteration 28Q: 3 clusters Score -157716.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -157718.281250 Penalty: 2452.766602 Iteration 29Q: 3 clusters Score -157718.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -157719.328125 Penalty: 2452.766602 Iteration 30Q: 3 clusters Score -157719.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -157719.328125 Penalty: 2452.766602 Iteration 31F: 3 clusters Score -157719.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 760 members Mstep: Class 3 contains 972 members Mstep: Class 4 contains 1752 members Mstep: Class 5 contains 12806 members Mstep: Class 6 contains 6697 members Mstep: Class 7 contains 1330 members Mstep: Class 8 contains 1970 members Mstep: Class 9 contains 91292 members Mstep: Class 10 contains 21585 members Mstep: Class 11 contains 4495 members Mstep: Class 12 contains 2572 members Mstep: Class 15 contains 36557 members Mstep: Class 16 contains 923 members Mstep: Class 17 contains 147654 members Mstep: Class 19 contains 3424 members Mstep: Class 21 contains 5190 members Mstep: Class 22 contains 3940 members Entering Unmasked Estep Score: -33059188.000000 Penalty: 37294.261719 Splitting cluster 16 changes total score from -33052814.000000 to -33059188.000000 So it's getting split into cluster 3. Entering ConstructFrom: Trying to split cluster 17 (147654 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147654 members Entering Unmasked Estep Score: -14681417.000000 Penalty: 1934.176880 Iteration 0F: 2 clusters Score -1.468142e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73896 members Mstep: Class 2 contains 73758 members Entering Unmasked Estep Score: -14583042.000000 Penalty: 3868.353760 Iteration 0F: 3 clusters Score -1.458304e+07 nChanged 70920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75222 members Mstep: Class 2 contains 72432 members Entering Unmasked Estep Score: -14624445.000000 Penalty: 3868.353760 Iteration 1F: 3 clusters Score -1.462444e+07 nChanged 3953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76083 members Mstep: Class 2 contains 71571 members Entering Unmasked Estep Score: -14625154.000000 Penalty: 3868.353760 Iteration 2Q: 3 clusters Score -1.462515e+07 nChanged 4180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77411 members Mstep: Class 2 contains 70243 members Entering Unmasked Estep Score: -14626154.000000 Penalty: 3868.353760 Iteration 3Q: 3 clusters Score -1.462615e+07 nChanged 4830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79623 members Mstep: Class 2 contains 68031 members Entering Unmasked Estep Score: -14627536.000000 Penalty: 3868.353760 Iteration 4Q: 3 clusters Score -1.462754e+07 nChanged 5933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83084 members Mstep: Class 2 contains 64570 members Entering Unmasked Estep Score: -14629775.000000 Penalty: 3868.353760 Iteration 5Q: 3 clusters Score -1.462978e+07 nChanged 7345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88139 members Mstep: Class 2 contains 59515 members Entering Unmasked Estep Score: -14633181.000000 Penalty: 3868.353760 Iteration 6Q: 3 clusters Score -1.463318e+07 nChanged 8762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94773 members Mstep: Class 2 contains 52881 members Entering Unmasked Estep Score: -14638116.000000 Penalty: 3868.353760 Iteration 7F: 3 clusters Score -1.463812e+07 nChanged 9543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102556 members Mstep: Class 2 contains 45098 members Entering Unmasked Estep Score: -14644796.000000 Penalty: 3868.353760 Iteration 8F: 3 clusters Score -1.46448e+07 nChanged 9458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110624 members Mstep: Class 2 contains 37030 members Entering Unmasked Estep Score: -14652221.000000 Penalty: 3868.353760 Iteration 9F: 3 clusters Score -1.465222e+07 nChanged 7963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117535 members Mstep: Class 2 contains 30119 members Entering Unmasked Estep Score: -14658784.000000 Penalty: 3868.353760 Iteration 10F: 3 clusters Score -1.465878e+07 nChanged 6347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122964 members Mstep: Class 2 contains 24690 members Entering Unmasked Estep Score: -14663805.000000 Penalty: 3868.353760 Iteration 11Q: 3 clusters Score -1.46638e+07 nChanged 4591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127071 members Mstep: Class 2 contains 20583 members Entering Unmasked Estep Score: -14666955.000000 Penalty: 3868.353760 Iteration 12Q: 3 clusters Score -1.466696e+07 nChanged 3515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130512 members Mstep: Class 2 contains 17142 members Entering Unmasked Estep Score: -14668991.000000 Penalty: 3868.353760 Iteration 13Q: 3 clusters Score -1.466899e+07 nChanged 3034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133540 members Mstep: Class 2 contains 14114 members Entering Unmasked Estep Score: -14670782.000000 Penalty: 3868.353760 Iteration 14Q: 3 clusters Score -1.467078e+07 nChanged 2692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136232 members Mstep: Class 2 contains 11422 members Entering Unmasked Estep Score: -14672376.000000 Penalty: 3868.353760 Iteration 15Q: 3 clusters Score -1.467238e+07 nChanged 2285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138517 members Mstep: Class 2 contains 9137 members Entering Unmasked Estep Score: -14673767.000000 Penalty: 3868.353760 Iteration 16Q: 3 clusters Score -1.467377e+07 nChanged 1972 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140489 members Mstep: Class 2 contains 7165 members Entering Unmasked Estep Score: -14675073.000000 Penalty: 3868.353760 Iteration 17Q: 3 clusters Score -1.467507e+07 nChanged 1688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142175 members Mstep: Class 2 contains 5479 members Entering Unmasked Estep Score: -14676113.000000 Penalty: 3868.353760 Iteration 18Q: 3 clusters Score -1.467611e+07 nChanged 1387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143562 members Mstep: Class 2 contains 4092 members Entering Unmasked Estep Score: -14677137.000000 Penalty: 3868.353760 Iteration 19Q: 3 clusters Score -1.467714e+07 nChanged 1110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144672 members Mstep: Class 2 contains 2982 members Entering Unmasked Estep Score: -14677913.000000 Penalty: 3868.353760 Iteration 20F: 3 clusters Score -1.467791e+07 nChanged 879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145551 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -14678511.000000 Penalty: 3868.353760 Iteration 21Q: 3 clusters Score -1.467851e+07 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146169 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -14678911.000000 Penalty: 3868.353760 Iteration 22Q: 3 clusters Score -1.467891e+07 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146576 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -14679162.000000 Penalty: 3868.353760 Iteration 23Q: 3 clusters Score -1.467916e+07 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146841 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -14679341.000000 Penalty: 3868.353760 Iteration 24Q: 3 clusters Score -1.467934e+07 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147002 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -14679438.000000 Penalty: 3868.353760 Iteration 25Q: 3 clusters Score -1.467944e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147100 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -14679523.000000 Penalty: 3868.353760 Iteration 26Q: 3 clusters Score -1.467952e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147176 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -14679569.000000 Penalty: 3868.353760 Iteration 27Q: 3 clusters Score -1.467957e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147228 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -14679618.000000 Penalty: 3868.353760 Iteration 28Q: 3 clusters Score -1.467962e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147273 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -14679681.000000 Penalty: 3868.353760 Iteration 29Q: 3 clusters Score -1.467968e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147299 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -14679696.000000 Penalty: 3868.353760 Iteration 30Q: 3 clusters Score -1.46797e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147318 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -14679707.000000 Penalty: 3868.353760 Iteration 31Q: 3 clusters Score -1.467971e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147336 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -14679716.000000 Penalty: 3868.353760 Iteration 32Q: 3 clusters Score -1.467972e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147339 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -14679724.000000 Penalty: 3868.353760 Iteration 33Q: 3 clusters Score -1.467972e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147344 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -14679736.000000 Penalty: 3868.353760 Iteration 34Q: 3 clusters Score -1.467974e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147349 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -14679747.000000 Penalty: 3868.353760 Iteration 35Q: 3 clusters Score -1.467975e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147354 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -14679755.000000 Penalty: 3868.353760 Iteration 36Q: 3 clusters Score -1.467976e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147357 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -14679751.000000 Penalty: 3868.353760 Iteration 37Q: 3 clusters Score -1.467975e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147360 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -14679752.000000 Penalty: 3868.353760 Iteration 38Q: 3 clusters Score -1.467975e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147363 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -14679748.000000 Penalty: 3868.353760 Iteration 39Q: 3 clusters Score -1.467975e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147366 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -14679752.000000 Penalty: 3868.353760 Iteration 40F: 3 clusters Score -1.467975e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (3424 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3424 members Entering Unmasked Estep Score: -323029.218750 Penalty: 1322.516846 Iteration 0F: 2 clusters Score -323029.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -320186.093750 Penalty: 2645.033691 Iteration 0F: 3 clusters Score -320186.1 nChanged 1335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -321110.375000 Penalty: 2645.033691 Iteration 1F: 3 clusters Score -321110.4 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 1982 members Entering Unmasked Estep Score: -321626.406250 Penalty: 2645.033691 Iteration 2F: 3 clusters Score -321626.4 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -322661.187500 Penalty: 2645.033691 Iteration 3F: 3 clusters Score -322661.2 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 2483 members Entering Unmasked Estep Score: -324772.718750 Penalty: 2645.033691 Iteration 4F: 3 clusters Score -324772.7 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -326738.937500 Penalty: 2645.033691 Iteration 5F: 3 clusters Score -326738.9 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 2411 members Entering Unmasked Estep Score: -328334.375000 Penalty: 2645.033691 Iteration 6F: 3 clusters Score -328334.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -328618.718750 Penalty: 2645.033691 Iteration 7Q: 3 clusters Score -328618.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 2371 members Entering Unmasked Estep Score: -328625.968750 Penalty: 2645.033691 Iteration 8Q: 3 clusters Score -328626 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -328626.968750 Penalty: 2645.033691 Iteration 9Q: 3 clusters Score -328627 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 2367 members Entering Unmasked Estep Score: -328627.437500 Penalty: 2645.033691 Iteration 10Q: 3 clusters Score -328627.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 2367 members Entering Unmasked Estep Score: -328627.437500 Penalty: 2645.033691 Iteration 11F: 3 clusters Score -328627.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 760 members Mstep: Class 3 contains 972 members Mstep: Class 4 contains 1752 members Mstep: Class 5 contains 12806 members Mstep: Class 6 contains 6697 members Mstep: Class 7 contains 1330 members Mstep: Class 8 contains 1970 members Mstep: Class 9 contains 91292 members Mstep: Class 10 contains 21585 members Mstep: Class 11 contains 4495 members Mstep: Class 12 contains 2572 members Mstep: Class 13 contains 2367 members Mstep: Class 15 contains 36557 members Mstep: Class 16 contains 923 members Mstep: Class 17 contains 147654 members Mstep: Class 19 contains 1057 members Mstep: Class 21 contains 5190 members Mstep: Class 22 contains 3940 members Entering Unmasked Estep Score: -33064038.000000 Penalty: 39366.164062 Splitting cluster 19 changes total score from -33052814.000000 to -33064038.000000 So it's getting split into cluster 13. Entering ConstructFrom: Trying to split cluster 21 (5190 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5190 members Entering Unmasked Estep Score: -476817.906250 Penalty: 1390.104492 Iteration 0F: 2 clusters Score -476817.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2598 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -472763.968750 Penalty: 2780.208984 Iteration 0F: 3 clusters Score -472764 nChanged 2171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2649 members Mstep: Class 2 contains 2541 members Entering Unmasked Estep Score: -474461.781250 Penalty: 2780.208984 Iteration 1F: 3 clusters Score -474461.8 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2759 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -475238.250000 Penalty: 2780.208984 Iteration 2F: 3 clusters Score -475238.2 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2917 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -475971.218750 Penalty: 2780.208984 Iteration 3F: 3 clusters Score -475971.2 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3041 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -476487.093750 Penalty: 2780.208984 Iteration 4F: 3 clusters Score -476487.1 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3139 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -476940.281250 Penalty: 2780.208984 Iteration 5F: 3 clusters Score -476940.3 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3221 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -477328.937500 Penalty: 2780.208984 Iteration 6F: 3 clusters Score -477328.9 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3243 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -477504.031250 Penalty: 2780.208984 Iteration 7Q: 3 clusters Score -477504 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3210 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -477564.375000 Penalty: 2780.208984 Iteration 8Q: 3 clusters Score -477564.4 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3172 members Mstep: Class 2 contains 2018 members Entering Unmasked Estep Score: -477603.000000 Penalty: 2780.208984 Iteration 9Q: 3 clusters Score -477603 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3127 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -477629.250000 Penalty: 2780.208984 Iteration 10Q: 3 clusters Score -477629.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3078 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -477646.343750 Penalty: 2780.208984 Iteration 11Q: 3 clusters Score -477646.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3045 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -477655.625000 Penalty: 2780.208984 Iteration 12Q: 3 clusters Score -477655.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3017 members Mstep: Class 2 contains 2173 members Entering Unmasked Estep Score: -477662.437500 Penalty: 2780.208984 Iteration 13Q: 3 clusters Score -477662.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2985 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -477670.093750 Penalty: 2780.208984 Iteration 14Q: 3 clusters Score -477670.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 2228 members Entering Unmasked Estep Score: -477674.937500 Penalty: 2780.208984 Iteration 15Q: 3 clusters Score -477674.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2943 members Mstep: Class 2 contains 2247 members Entering Unmasked Estep Score: -477678.656250 Penalty: 2780.208984 Iteration 16Q: 3 clusters Score -477678.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2927 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -477682.562500 Penalty: 2780.208984 Iteration 17Q: 3 clusters Score -477682.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2905 members Mstep: Class 2 contains 2285 members Entering Unmasked Estep Score: -477685.375000 Penalty: 2780.208984 Iteration 18Q: 3 clusters Score -477685.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2887 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -477687.781250 Penalty: 2780.208984 Iteration 19Q: 3 clusters Score -477687.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2870 members Mstep: Class 2 contains 2320 members Entering Unmasked Estep Score: -477690.281250 Penalty: 2780.208984 Iteration 20F: 3 clusters Score -477690.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2857 members Mstep: Class 2 contains 2333 members Entering Unmasked Estep Score: -477692.750000 Penalty: 2780.208984 Iteration 21Q: 3 clusters Score -477692.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2845 members Mstep: Class 2 contains 2345 members Entering Unmasked Estep Score: -477697.718750 Penalty: 2780.208984 Iteration 22Q: 3 clusters Score -477697.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2834 members Mstep: Class 2 contains 2356 members Entering Unmasked Estep Score: -477699.875000 Penalty: 2780.208984 Iteration 23Q: 3 clusters Score -477699.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2824 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -477701.406250 Penalty: 2780.208984 Iteration 24Q: 3 clusters Score -477701.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2816 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -477702.156250 Penalty: 2780.208984 Iteration 25Q: 3 clusters Score -477702.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -477704.093750 Penalty: 2780.208984 Iteration 26Q: 3 clusters Score -477704.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2806 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -477704.687500 Penalty: 2780.208984 Iteration 27Q: 3 clusters Score -477704.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2803 members Mstep: Class 2 contains 2387 members Entering Unmasked Estep Score: -477705.406250 Penalty: 2780.208984 Iteration 28Q: 3 clusters Score -477705.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2801 members Mstep: Class 2 contains 2389 members Entering Unmasked Estep Score: -477705.406250 Penalty: 2780.208984 Iteration 29Q: 3 clusters Score -477705.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2800 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -477706.531250 Penalty: 2780.208984 Iteration 30Q: 3 clusters Score -477706.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2795 members Mstep: Class 2 contains 2395 members Entering Unmasked Estep Score: -477707.281250 Penalty: 2780.208984 Iteration 31Q: 3 clusters Score -477707.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2789 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -477707.843750 Penalty: 2780.208984 Iteration 32Q: 3 clusters Score -477707.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -477707.843750 Penalty: 2780.208984 Iteration 33Q: 3 clusters Score -477707.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -477707.843750 Penalty: 2780.208984 Iteration 34F: 3 clusters Score -477707.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 760 members Mstep: Class 3 contains 972 members Mstep: Class 4 contains 1752 members Mstep: Class 5 contains 12806 members Mstep: Class 6 contains 6697 members Mstep: Class 7 contains 1330 members Mstep: Class 8 contains 1970 members Mstep: Class 9 contains 91292 members Mstep: Class 10 contains 21585 members Mstep: Class 11 contains 4495 members Mstep: Class 12 contains 2572 members Mstep: Class 13 contains 2367 members Mstep: Class 14 contains 2402 members Mstep: Class 15 contains 36557 members Mstep: Class 16 contains 923 members Mstep: Class 17 contains 147654 members Mstep: Class 19 contains 1057 members Mstep: Class 21 contains 2788 members Mstep: Class 22 contains 3940 members Entering Unmasked Estep Score: -33064246.000000 Penalty: 41438.066406 Splitting cluster 21 changes total score from -33052814.000000 to -33064246.000000 So it's getting split into cluster 14. Entering ConstructFrom: Trying to split cluster 22 (3940 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3940 members Entering Unmasked Estep Score: -381931.250000 Penalty: 1345.327148 Iteration 0F: 2 clusters Score -381931.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -378634.000000 Penalty: 2690.654297 Iteration 0F: 3 clusters Score -378634 nChanged 1602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -379733.250000 Penalty: 2690.654297 Iteration 1F: 3 clusters Score -379733.2 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -380404.750000 Penalty: 2690.654297 Iteration 2F: 3 clusters Score -380404.8 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -380983.312500 Penalty: 2690.654297 Iteration 3F: 3 clusters Score -380983.3 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2530 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -381407.812500 Penalty: 2690.654297 Iteration 4F: 3 clusters Score -381407.8 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2693 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -381666.750000 Penalty: 2690.654297 Iteration 5F: 3 clusters Score -381666.8 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2820 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -381832.906250 Penalty: 2690.654297 Iteration 6Q: 3 clusters Score -381832.9 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -381915.156250 Penalty: 2690.654297 Iteration 7Q: 3 clusters Score -381915.2 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2958 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -381966.593750 Penalty: 2690.654297 Iteration 8Q: 3 clusters Score -381966.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3001 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -381998.000000 Penalty: 2690.654297 Iteration 9Q: 3 clusters Score -381998 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -382012.531250 Penalty: 2690.654297 Iteration 10Q: 3 clusters Score -382012.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3048 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -382026.500000 Penalty: 2690.654297 Iteration 11Q: 3 clusters Score -382026.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3067 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -382036.812500 Penalty: 2690.654297 Iteration 12Q: 3 clusters Score -382036.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3074 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -382039.937500 Penalty: 2690.654297 Iteration 13Q: 3 clusters Score -382039.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3080 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -382042.218750 Penalty: 2690.654297 Iteration 14Q: 3 clusters Score -382042.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3082 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -382042.625000 Penalty: 2690.654297 Iteration 15Q: 3 clusters Score -382042.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3083 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -382043.062500 Penalty: 2690.654297 Iteration 16Q: 3 clusters Score -382043.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3083 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -382043.062500 Penalty: 2690.654297 Iteration 17F: 3 clusters Score -382043.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 760 members Mstep: Class 3 contains 972 members Mstep: Class 4 contains 1752 members Mstep: Class 5 contains 12806 members Mstep: Class 6 contains 6697 members Mstep: Class 7 contains 1330 members Mstep: Class 8 contains 1970 members Mstep: Class 9 contains 91292 members Mstep: Class 10 contains 21585 members Mstep: Class 11 contains 4495 members Mstep: Class 12 contains 2572 members Mstep: Class 13 contains 2367 members Mstep: Class 14 contains 2402 members Mstep: Class 15 contains 36557 members Mstep: Class 16 contains 923 members Mstep: Class 17 contains 147654 members Mstep: Class 18 contains 857 members Mstep: Class 19 contains 1057 members Mstep: Class 21 contains 2788 members Mstep: Class 22 contains 3083 members Entering Unmasked Estep Score: -33063636.000000 Penalty: 43509.968750 Splitting cluster 22 changes total score from -33052814.000000 to -33063636.000000 So it's getting split into cluster 18. Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 4 contains 1752 members Mstep: Class 5 contains 12806 members Mstep: Class 6 contains 6697 members Mstep: Class 7 contains 1330 members Mstep: Class 8 contains 1970 members Mstep: Class 9 contains 91292 members Mstep: Class 10 contains 21585 members Mstep: Class 11 contains 4495 members Mstep: Class 12 contains 2572 members Mstep: Class 15 contains 36557 members Mstep: Class 16 contains 923 members Mstep: Class 17 contains 147654 members Mstep: Class 19 contains 1057 members Mstep: Class 21 contains 2788 members Mstep: Class 22 contains 3083 members Entering Unmasked Estep ConsiderDeletion Score: -33065030.000000 Penalty: 43509.968750 Iteration 39Q: 22 clusters Score -3.306503e+07 nChanged 1298 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 583 members Mstep: Class 3 contains 958 members Mstep: Class 4 contains 1730 members Mstep: Class 5 contains 12819 members Mstep: Class 6 contains 6737 members Mstep: Class 7 contains 1366 members Mstep: Class 8 contains 2324 members Mstep: Class 9 contains 91282 members Mstep: Class 10 contains 21590 members Mstep: Class 11 contains 4420 members Mstep: Class 12 contains 2577 members Mstep: Class 13 contains 2365 members Mstep: Class 14 contains 2307 members Mstep: Class 15 contains 36432 members Mstep: Class 16 contains 1003 members Mstep: Class 17 contains 147624 members Mstep: Class 18 contains 882 members Mstep: Class 19 contains 1068 members Mstep: Class 21 contains 2764 members Mstep: Class 22 contains 3096 members Entering Unmasked Estep ConsiderDeletion Score: -33066558.000000 Penalty: 43509.968750 Iteration 40F: 22 clusters Score -3.306656e+07 nChanged 980 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 609 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 1709 members Mstep: Class 5 contains 12819 members Mstep: Class 6 contains 6756 members Mstep: Class 7 contains 1373 members Mstep: Class 8 contains 2429 members Mstep: Class 9 contains 91266 members Mstep: Class 10 contains 21521 members Mstep: Class 11 contains 4375 members Mstep: Class 12 contains 2569 members Mstep: Class 13 contains 2380 members Mstep: Class 14 contains 2412 members Mstep: Class 15 contains 36341 members Mstep: Class 16 contains 946 members Mstep: Class 17 contains 147601 members Mstep: Class 18 contains 961 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 2706 members Mstep: Class 22 contains 3102 members Entering Unmasked Estep ConsiderDeletion Score: -33067484.000000 Penalty: 43509.968750 Iteration 41Q: 22 clusters Score -3.306748e+07 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 596 members Mstep: Class 3 contains 989 members Mstep: Class 4 contains 1696 members Mstep: Class 5 contains 12822 members Mstep: Class 6 contains 6786 members Mstep: Class 7 contains 1375 members Mstep: Class 8 contains 2502 members Mstep: Class 9 contains 91252 members Mstep: Class 10 contains 21483 members Mstep: Class 11 contains 4364 members Mstep: Class 12 contains 2572 members Mstep: Class 13 contains 2383 members Mstep: Class 14 contains 2445 members Mstep: Class 15 contains 36276 members Mstep: Class 16 contains 926 members Mstep: Class 17 contains 147581 members Mstep: Class 18 contains 1002 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 2699 members Mstep: Class 22 contains 3117 members Entering Unmasked Estep ConsiderDeletion Score: -33067964.000000 Penalty: 43509.968750 Iteration 42Q: 22 clusters Score -3.306796e+07 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 572 members Mstep: Class 3 contains 988 members Mstep: Class 4 contains 1684 members Mstep: Class 5 contains 12826 members Mstep: Class 6 contains 6813 members Mstep: Class 7 contains 1379 members Mstep: Class 8 contains 2560 members Mstep: Class 9 contains 91238 members Mstep: Class 10 contains 21479 members Mstep: Class 11 contains 4367 members Mstep: Class 12 contains 2571 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2433 members Mstep: Class 15 contains 36224 members Mstep: Class 16 contains 909 members Mstep: Class 17 contains 147561 members Mstep: Class 18 contains 1024 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 2721 members Mstep: Class 22 contains 3137 members Entering Unmasked Estep ConsiderDeletion Score: -33068184.000000 Penalty: 43509.968750 Iteration 43Q: 22 clusters Score -3.306818e+07 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 557 members Mstep: Class 3 contains 980 members Mstep: Class 4 contains 1675 members Mstep: Class 5 contains 12838 members Mstep: Class 6 contains 6839 members Mstep: Class 7 contains 1379 members Mstep: Class 8 contains 2603 members Mstep: Class 9 contains 91221 members Mstep: Class 10 contains 21485 members Mstep: Class 11 contains 4375 members Mstep: Class 12 contains 2579 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2420 members Mstep: Class 15 contains 36178 members Mstep: Class 16 contains 890 members Mstep: Class 17 contains 147535 members Mstep: Class 18 contains 1026 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 2754 members Mstep: Class 22 contains 3153 members Entering Unmasked Estep ConsiderDeletion Score: -33068336.000000 Penalty: 43509.968750 Iteration 44Q: 22 clusters Score -3.306834e+07 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 550 members Mstep: Class 3 contains 967 members Mstep: Class 4 contains 1666 members Mstep: Class 5 contains 12847 members Mstep: Class 6 contains 6849 members Mstep: Class 7 contains 1380 members Mstep: Class 8 contains 2626 members Mstep: Class 9 contains 91207 members Mstep: Class 10 contains 21486 members Mstep: Class 11 contains 4395 members Mstep: Class 12 contains 2596 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2408 members Mstep: Class 15 contains 36154 members Mstep: Class 16 contains 884 members Mstep: Class 17 contains 147500 members Mstep: Class 18 contains 1026 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 2784 members Mstep: Class 22 contains 3163 members Entering Unmasked Estep ConsiderDeletion Score: -33068388.000000 Penalty: 43509.968750 Iteration 45Q: 22 clusters Score -3.306839e+07 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 546 members Mstep: Class 3 contains 956 members Mstep: Class 4 contains 1659 members Mstep: Class 5 contains 12859 members Mstep: Class 6 contains 6856 members Mstep: Class 7 contains 1381 members Mstep: Class 8 contains 2647 members Mstep: Class 9 contains 91193 members Mstep: Class 10 contains 21488 members Mstep: Class 11 contains 4402 members Mstep: Class 12 contains 2610 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2387 members Mstep: Class 15 contains 36143 members Mstep: Class 16 contains 875 members Mstep: Class 17 contains 147468 members Mstep: Class 18 contains 1030 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 2822 members Mstep: Class 22 contains 3169 members Entering Unmasked Estep ConsiderDeletion Score: -33068516.000000 Penalty: 43509.968750 Iteration 46Q: 22 clusters Score -3.306852e+07 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 543 members Mstep: Class 3 contains 939 members Mstep: Class 4 contains 1653 members Mstep: Class 5 contains 12871 members Mstep: Class 6 contains 6863 members Mstep: Class 7 contains 1381 members Mstep: Class 8 contains 2670 members Mstep: Class 9 contains 91176 members Mstep: Class 10 contains 21488 members Mstep: Class 11 contains 4407 members Mstep: Class 12 contains 2624 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2370 members Mstep: Class 15 contains 36140 members Mstep: Class 16 contains 873 members Mstep: Class 17 contains 147437 members Mstep: Class 18 contains 1032 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 2854 members Mstep: Class 22 contains 3172 members Entering Unmasked Estep ConsiderDeletion Score: -33068532.000000 Penalty: 43509.968750 Iteration 47Q: 22 clusters Score -3.306853e+07 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 543 members Mstep: Class 3 contains 915 members Mstep: Class 4 contains 1650 members Mstep: Class 5 contains 12885 members Mstep: Class 6 contains 6870 members Mstep: Class 7 contains 1381 members Mstep: Class 8 contains 2683 members Mstep: Class 9 contains 91159 members Mstep: Class 10 contains 21490 members Mstep: Class 11 contains 4414 members Mstep: Class 12 contains 2629 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2361 members Mstep: Class 15 contains 36135 members Mstep: Class 16 contains 868 members Mstep: Class 17 contains 147420 members Mstep: Class 18 contains 1029 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 2888 members Mstep: Class 22 contains 3175 members Entering Unmasked Estep ConsiderDeletion Score: -33068670.000000 Penalty: 43509.968750 Iteration 48Q: 22 clusters Score -3.306867e+07 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 542 members Mstep: Class 3 contains 900 members Mstep: Class 4 contains 1648 members Mstep: Class 5 contains 12897 members Mstep: Class 6 contains 6875 members Mstep: Class 7 contains 1381 members Mstep: Class 8 contains 2694 members Mstep: Class 9 contains 91144 members Mstep: Class 10 contains 21491 members Mstep: Class 11 contains 4409 members Mstep: Class 12 contains 2629 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2347 members Mstep: Class 15 contains 36140 members Mstep: Class 16 contains 870 members Mstep: Class 17 contains 147404 members Mstep: Class 18 contains 1024 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 2920 members Mstep: Class 22 contains 3182 members Entering Unmasked Estep ConsiderDeletion Score: -33068792.000000 Penalty: 43509.968750 Iteration 49Q: 22 clusters Score -3.306879e+07 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 541 members Mstep: Class 3 contains 882 members Mstep: Class 4 contains 1647 members Mstep: Class 5 contains 12901 members Mstep: Class 6 contains 6880 members Mstep: Class 7 contains 1381 members Mstep: Class 8 contains 2705 members Mstep: Class 9 contains 91136 members Mstep: Class 10 contains 21491 members Mstep: Class 11 contains 4409 members Mstep: Class 12 contains 2633 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2329 members Mstep: Class 15 contains 36135 members Mstep: Class 16 contains 877 members Mstep: Class 17 contains 147396 members Mstep: Class 18 contains 1020 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 2948 members Mstep: Class 22 contains 3187 members Entering Unmasked Estep ConsiderDeletion Score: -33068910.000000 Penalty: 43509.968750 Iteration 50Q: 22 clusters Score -3.306891e+07 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 540 members Mstep: Class 3 contains 869 members Mstep: Class 4 contains 1646 members Mstep: Class 5 contains 12904 members Mstep: Class 6 contains 6883 members Mstep: Class 7 contains 1381 members Mstep: Class 8 contains 2720 members Mstep: Class 9 contains 91128 members Mstep: Class 10 contains 21492 members Mstep: Class 11 contains 4401 members Mstep: Class 12 contains 2644 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2304 members Mstep: Class 15 contains 36130 members Mstep: Class 16 contains 884 members Mstep: Class 17 contains 147385 members Mstep: Class 18 contains 1016 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 2985 members Mstep: Class 22 contains 3192 members Entering Unmasked Estep ConsiderDeletion Score: -33069080.000000 Penalty: 43509.968750 Iteration 51Q: 22 clusters Score -3.306908e+07 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 539 members Mstep: Class 3 contains 856 members Mstep: Class 4 contains 1644 members Mstep: Class 5 contains 12905 members Mstep: Class 6 contains 6889 members Mstep: Class 7 contains 1382 members Mstep: Class 8 contains 2728 members Mstep: Class 9 contains 91123 members Mstep: Class 10 contains 21491 members Mstep: Class 11 contains 4395 members Mstep: Class 12 contains 2651 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2293 members Mstep: Class 15 contains 36127 members Mstep: Class 16 contains 892 members Mstep: Class 17 contains 147379 members Mstep: Class 18 contains 1014 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 3008 members Mstep: Class 22 contains 3195 members Entering Unmasked Estep ConsiderDeletion Score: -33069206.000000 Penalty: 43509.968750 Iteration 52Q: 22 clusters Score -3.306921e+07 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 538 members Mstep: Class 3 contains 834 members Mstep: Class 4 contains 1642 members Mstep: Class 5 contains 12906 members Mstep: Class 6 contains 6889 members Mstep: Class 7 contains 1382 members Mstep: Class 8 contains 2736 members Mstep: Class 9 contains 91121 members Mstep: Class 10 contains 21491 members Mstep: Class 11 contains 4386 members Mstep: Class 12 contains 2666 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2279 members Mstep: Class 15 contains 36123 members Mstep: Class 16 contains 899 members Mstep: Class 17 contains 147374 members Mstep: Class 18 contains 1014 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 3041 members Mstep: Class 22 contains 3195 members Entering Unmasked Estep ConsiderDeletion Score: -33069288.000000 Penalty: 43509.968750 Iteration 53Q: 22 clusters Score -3.306929e+07 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 536 members Mstep: Class 3 contains 830 members Mstep: Class 4 contains 1642 members Mstep: Class 5 contains 12907 members Mstep: Class 6 contains 6889 members Mstep: Class 7 contains 1382 members Mstep: Class 8 contains 2744 members Mstep: Class 9 contains 91118 members Mstep: Class 10 contains 21491 members Mstep: Class 11 contains 4390 members Mstep: Class 12 contains 2674 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2266 members Mstep: Class 15 contains 36118 members Mstep: Class 16 contains 891 members Mstep: Class 17 contains 147366 members Mstep: Class 18 contains 1014 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 3071 members Mstep: Class 22 contains 3195 members Entering Unmasked Estep ConsiderDeletion Score: -33069338.000000 Penalty: 43509.968750 Iteration 54Q: 22 clusters Score -3.306934e+07 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 535 members Mstep: Class 3 contains 829 members Mstep: Class 4 contains 1642 members Mstep: Class 5 contains 12908 members Mstep: Class 6 contains 6892 members Mstep: Class 7 contains 1382 members Mstep: Class 8 contains 2747 members Mstep: Class 9 contains 91117 members Mstep: Class 10 contains 21491 members Mstep: Class 11 contains 4391 members Mstep: Class 12 contains 2679 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2262 members Mstep: Class 15 contains 36114 members Mstep: Class 16 contains 877 members Mstep: Class 17 contains 147359 members Mstep: Class 18 contains 1013 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 3099 members Mstep: Class 22 contains 3195 members Entering Unmasked Estep ConsiderDeletion Score: -33069380.000000 Penalty: 43509.968750 Iteration 55Q: 22 clusters Score -3.306938e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 533 members Mstep: Class 3 contains 822 members Mstep: Class 4 contains 1642 members Mstep: Class 5 contains 12910 members Mstep: Class 6 contains 6892 members Mstep: Class 7 contains 1382 members Mstep: Class 8 contains 2751 members Mstep: Class 9 contains 91115 members Mstep: Class 10 contains 21492 members Mstep: Class 11 contains 4394 members Mstep: Class 12 contains 2685 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2252 members Mstep: Class 15 contains 36111 members Mstep: Class 16 contains 866 members Mstep: Class 17 contains 147350 members Mstep: Class 18 contains 1013 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 3129 members Mstep: Class 22 contains 3195 members Entering Unmasked Estep ConsiderDeletion Score: -33069428.000000 Penalty: 43509.968750 Iteration 56Q: 22 clusters Score -3.306943e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 533 members Mstep: Class 3 contains 816 members Mstep: Class 4 contains 1642 members Mstep: Class 5 contains 12913 members Mstep: Class 6 contains 6891 members Mstep: Class 7 contains 1382 members Mstep: Class 8 contains 2754 members Mstep: Class 9 contains 91112 members Mstep: Class 10 contains 21492 members Mstep: Class 11 contains 4399 members Mstep: Class 12 contains 2691 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2239 members Mstep: Class 15 contains 36107 members Mstep: Class 16 contains 859 members Mstep: Class 17 contains 147345 members Mstep: Class 18 contains 1013 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 3153 members Mstep: Class 22 contains 3194 members Entering Unmasked Estep ConsiderDeletion Score: -33069432.000000 Penalty: 43509.968750 Iteration 57Q: 22 clusters Score -3.306943e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 533 members Mstep: Class 3 contains 815 members Mstep: Class 4 contains 1642 members Mstep: Class 5 contains 12914 members Mstep: Class 6 contains 6891 members Mstep: Class 7 contains 1382 members Mstep: Class 8 contains 2755 members Mstep: Class 9 contains 91111 members Mstep: Class 10 contains 21492 members Mstep: Class 11 contains 4405 members Mstep: Class 12 contains 2700 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2222 members Mstep: Class 15 contains 36103 members Mstep: Class 16 contains 852 members Mstep: Class 17 contains 147340 members Mstep: Class 18 contains 1012 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 3171 members Mstep: Class 22 contains 3195 members Entering Unmasked Estep ConsiderDeletion Score: -33069498.000000 Penalty: 43509.968750 Iteration 58Q: 22 clusters Score -3.30695e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 533 members Mstep: Class 3 contains 812 members Mstep: Class 4 contains 1642 members Mstep: Class 5 contains 12915 members Mstep: Class 6 contains 6891 members Mstep: Class 7 contains 1382 members Mstep: Class 8 contains 2756 members Mstep: Class 9 contains 91110 members Mstep: Class 10 contains 21492 members Mstep: Class 11 contains 4407 members Mstep: Class 12 contains 2711 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2199 members Mstep: Class 15 contains 36104 members Mstep: Class 16 contains 855 members Mstep: Class 17 contains 147331 members Mstep: Class 18 contains 1012 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 3192 members Mstep: Class 22 contains 3193 members Entering Unmasked Estep ConsiderDeletion Score: -33069466.000000 Penalty: 43509.968750 Iteration 59Q: 22 clusters Score -3.306947e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 533 members Mstep: Class 3 contains 807 members Mstep: Class 4 contains 1642 members Mstep: Class 5 contains 12916 members Mstep: Class 6 contains 6891 members Mstep: Class 7 contains 1382 members Mstep: Class 8 contains 2757 members Mstep: Class 9 contains 91109 members Mstep: Class 10 contains 21492 members Mstep: Class 11 contains 4412 members Mstep: Class 12 contains 2721 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2182 members Mstep: Class 15 contains 36096 members Mstep: Class 16 contains 855 members Mstep: Class 17 contains 147323 members Mstep: Class 18 contains 1012 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 3215 members Mstep: Class 22 contains 3193 members Entering Unmasked Estep ConsiderDeletion Score: -33069520.000000 Penalty: 43509.968750 Iteration 60F: 22 clusters Score -3.306952e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 534 members Mstep: Class 3 contains 804 members Mstep: Class 4 contains 1641 members Mstep: Class 5 contains 12917 members Mstep: Class 6 contains 6892 members Mstep: Class 7 contains 1382 members Mstep: Class 8 contains 2757 members Mstep: Class 9 contains 91108 members Mstep: Class 10 contains 21491 members Mstep: Class 11 contains 4417 members Mstep: Class 12 contains 2721 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2172 members Mstep: Class 15 contains 36093 members Mstep: Class 16 contains 846 members Mstep: Class 17 contains 147324 members Mstep: Class 18 contains 1013 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 3233 members Mstep: Class 22 contains 3193 members Entering Unmasked Estep ConsiderDeletion Score: -33069634.000000 Penalty: 43509.968750 Iteration 61Q: 22 clusters Score -3.306963e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 531 members Mstep: Class 3 contains 808 members Mstep: Class 4 contains 1636 members Mstep: Class 5 contains 12919 members Mstep: Class 6 contains 6892 members Mstep: Class 7 contains 1383 members Mstep: Class 8 contains 2759 members Mstep: Class 9 contains 91107 members Mstep: Class 10 contains 21493 members Mstep: Class 11 contains 4420 members Mstep: Class 12 contains 2726 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2158 members Mstep: Class 15 contains 36085 members Mstep: Class 16 contains 839 members Mstep: Class 17 contains 147325 members Mstep: Class 18 contains 1014 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 3249 members Mstep: Class 22 contains 3194 members Entering Unmasked Estep ConsiderDeletion Score: -33069650.000000 Penalty: 43509.968750 Iteration 62Q: 22 clusters Score -3.306965e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 531 members Mstep: Class 3 contains 809 members Mstep: Class 4 contains 1633 members Mstep: Class 5 contains 12921 members Mstep: Class 6 contains 6891 members Mstep: Class 7 contains 1383 members Mstep: Class 8 contains 2762 members Mstep: Class 9 contains 91105 members Mstep: Class 10 contains 21494 members Mstep: Class 11 contains 4422 members Mstep: Class 12 contains 2735 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2152 members Mstep: Class 15 contains 36074 members Mstep: Class 16 contains 832 members Mstep: Class 17 contains 147325 members Mstep: Class 18 contains 1014 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 3261 members Mstep: Class 22 contains 3194 members Entering Unmasked Estep ConsiderDeletion Score: -33069636.000000 Penalty: 43509.968750 Iteration 63Q: 22 clusters Score -3.306964e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 530 members Mstep: Class 3 contains 810 members Mstep: Class 4 contains 1630 members Mstep: Class 5 contains 12923 members Mstep: Class 6 contains 6890 members Mstep: Class 7 contains 1383 members Mstep: Class 8 contains 2766 members Mstep: Class 9 contains 91103 members Mstep: Class 10 contains 21495 members Mstep: Class 11 contains 4425 members Mstep: Class 12 contains 2737 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2144 members Mstep: Class 15 contains 36067 members Mstep: Class 16 contains 830 members Mstep: Class 17 contains 147329 members Mstep: Class 18 contains 1014 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 3269 members Mstep: Class 22 contains 3194 members Entering Unmasked Estep ConsiderDeletion Score: -33069652.000000 Penalty: 43509.968750 Iteration 64Q: 22 clusters Score -3.306965e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 530 members Mstep: Class 3 contains 811 members Mstep: Class 4 contains 1625 members Mstep: Class 5 contains 12924 members Mstep: Class 6 contains 6890 members Mstep: Class 7 contains 1383 members Mstep: Class 8 contains 2771 members Mstep: Class 9 contains 91102 members Mstep: Class 10 contains 21495 members Mstep: Class 11 contains 4427 members Mstep: Class 12 contains 2740 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2138 members Mstep: Class 15 contains 36058 members Mstep: Class 16 contains 832 members Mstep: Class 17 contains 147332 members Mstep: Class 18 contains 1014 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 3274 members Mstep: Class 22 contains 3194 members Entering Unmasked Estep ConsiderDeletion Score: -33069658.000000 Penalty: 43509.968750 Iteration 65Q: 22 clusters Score -3.306966e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 530 members Mstep: Class 3 contains 811 members Mstep: Class 4 contains 1622 members Mstep: Class 5 contains 12924 members Mstep: Class 6 contains 6890 members Mstep: Class 7 contains 1383 members Mstep: Class 8 contains 2779 members Mstep: Class 9 contains 91102 members Mstep: Class 10 contains 21495 members Mstep: Class 11 contains 4428 members Mstep: Class 12 contains 2739 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2133 members Mstep: Class 15 contains 36053 members Mstep: Class 16 contains 831 members Mstep: Class 17 contains 147332 members Mstep: Class 18 contains 1014 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 3280 members Mstep: Class 22 contains 3194 members Entering Unmasked Estep ConsiderDeletion Score: -33069666.000000 Penalty: 43509.968750 Iteration 66Q: 22 clusters Score -3.306967e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 530 members Mstep: Class 3 contains 811 members Mstep: Class 4 contains 1619 members Mstep: Class 5 contains 12924 members Mstep: Class 6 contains 6891 members Mstep: Class 7 contains 1383 members Mstep: Class 8 contains 2783 members Mstep: Class 9 contains 91102 members Mstep: Class 10 contains 21495 members Mstep: Class 11 contains 4431 members Mstep: Class 12 contains 2743 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2130 members Mstep: Class 15 contains 36045 members Mstep: Class 16 contains 829 members Mstep: Class 17 contains 147332 members Mstep: Class 18 contains 1016 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 3282 members Mstep: Class 22 contains 3194 members Entering Unmasked Estep ConsiderDeletion Score: -33069712.000000 Penalty: 43509.968750 Iteration 67Q: 22 clusters Score -3.306971e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 531 members Mstep: Class 3 contains 811 members Mstep: Class 4 contains 1613 members Mstep: Class 5 contains 12924 members Mstep: Class 6 contains 6889 members Mstep: Class 7 contains 1383 members Mstep: Class 8 contains 2785 members Mstep: Class 9 contains 91102 members Mstep: Class 10 contains 21495 members Mstep: Class 11 contains 4432 members Mstep: Class 12 contains 2747 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2126 members Mstep: Class 15 contains 36039 members Mstep: Class 16 contains 830 members Mstep: Class 17 contains 147336 members Mstep: Class 18 contains 1015 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 3287 members Mstep: Class 22 contains 3195 members Entering Unmasked Estep ConsiderDeletion Score: -33069698.000000 Penalty: 43509.968750 Iteration 68Q: 22 clusters Score -3.30697e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 532 members Mstep: Class 3 contains 811 members Mstep: Class 4 contains 1604 members Mstep: Class 5 contains 12924 members Mstep: Class 6 contains 6889 members Mstep: Class 7 contains 1383 members Mstep: Class 8 contains 2791 members Mstep: Class 9 contains 91102 members Mstep: Class 10 contains 21495 members Mstep: Class 11 contains 4431 members Mstep: Class 12 contains 2747 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2121 members Mstep: Class 15 contains 36039 members Mstep: Class 16 contains 830 members Mstep: Class 17 contains 147341 members Mstep: Class 18 contains 1012 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 3292 members Mstep: Class 22 contains 3196 members Entering Unmasked Estep ConsiderDeletion Score: -33069706.000000 Penalty: 43509.968750 Iteration 69Q: 22 clusters Score -3.306971e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 533 members Mstep: Class 3 contains 811 members Mstep: Class 4 contains 1593 members Mstep: Class 5 contains 12924 members Mstep: Class 6 contains 6888 members Mstep: Class 7 contains 1383 members Mstep: Class 8 contains 2799 members Mstep: Class 9 contains 91102 members Mstep: Class 10 contains 21495 members Mstep: Class 11 contains 4437 members Mstep: Class 12 contains 2745 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2119 members Mstep: Class 15 contains 36041 members Mstep: Class 16 contains 829 members Mstep: Class 17 contains 147342 members Mstep: Class 18 contains 1011 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 3293 members Mstep: Class 22 contains 3196 members Entering Unmasked Estep ConsiderDeletion Score: -33069704.000000 Penalty: 43509.968750 Iteration 70Q: 22 clusters Score -3.30697e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 533 members Mstep: Class 3 contains 811 members Mstep: Class 4 contains 1587 members Mstep: Class 5 contains 12924 members Mstep: Class 6 contains 6888 members Mstep: Class 7 contains 1383 members Mstep: Class 8 contains 2802 members Mstep: Class 9 contains 91102 members Mstep: Class 10 contains 21493 members Mstep: Class 11 contains 4440 members Mstep: Class 12 contains 2746 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2120 members Mstep: Class 15 contains 36040 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 147345 members Mstep: Class 18 contains 1010 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 3295 members Mstep: Class 22 contains 3196 members Entering Unmasked Estep ConsiderDeletion Score: -33069722.000000 Penalty: 43509.968750 Iteration 71Q: 22 clusters Score -3.306972e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 531 members Mstep: Class 3 contains 811 members Mstep: Class 4 contains 1575 members Mstep: Class 5 contains 12924 members Mstep: Class 6 contains 6890 members Mstep: Class 7 contains 1383 members Mstep: Class 8 contains 2810 members Mstep: Class 9 contains 91102 members Mstep: Class 10 contains 21493 members Mstep: Class 11 contains 4441 members Mstep: Class 12 contains 2749 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2120 members Mstep: Class 15 contains 36038 members Mstep: Class 16 contains 821 members Mstep: Class 17 contains 147347 members Mstep: Class 18 contains 1009 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 3300 members Mstep: Class 22 contains 3197 members Entering Unmasked Estep ConsiderDeletion Score: -33069770.000000 Penalty: 43509.968750 Iteration 72Q: 22 clusters Score -3.306977e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 530 members Mstep: Class 3 contains 811 members Mstep: Class 4 contains 1566 members Mstep: Class 5 contains 12924 members Mstep: Class 6 contains 6893 members Mstep: Class 7 contains 1382 members Mstep: Class 8 contains 2825 members Mstep: Class 9 contains 91102 members Mstep: Class 10 contains 21492 members Mstep: Class 11 contains 4445 members Mstep: Class 12 contains 2747 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2119 members Mstep: Class 15 contains 36033 members Mstep: Class 16 contains 817 members Mstep: Class 17 contains 147343 members Mstep: Class 18 contains 1008 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 3306 members Mstep: Class 22 contains 3198 members Entering Unmasked Estep ConsiderDeletion Score: -33069760.000000 Penalty: 43509.968750 Iteration 73Q: 22 clusters Score -3.306976e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 529 members Mstep: Class 3 contains 811 members Mstep: Class 4 contains 1537 members Mstep: Class 5 contains 12924 members Mstep: Class 6 contains 6895 members Mstep: Class 7 contains 1383 members Mstep: Class 8 contains 2851 members Mstep: Class 9 contains 91102 members Mstep: Class 10 contains 21492 members Mstep: Class 11 contains 4442 members Mstep: Class 12 contains 2749 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2119 members Mstep: Class 15 contains 36035 members Mstep: Class 16 contains 815 members Mstep: Class 17 contains 147344 members Mstep: Class 18 contains 1007 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 3307 members Mstep: Class 22 contains 3199 members Entering Unmasked Estep ConsiderDeletion Score: -33069844.000000 Penalty: 43509.968750 Iteration 74Q: 22 clusters Score -3.306984e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 530 members Mstep: Class 3 contains 812 members Mstep: Class 4 contains 1492 members Mstep: Class 5 contains 12924 members Mstep: Class 6 contains 6892 members Mstep: Class 7 contains 1383 members Mstep: Class 8 contains 2892 members Mstep: Class 9 contains 91102 members Mstep: Class 10 contains 21491 members Mstep: Class 11 contains 4445 members Mstep: Class 12 contains 2753 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2115 members Mstep: Class 15 contains 36040 members Mstep: Class 16 contains 814 members Mstep: Class 17 contains 147340 members Mstep: Class 18 contains 1006 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 3311 members Mstep: Class 22 contains 3200 members Entering Unmasked Estep ConsiderDeletion Score: -33070150.000000 Penalty: 43509.968750 Iteration 75Q: 22 clusters Score -3.307015e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 530 members Mstep: Class 3 contains 813 members Mstep: Class 4 contains 1446 members Mstep: Class 5 contains 12924 members Mstep: Class 6 contains 6890 members Mstep: Class 7 contains 1384 members Mstep: Class 8 contains 2927 members Mstep: Class 9 contains 91102 members Mstep: Class 10 contains 21491 members Mstep: Class 11 contains 4442 members Mstep: Class 12 contains 2765 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2112 members Mstep: Class 15 contains 36050 members Mstep: Class 16 contains 813 members Mstep: Class 17 contains 147330 members Mstep: Class 18 contains 1006 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 3316 members Mstep: Class 22 contains 3200 members Entering Unmasked Estep ConsiderDeletion Score: -33070452.000000 Penalty: 43509.968750 Iteration 76Q: 22 clusters Score -3.307045e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 528 members Mstep: Class 3 contains 814 members Mstep: Class 4 contains 1438 members Mstep: Class 5 contains 12924 members Mstep: Class 6 contains 6887 members Mstep: Class 7 contains 1384 members Mstep: Class 8 contains 2945 members Mstep: Class 9 contains 91102 members Mstep: Class 10 contains 21490 members Mstep: Class 11 contains 4434 members Mstep: Class 12 contains 2778 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2112 members Mstep: Class 15 contains 36050 members Mstep: Class 16 contains 810 members Mstep: Class 17 contains 147321 members Mstep: Class 18 contains 1006 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 3318 members Mstep: Class 22 contains 3200 members Entering Unmasked Estep ConsiderDeletion Score: -33070432.000000 Penalty: 43509.968750 Iteration 77Q: 22 clusters Score -3.307043e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 528 members Mstep: Class 3 contains 813 members Mstep: Class 4 contains 1433 members Mstep: Class 5 contains 12924 members Mstep: Class 6 contains 6887 members Mstep: Class 7 contains 1385 members Mstep: Class 8 contains 2952 members Mstep: Class 9 contains 91102 members Mstep: Class 10 contains 21492 members Mstep: Class 11 contains 4434 members Mstep: Class 12 contains 2780 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2113 members Mstep: Class 15 contains 36049 members Mstep: Class 16 contains 809 members Mstep: Class 17 contains 147316 members Mstep: Class 18 contains 1007 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 3318 members Mstep: Class 22 contains 3199 members Entering Unmasked Estep ConsiderDeletion Score: -33070448.000000 Penalty: 43509.968750 Iteration 78Q: 22 clusters Score -3.307045e+07 nChanged 32 Entering ConstructFrom: Score: -33070448.000000 Penalty: 43509.968750 Entering ConstructFrom: Trying to split cluster 1 (589 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Entering Unmasked Estep Score: -50268.132812 Penalty: 1036.494263 Iteration 0F: 2 clusters Score -50268.13 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 300 members Entering Unmasked Estep Score: -49186.664062 Penalty: 2072.988525 Iteration 0F: 3 clusters Score -49186.66 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -49468.582031 Penalty: 2072.988525 Iteration 1F: 3 clusters Score -49468.58 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -49677.695312 Penalty: 2072.988525 Iteration 2F: 3 clusters Score -49677.7 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -49863.476562 Penalty: 2072.988525 Iteration 3F: 3 clusters Score -49863.48 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -50039.089844 Penalty: 2072.988525 Iteration 4F: 3 clusters Score -50039.09 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -50144.015625 Penalty: 2072.988525 Iteration 5Q: 3 clusters Score -50144.02 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -50226.460938 Penalty: 2072.988525 Iteration 6Q: 3 clusters Score -50226.46 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -50274.179688 Penalty: 2072.988525 Iteration 7Q: 3 clusters Score -50274.18 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -50319.328125 Penalty: 2072.988525 Iteration 8Q: 3 clusters Score -50319.33 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -50334.953125 Penalty: 2072.988525 Iteration 9Q: 3 clusters Score -50334.95 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -50339.851562 Penalty: 2072.988525 Iteration 10Q: 3 clusters Score -50339.85 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -50340.175781 Penalty: 2072.988525 Iteration 11Q: 3 clusters Score -50340.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -50340.175781 Penalty: 2072.988525 Iteration 12F: 3 clusters Score -50340.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 529 members Mstep: Class 3 contains 813 members Mstep: Class 4 contains 1432 members Mstep: Class 5 contains 12924 members Mstep: Class 6 contains 6886 members Mstep: Class 7 contains 1385 members Mstep: Class 8 contains 2954 members Mstep: Class 9 contains 91102 members Mstep: Class 10 contains 21493 members Mstep: Class 11 contains 4430 members Mstep: Class 12 contains 2790 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2112 members Mstep: Class 15 contains 36051 members Mstep: Class 16 contains 809 members Mstep: Class 17 contains 147305 members Mstep: Class 18 contains 1008 members Mstep: Class 19 contains 1073 members Mstep: Class 20 contains 161 members Mstep: Class 21 contains 3319 members Mstep: Class 22 contains 3199 members Entering Unmasked Estep Score: -33069518.000000 Penalty: 45581.875000 Splitting cluster 1 changes total score from -33070448.000000 to -33069518.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 2 (529 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Entering Unmasked Estep Score: -38917.863281 Penalty: 1019.035645 Iteration 0F: 2 clusters Score -38917.86 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -37952.835938 Penalty: 2038.071289 Iteration 0F: 3 clusters Score -37952.84 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -38357.625000 Penalty: 2038.071289 Iteration 1F: 3 clusters Score -38357.62 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -38597.968750 Penalty: 2038.071289 Iteration 2F: 3 clusters Score -38597.97 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -38745.488281 Penalty: 2038.071289 Iteration 3F: 3 clusters Score -38745.49 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -38785.441406 Penalty: 2038.071289 Iteration 4Q: 3 clusters Score -38785.44 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -38803.792969 Penalty: 2038.071289 Iteration 5Q: 3 clusters Score -38803.79 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -38811.175781 Penalty: 2038.071289 Iteration 6Q: 3 clusters Score -38811.18 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -38816.429688 Penalty: 2038.071289 Iteration 7Q: 3 clusters Score -38816.43 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -38816.429688 Penalty: 2038.071289 Iteration 8F: 3 clusters Score -38816.43 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (813 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Entering Unmasked Estep Score: -72873.757812 Penalty: 1088.868774 Iteration 0F: 2 clusters Score -72873.76 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -71588.007812 Penalty: 2177.737549 Iteration 0F: 3 clusters Score -71588.01 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -71899.273438 Penalty: 2177.737549 Iteration 1F: 3 clusters Score -71899.27 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -72003.578125 Penalty: 2177.737549 Iteration 2F: 3 clusters Score -72003.58 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -72054.632812 Penalty: 2177.737549 Iteration 3Q: 3 clusters Score -72054.63 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -72080.804688 Penalty: 2177.737549 Iteration 4Q: 3 clusters Score -72080.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -72098.000000 Penalty: 2177.737549 Iteration 5Q: 3 clusters Score -72098 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -72118.070312 Penalty: 2177.737549 Iteration 6Q: 3 clusters Score -72118.07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -72150.281250 Penalty: 2177.737549 Iteration 7Q: 3 clusters Score -72150.28 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -72174.867188 Penalty: 2177.737549 Iteration 8Q: 3 clusters Score -72174.87 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -72181.820312 Penalty: 2177.737549 Iteration 9Q: 3 clusters Score -72181.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -72188.804688 Penalty: 2177.737549 Iteration 10Q: 3 clusters Score -72188.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -72204.515625 Penalty: 2177.737549 Iteration 11Q: 3 clusters Score -72204.52 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -72224.031250 Penalty: 2177.737549 Iteration 12Q: 3 clusters Score -72224.03 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -72245.710938 Penalty: 2177.737549 Iteration 13Q: 3 clusters Score -72245.71 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -72255.914062 Penalty: 2177.737549 Iteration 14Q: 3 clusters Score -72255.91 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -72272.515625 Penalty: 2177.737549 Iteration 15Q: 3 clusters Score -72272.52 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -72286.828125 Penalty: 2177.737549 Iteration 16Q: 3 clusters Score -72286.83 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -72299.296875 Penalty: 2177.737549 Iteration 17Q: 3 clusters Score -72299.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -72312.179688 Penalty: 2177.737549 Iteration 18Q: 3 clusters Score -72312.18 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -72327.312500 Penalty: 2177.737549 Iteration 19Q: 3 clusters Score -72327.31 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -72349.085938 Penalty: 2177.737549 Iteration 20F: 3 clusters Score -72349.09 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -72365.546875 Penalty: 2177.737549 Iteration 21Q: 3 clusters Score -72365.55 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -72372.953125 Penalty: 2177.737549 Iteration 22Q: 3 clusters Score -72372.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -72376.960938 Penalty: 2177.737549 Iteration 23Q: 3 clusters Score -72376.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -72383.375000 Penalty: 2177.737549 Iteration 24Q: 3 clusters Score -72383.38 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -72391.273438 Penalty: 2177.737549 Iteration 25Q: 3 clusters Score -72391.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -72392.960938 Penalty: 2177.737549 Iteration 26Q: 3 clusters Score -72392.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -72394.875000 Penalty: 2177.737549 Iteration 27Q: 3 clusters Score -72394.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -72394.875000 Penalty: 2177.737549 Iteration 28F: 3 clusters Score -72394.88 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (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: -135393.093750 Penalty: 1180.859497 Iteration 0F: 2 clusters Score -135393.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. 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: -133719.296875 Penalty: 2361.718994 Iteration 0F: 3 clusters Score -133719.3 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -134140.984375 Penalty: 2361.718994 Iteration 1F: 3 clusters Score -134141 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -134342.750000 Penalty: 2361.718994 Iteration 2F: 3 clusters Score -134342.8 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -134549.328125 Penalty: 2361.718994 Iteration 3F: 3 clusters Score -134549.3 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -134747.125000 Penalty: 2361.718994 Iteration 4F: 3 clusters Score -134747.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -134830.921875 Penalty: 2361.718994 Iteration 5Q: 3 clusters Score -134830.9 nChanged 46 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: -134882.406250 Penalty: 2361.718994 Iteration 6Q: 3 clusters Score -134882.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -134910.984375 Penalty: 2361.718994 Iteration 7Q: 3 clusters Score -134911 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -134926.765625 Penalty: 2361.718994 Iteration 8Q: 3 clusters Score -134926.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -134936.656250 Penalty: 2361.718994 Iteration 9Q: 3 clusters Score -134936.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -134946.875000 Penalty: 2361.718994 Iteration 10Q: 3 clusters Score -134946.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -134948.875000 Penalty: 2361.718994 Iteration 11Q: 3 clusters Score -134948.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -134951.171875 Penalty: 2361.718994 Iteration 12Q: 3 clusters Score -134951.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -134952.234375 Penalty: 2361.718994 Iteration 13Q: 3 clusters Score -134952.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -134952.937500 Penalty: 2361.718994 Iteration 14Q: 3 clusters Score -134952.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -134953.468750 Penalty: 2361.718994 Iteration 15Q: 3 clusters Score -134953.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -134954.343750 Penalty: 2361.718994 Iteration 16Q: 3 clusters Score -134954.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -134954.343750 Penalty: 2361.718994 Iteration 17F: 3 clusters Score -134954.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (12924 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12924 members Entering Unmasked Estep Score: -1239168.125000 Penalty: 1538.361816 Iteration 0F: 2 clusters Score -1239168 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6447 members Mstep: Class 2 contains 6477 members Entering Unmasked Estep Score: -1230123.875000 Penalty: 3076.723633 Iteration 0F: 3 clusters Score -1230124 nChanged 5747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6472 members Mstep: Class 2 contains 6452 members Entering Unmasked Estep Score: -1233149.375000 Penalty: 3076.723633 Iteration 1F: 3 clusters Score -1233149 nChanged 728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6458 members Mstep: Class 2 contains 6466 members Entering Unmasked Estep Score: -1233421.250000 Penalty: 3076.723633 Iteration 2F: 3 clusters Score -1233421 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6452 members Mstep: Class 2 contains 6472 members Entering Unmasked Estep Score: -1233631.375000 Penalty: 3076.723633 Iteration 3Q: 3 clusters Score -1233631 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6447 members Mstep: Class 2 contains 6477 members Entering Unmasked Estep Score: -1233825.875000 Penalty: 3076.723633 Iteration 4Q: 3 clusters Score -1233826 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6425 members Mstep: Class 2 contains 6499 members Entering Unmasked Estep Score: -1234004.375000 Penalty: 3076.723633 Iteration 5Q: 3 clusters Score -1234004 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6411 members Mstep: Class 2 contains 6513 members Entering Unmasked Estep Score: -1234164.625000 Penalty: 3076.723633 Iteration 6Q: 3 clusters Score -1234165 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6400 members Mstep: Class 2 contains 6524 members Entering Unmasked Estep Score: -1234316.875000 Penalty: 3076.723633 Iteration 7Q: 3 clusters Score -1234317 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6398 members Mstep: Class 2 contains 6526 members Entering Unmasked Estep Score: -1234484.125000 Penalty: 3076.723633 Iteration 8Q: 3 clusters Score -1234484 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6389 members Mstep: Class 2 contains 6535 members Entering Unmasked Estep Score: -1234671.375000 Penalty: 3076.723633 Iteration 9Q: 3 clusters Score -1234671 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6394 members Mstep: Class 2 contains 6530 members Entering Unmasked Estep Score: -1234890.875000 Penalty: 3076.723633 Iteration 10Q: 3 clusters Score -1234891 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6429 members Mstep: Class 2 contains 6495 members Entering Unmasked Estep Score: -1235181.125000 Penalty: 3076.723633 Iteration 11Q: 3 clusters Score -1235181 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6503 members Mstep: Class 2 contains 6421 members Entering Unmasked Estep Score: -1235506.750000 Penalty: 3076.723633 Iteration 12Q: 3 clusters Score -1235507 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6593 members Mstep: Class 2 contains 6331 members Entering Unmasked Estep Score: -1235850.000000 Penalty: 3076.723633 Iteration 13Q: 3 clusters Score -1235850 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6641 members Mstep: Class 2 contains 6283 members Entering Unmasked Estep Score: -1236128.875000 Penalty: 3076.723633 Iteration 14Q: 3 clusters Score -1236129 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6710 members Mstep: Class 2 contains 6214 members Entering Unmasked Estep Score: -1236260.625000 Penalty: 3076.723633 Iteration 15Q: 3 clusters Score -1236261 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6759 members Mstep: Class 2 contains 6165 members Entering Unmasked Estep Score: -1236336.625000 Penalty: 3076.723633 Iteration 16Q: 3 clusters Score -1236337 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6802 members Mstep: Class 2 contains 6122 members Entering Unmasked Estep Score: -1236394.625000 Penalty: 3076.723633 Iteration 17Q: 3 clusters Score -1236395 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6825 members Mstep: Class 2 contains 6099 members Entering Unmasked Estep Score: -1236427.500000 Penalty: 3076.723633 Iteration 18Q: 3 clusters Score -1236428 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6839 members Mstep: Class 2 contains 6085 members Entering Unmasked Estep Score: -1236443.500000 Penalty: 3076.723633 Iteration 19Q: 3 clusters Score -1236444 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6853 members Mstep: Class 2 contains 6071 members Entering Unmasked Estep Score: -1236461.000000 Penalty: 3076.723633 Iteration 20F: 3 clusters Score -1236461 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6880 members Mstep: Class 2 contains 6044 members Entering Unmasked Estep Score: -1236466.500000 Penalty: 3076.723633 Iteration 21Q: 3 clusters Score -1236466 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6901 members Mstep: Class 2 contains 6023 members Entering Unmasked Estep Score: -1236485.750000 Penalty: 3076.723633 Iteration 22Q: 3 clusters Score -1236486 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6921 members Mstep: Class 2 contains 6003 members Entering Unmasked Estep Score: -1236495.750000 Penalty: 3076.723633 Iteration 23Q: 3 clusters Score -1236496 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6948 members Mstep: Class 2 contains 5976 members Entering Unmasked Estep Score: -1236507.375000 Penalty: 3076.723633 Iteration 24Q: 3 clusters Score -1236507 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6975 members Mstep: Class 2 contains 5949 members Entering Unmasked Estep Score: -1236526.000000 Penalty: 3076.723633 Iteration 25Q: 3 clusters Score -1236526 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6998 members Mstep: Class 2 contains 5926 members Entering Unmasked Estep Score: -1236544.500000 Penalty: 3076.723633 Iteration 26Q: 3 clusters Score -1236544 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7016 members Mstep: Class 2 contains 5908 members Entering Unmasked Estep Score: -1236563.500000 Penalty: 3076.723633 Iteration 27Q: 3 clusters Score -1236564 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7038 members Mstep: Class 2 contains 5886 members Entering Unmasked Estep Score: -1236586.125000 Penalty: 3076.723633 Iteration 28Q: 3 clusters Score -1236586 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7064 members Mstep: Class 2 contains 5860 members Entering Unmasked Estep Score: -1236608.625000 Penalty: 3076.723633 Iteration 29Q: 3 clusters Score -1236609 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7102 members Mstep: Class 2 contains 5822 members Entering Unmasked Estep Score: -1236634.375000 Penalty: 3076.723633 Iteration 30Q: 3 clusters Score -1236634 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7144 members Mstep: Class 2 contains 5780 members Entering Unmasked Estep Score: -1236656.000000 Penalty: 3076.723633 Iteration 31Q: 3 clusters Score -1236656 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7197 members Mstep: Class 2 contains 5727 members Entering Unmasked Estep Score: -1236686.375000 Penalty: 3076.723633 Iteration 32Q: 3 clusters Score -1236686 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7245 members Mstep: Class 2 contains 5679 members Entering Unmasked Estep Score: -1236721.625000 Penalty: 3076.723633 Iteration 33Q: 3 clusters Score -1236722 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7297 members Mstep: Class 2 contains 5627 members Entering Unmasked Estep Score: -1236757.250000 Penalty: 3076.723633 Iteration 34Q: 3 clusters Score -1236757 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7337 members Mstep: Class 2 contains 5587 members Entering Unmasked Estep Score: -1236789.000000 Penalty: 3076.723633 Iteration 35Q: 3 clusters Score -1236789 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7396 members Mstep: Class 2 contains 5528 members Entering Unmasked Estep Score: -1236811.875000 Penalty: 3076.723633 Iteration 36Q: 3 clusters Score -1236812 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7458 members Mstep: Class 2 contains 5466 members Entering Unmasked Estep Score: -1236833.125000 Penalty: 3076.723633 Iteration 37Q: 3 clusters Score -1236833 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7540 members Mstep: Class 2 contains 5384 members Entering Unmasked Estep Score: -1236862.000000 Penalty: 3076.723633 Iteration 38Q: 3 clusters Score -1236862 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7627 members Mstep: Class 2 contains 5297 members Entering Unmasked Estep Score: -1236891.000000 Penalty: 3076.723633 Iteration 39Q: 3 clusters Score -1236891 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7746 members Mstep: Class 2 contains 5178 members Entering Unmasked Estep Score: -1236929.250000 Penalty: 3076.723633 Iteration 40F: 3 clusters Score -1236929 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7875 members Mstep: Class 2 contains 5049 members Entering Unmasked Estep Score: -1236974.250000 Penalty: 3076.723633 Iteration 41Q: 3 clusters Score -1236974 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8018 members Mstep: Class 2 contains 4906 members Entering Unmasked Estep Score: -1237029.750000 Penalty: 3076.723633 Iteration 42Q: 3 clusters Score -1237030 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8189 members Mstep: Class 2 contains 4735 members Entering Unmasked Estep Score: -1237111.500000 Penalty: 3076.723633 Iteration 43Q: 3 clusters Score -1237112 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8397 members Mstep: Class 2 contains 4527 members Entering Unmasked Estep Score: -1237219.500000 Penalty: 3076.723633 Iteration 44Q: 3 clusters Score -1237220 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8630 members Mstep: Class 2 contains 4294 members Entering Unmasked Estep Score: -1237333.875000 Penalty: 3076.723633 Iteration 45Q: 3 clusters Score -1237334 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8852 members Mstep: Class 2 contains 4072 members Entering Unmasked Estep Score: -1237460.500000 Penalty: 3076.723633 Iteration 46Q: 3 clusters Score -1237460 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9080 members Mstep: Class 2 contains 3844 members Entering Unmasked Estep Score: -1237609.000000 Penalty: 3076.723633 Iteration 47Q: 3 clusters Score -1237609 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9326 members Mstep: Class 2 contains 3598 members Entering Unmasked Estep Score: -1237789.000000 Penalty: 3076.723633 Iteration 48Q: 3 clusters Score -1237789 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9538 members Mstep: Class 2 contains 3386 members Entering Unmasked Estep Score: -1237942.750000 Penalty: 3076.723633 Iteration 49Q: 3 clusters Score -1237943 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9742 members Mstep: Class 2 contains 3182 members Entering Unmasked Estep Score: -1238077.625000 Penalty: 3076.723633 Iteration 50Q: 3 clusters Score -1238078 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9927 members Mstep: Class 2 contains 2997 members Entering Unmasked Estep Score: -1238198.250000 Penalty: 3076.723633 Iteration 51Q: 3 clusters Score -1238198 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10087 members Mstep: Class 2 contains 2837 members Entering Unmasked Estep Score: -1238289.875000 Penalty: 3076.723633 Iteration 52Q: 3 clusters Score -1238290 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10218 members Mstep: Class 2 contains 2706 members Entering Unmasked Estep Score: -1238341.875000 Penalty: 3076.723633 Iteration 53Q: 3 clusters Score -1238342 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10331 members Mstep: Class 2 contains 2593 members Entering Unmasked Estep Score: -1238379.125000 Penalty: 3076.723633 Iteration 54Q: 3 clusters Score -1238379 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10415 members Mstep: Class 2 contains 2509 members Entering Unmasked Estep Score: -1238406.875000 Penalty: 3076.723633 Iteration 55Q: 3 clusters Score -1238407 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10483 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -1238422.750000 Penalty: 3076.723633 Iteration 56Q: 3 clusters Score -1238423 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10540 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -1238436.250000 Penalty: 3076.723633 Iteration 57Q: 3 clusters Score -1238436 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10597 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -1238453.375000 Penalty: 3076.723633 Iteration 58Q: 3 clusters Score -1238453 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10641 members Mstep: Class 2 contains 2283 members Entering Unmasked Estep Score: -1238463.625000 Penalty: 3076.723633 Iteration 59Q: 3 clusters Score -1238464 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10678 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -1238473.125000 Penalty: 3076.723633 Iteration 60F: 3 clusters Score -1238473 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10713 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -1238485.000000 Penalty: 3076.723633 Iteration 61Q: 3 clusters Score -1238485 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10746 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -1238491.375000 Penalty: 3076.723633 Iteration 62Q: 3 clusters Score -1238491 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10771 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -1238493.375000 Penalty: 3076.723633 Iteration 63Q: 3 clusters Score -1238493 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10790 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -1238498.250000 Penalty: 3076.723633 Iteration 64Q: 3 clusters Score -1238498 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10804 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -1238499.875000 Penalty: 3076.723633 Iteration 65Q: 3 clusters Score -1238500 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10813 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -1238502.250000 Penalty: 3076.723633 Iteration 66Q: 3 clusters Score -1238502 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10823 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -1238505.125000 Penalty: 3076.723633 Iteration 67Q: 3 clusters Score -1238505 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10833 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -1238505.250000 Penalty: 3076.723633 Iteration 68Q: 3 clusters Score -1238505 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10844 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -1238505.375000 Penalty: 3076.723633 Iteration 69Q: 3 clusters Score -1238505 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10855 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -1238504.125000 Penalty: 3076.723633 Iteration 70Q: 3 clusters Score -1238504 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10865 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -1238508.750000 Penalty: 3076.723633 Iteration 71Q: 3 clusters Score -1238509 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10871 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -1238510.125000 Penalty: 3076.723633 Iteration 72Q: 3 clusters Score -1238510 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10876 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -1238511.250000 Penalty: 3076.723633 Iteration 73Q: 3 clusters Score -1238511 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10878 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -1238510.375000 Penalty: 3076.723633 Iteration 74Q: 3 clusters Score -1238510 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10879 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -1238510.875000 Penalty: 3076.723633 Iteration 75Q: 3 clusters Score -1238511 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10881 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -1238509.625000 Penalty: 3076.723633 Iteration 76Q: 3 clusters Score -1238510 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10882 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -1238510.375000 Penalty: 3076.723633 Iteration 77Q: 3 clusters Score -1238510 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10882 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -1238510.375000 Penalty: 3076.723633 Iteration 78F: 3 clusters Score -1238510 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (6886 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6886 members Entering Unmasked Estep Score: -613705.937500 Penalty: 1436.052490 Iteration 0F: 2 clusters Score -613705.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3427 members Mstep: Class 2 contains 3459 members Entering Unmasked Estep Score: -608571.187500 Penalty: 2872.104980 Iteration 0F: 3 clusters Score -608571.2 nChanged 2872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3319 members Mstep: Class 2 contains 3567 members Entering Unmasked Estep Score: -610048.750000 Penalty: 2872.104980 Iteration 1F: 3 clusters Score -610048.8 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3304 members Mstep: Class 2 contains 3582 members Entering Unmasked Estep Score: -610451.750000 Penalty: 2872.104980 Iteration 2F: 3 clusters Score -610451.8 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3313 members Mstep: Class 2 contains 3573 members Entering Unmasked Estep Score: -610933.937500 Penalty: 2872.104980 Iteration 3F: 3 clusters Score -610933.9 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3470 members Mstep: Class 2 contains 3416 members Entering Unmasked Estep Score: -611622.062500 Penalty: 2872.104980 Iteration 4F: 3 clusters Score -611622.1 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3789 members Mstep: Class 2 contains 3097 members Entering Unmasked Estep Score: -612331.312500 Penalty: 2872.104980 Iteration 5F: 3 clusters Score -612331.3 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4208 members Mstep: Class 2 contains 2678 members Entering Unmasked Estep Score: -612940.312500 Penalty: 2872.104980 Iteration 6F: 3 clusters Score -612940.3 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4614 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -613425.000000 Penalty: 2872.104980 Iteration 7F: 3 clusters Score -613425 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4849 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -613682.062500 Penalty: 2872.104980 Iteration 8F: 3 clusters Score -613682.1 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4977 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -613848.250000 Penalty: 2872.104980 Iteration 9Q: 3 clusters Score -613848.2 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5020 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -613942.500000 Penalty: 2872.104980 Iteration 10Q: 3 clusters Score -613942.5 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5013 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -613993.500000 Penalty: 2872.104980 Iteration 11Q: 3 clusters Score -613993.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4981 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -614037.500000 Penalty: 2872.104980 Iteration 12Q: 3 clusters Score -614037.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4939 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -614066.312500 Penalty: 2872.104980 Iteration 13Q: 3 clusters Score -614066.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4902 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -614083.000000 Penalty: 2872.104980 Iteration 14Q: 3 clusters Score -614083 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4873 members Mstep: Class 2 contains 2013 members Entering Unmasked Estep Score: -614093.250000 Penalty: 2872.104980 Iteration 15Q: 3 clusters Score -614093.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4853 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -614096.875000 Penalty: 2872.104980 Iteration 16Q: 3 clusters Score -614096.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4831 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -614104.312500 Penalty: 2872.104980 Iteration 17Q: 3 clusters Score -614104.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4820 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -614106.687500 Penalty: 2872.104980 Iteration 18Q: 3 clusters Score -614106.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4815 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -614107.812500 Penalty: 2872.104980 Iteration 19Q: 3 clusters Score -614107.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4809 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -614109.125000 Penalty: 2872.104980 Iteration 20F: 3 clusters Score -614109.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4805 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -614109.250000 Penalty: 2872.104980 Iteration 21Q: 3 clusters Score -614109.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4803 members Mstep: Class 2 contains 2083 members Entering Unmasked Estep Score: -614109.625000 Penalty: 2872.104980 Iteration 22Q: 3 clusters Score -614109.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4801 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -614109.437500 Penalty: 2872.104980 Iteration 23Q: 3 clusters Score -614109.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4798 members Mstep: Class 2 contains 2088 members Entering Unmasked Estep Score: -614109.125000 Penalty: 2872.104980 Iteration 24Q: 3 clusters Score -614109.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4794 members Mstep: Class 2 contains 2092 members Entering Unmasked Estep Score: -614111.187500 Penalty: 2872.104980 Iteration 25Q: 3 clusters Score -614111.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4789 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -614111.500000 Penalty: 2872.104980 Iteration 26Q: 3 clusters Score -614111.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4784 members Mstep: Class 2 contains 2102 members Entering Unmasked Estep Score: -614112.562500 Penalty: 2872.104980 Iteration 27Q: 3 clusters Score -614112.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4782 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -614112.500000 Penalty: 2872.104980 Iteration 28Q: 3 clusters Score -614112.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4780 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -614112.875000 Penalty: 2872.104980 Iteration 29Q: 3 clusters Score -614112.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4780 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -614112.875000 Penalty: 2872.104980 Iteration 30F: 3 clusters Score -614112.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 529 members Mstep: Class 3 contains 813 members Mstep: Class 4 contains 1432 members Mstep: Class 5 contains 12924 members Mstep: Class 6 contains 4780 members Mstep: Class 7 contains 1385 members Mstep: Class 8 contains 2954 members Mstep: Class 9 contains 91102 members Mstep: Class 10 contains 21493 members Mstep: Class 11 contains 4430 members Mstep: Class 12 contains 2790 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2112 members Mstep: Class 15 contains 36051 members Mstep: Class 16 contains 809 members Mstep: Class 17 contains 147305 members Mstep: Class 18 contains 1008 members Mstep: Class 19 contains 1073 members Mstep: Class 20 contains 2106 members Mstep: Class 21 contains 3319 members Mstep: Class 22 contains 3199 members Entering Unmasked Estep Score: -33070286.000000 Penalty: 45581.875000 Splitting cluster 6 changes total score from -33070448.000000 to -33070286.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (1385 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Entering Unmasked Estep Score: -129504.187500 Penalty: 1175.436523 Iteration 0F: 2 clusters Score -129504.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -127833.945312 Penalty: 2350.873047 Iteration 0F: 3 clusters Score -127833.9 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -128187.757812 Penalty: 2350.873047 Iteration 1F: 3 clusters Score -128187.8 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -128302.726562 Penalty: 2350.873047 Iteration 2F: 3 clusters Score -128302.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -128364.750000 Penalty: 2350.873047 Iteration 3F: 3 clusters Score -128364.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -128390.289062 Penalty: 2350.873047 Iteration 4Q: 3 clusters Score -128390.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -128408.632812 Penalty: 2350.873047 Iteration 5Q: 3 clusters Score -128408.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -128419.976562 Penalty: 2350.873047 Iteration 6Q: 3 clusters Score -128420 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -128433.390625 Penalty: 2350.873047 Iteration 7Q: 3 clusters Score -128433.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -128445.148438 Penalty: 2350.873047 Iteration 8Q: 3 clusters Score -128445.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -128462.218750 Penalty: 2350.873047 Iteration 9Q: 3 clusters Score -128462.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -128478.632812 Penalty: 2350.873047 Iteration 10Q: 3 clusters Score -128478.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -128489.070312 Penalty: 2350.873047 Iteration 11Q: 3 clusters Score -128489.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -128499.539062 Penalty: 2350.873047 Iteration 12Q: 3 clusters Score -128499.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -128509.226562 Penalty: 2350.873047 Iteration 13Q: 3 clusters Score -128509.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -128521.125000 Penalty: 2350.873047 Iteration 14Q: 3 clusters Score -128521.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -128530.812500 Penalty: 2350.873047 Iteration 15Q: 3 clusters Score -128530.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -128548.289062 Penalty: 2350.873047 Iteration 16Q: 3 clusters Score -128548.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -128579.992188 Penalty: 2350.873047 Iteration 17Q: 3 clusters Score -128580 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -128639.226562 Penalty: 2350.873047 Iteration 18Q: 3 clusters Score -128639.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -128755.039062 Penalty: 2350.873047 Iteration 19Q: 3 clusters Score -128755 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -128894.710938 Penalty: 2350.873047 Iteration 20F: 3 clusters Score -128894.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -128968.242188 Penalty: 2350.873047 Iteration 21Q: 3 clusters Score -128968.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -129020.578125 Penalty: 2350.873047 Iteration 22Q: 3 clusters Score -129020.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -129113.390625 Penalty: 2350.873047 Iteration 23Q: 3 clusters Score -129113.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -129189.453125 Penalty: 2350.873047 Iteration 24Q: 3 clusters Score -129189.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -129243.679688 Penalty: 2350.873047 Iteration 25Q: 3 clusters Score -129243.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -129277.898438 Penalty: 2350.873047 Iteration 26Q: 3 clusters Score -129277.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -129312.421875 Penalty: 2350.873047 Iteration 27Q: 3 clusters Score -129312.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -129349.906250 Penalty: 2350.873047 Iteration 28Q: 3 clusters Score -129349.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -129367.789062 Penalty: 2350.873047 Iteration 29Q: 3 clusters Score -129367.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -129375.835938 Penalty: 2350.873047 Iteration 30Q: 3 clusters Score -129375.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -129382.875000 Penalty: 2350.873047 Iteration 31Q: 3 clusters Score -129382.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -129385.148438 Penalty: 2350.873047 Iteration 32Q: 3 clusters Score -129385.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -129385.757812 Penalty: 2350.873047 Iteration 33Q: 3 clusters Score -129385.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -129386.742188 Penalty: 2350.873047 Iteration 34Q: 3 clusters Score -129386.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -129386.742188 Penalty: 2350.873047 Iteration 35F: 3 clusters Score -129386.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2954 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2954 members Entering Unmasked Estep Score: -252238.312500 Penalty: 1298.523682 Iteration 0F: 2 clusters Score -252238.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -249553.000000 Penalty: 2597.047363 Iteration 0F: 3 clusters Score -249553 nChanged 1109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -250274.078125 Penalty: 2597.047363 Iteration 1F: 3 clusters Score -250274.1 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -250604.187500 Penalty: 2597.047363 Iteration 2F: 3 clusters Score -250604.2 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -250828.078125 Penalty: 2597.047363 Iteration 3F: 3 clusters Score -250828.1 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -250995.031250 Penalty: 2597.047363 Iteration 4F: 3 clusters Score -250995 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -251141.015625 Penalty: 2597.047363 Iteration 5F: 3 clusters Score -251141 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -251279.859375 Penalty: 2597.047363 Iteration 6Q: 3 clusters Score -251279.9 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -251427.140625 Penalty: 2597.047363 Iteration 7Q: 3 clusters Score -251427.1 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -251558.406250 Penalty: 2597.047363 Iteration 8Q: 3 clusters Score -251558.4 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -251704.656250 Penalty: 2597.047363 Iteration 9Q: 3 clusters Score -251704.7 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -251814.515625 Penalty: 2597.047363 Iteration 10Q: 3 clusters Score -251814.5 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -251899.937500 Penalty: 2597.047363 Iteration 11Q: 3 clusters Score -251899.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -251968.750000 Penalty: 2597.047363 Iteration 12Q: 3 clusters Score -251968.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -252017.734375 Penalty: 2597.047363 Iteration 13Q: 3 clusters Score -252017.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -252076.406250 Penalty: 2597.047363 Iteration 14Q: 3 clusters Score -252076.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2409 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -252122.640625 Penalty: 2597.047363 Iteration 15Q: 3 clusters Score -252122.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -252155.562500 Penalty: 2597.047363 Iteration 16Q: 3 clusters Score -252155.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -252174.546875 Penalty: 2597.047363 Iteration 17Q: 3 clusters Score -252174.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -252180.656250 Penalty: 2597.047363 Iteration 18Q: 3 clusters Score -252180.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2473 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -252188.421875 Penalty: 2597.047363 Iteration 19Q: 3 clusters Score -252188.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -252197.234375 Penalty: 2597.047363 Iteration 20F: 3 clusters Score -252197.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2489 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -252204.140625 Penalty: 2597.047363 Iteration 21Q: 3 clusters Score -252204.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2498 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -252217.187500 Penalty: 2597.047363 Iteration 22Q: 3 clusters Score -252217.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -252226.218750 Penalty: 2597.047363 Iteration 23Q: 3 clusters Score -252226.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -252234.203125 Penalty: 2597.047363 Iteration 24Q: 3 clusters Score -252234.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -252238.031250 Penalty: 2597.047363 Iteration 25Q: 3 clusters Score -252238 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2519 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -252239.703125 Penalty: 2597.047363 Iteration 26Q: 3 clusters Score -252239.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -252242.375000 Penalty: 2597.047363 Iteration 27Q: 3 clusters Score -252242.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -252244.921875 Penalty: 2597.047363 Iteration 28Q: 3 clusters Score -252244.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2528 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -252246.906250 Penalty: 2597.047363 Iteration 29Q: 3 clusters Score -252246.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2530 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -252248.343750 Penalty: 2597.047363 Iteration 30Q: 3 clusters Score -252248.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2530 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -252248.343750 Penalty: 2597.047363 Iteration 31F: 3 clusters Score -252248.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 529 members Mstep: Class 3 contains 813 members Mstep: Class 4 contains 1432 members Mstep: Class 5 contains 12924 members Mstep: Class 6 contains 6886 members Mstep: Class 7 contains 1385 members Mstep: Class 8 contains 2530 members Mstep: Class 9 contains 91102 members Mstep: Class 10 contains 21493 members Mstep: Class 11 contains 4430 members Mstep: Class 12 contains 2790 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2112 members Mstep: Class 15 contains 36051 members Mstep: Class 16 contains 809 members Mstep: Class 17 contains 147305 members Mstep: Class 18 contains 1008 members Mstep: Class 19 contains 1073 members Mstep: Class 20 contains 424 members Mstep: Class 21 contains 3319 members Mstep: Class 22 contains 3199 members Entering Unmasked Estep Score: -33069742.000000 Penalty: 45581.875000 Splitting cluster 8 changes total score from -33070448.000000 to -33069742.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 9 (91102 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91102 members Entering Unmasked Estep Score: -9096830.000000 Penalty: 1855.706909 Iteration 0F: 2 clusters Score -9096830 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45731 members Mstep: Class 2 contains 45371 members Entering Unmasked Estep Score: -9036048.000000 Penalty: 3711.413818 Iteration 0F: 3 clusters Score -9036048 nChanged 43296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47431 members Mstep: Class 2 contains 43671 members Entering Unmasked Estep Score: -9060613.000000 Penalty: 3711.413818 Iteration 1F: 3 clusters Score -9060613 nChanged 2965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48350 members Mstep: Class 2 contains 42752 members Entering Unmasked Estep Score: -9061377.000000 Penalty: 3711.413818 Iteration 2Q: 3 clusters Score -9061377 nChanged 3370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49772 members Mstep: Class 2 contains 41330 members Entering Unmasked Estep Score: -9062552.000000 Penalty: 3711.413818 Iteration 3Q: 3 clusters Score -9062552 nChanged 3766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52026 members Mstep: Class 2 contains 39076 members Entering Unmasked Estep Score: -9063867.000000 Penalty: 3711.413818 Iteration 4Q: 3 clusters Score -9063867 nChanged 4499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55515 members Mstep: Class 2 contains 35587 members Entering Unmasked Estep Score: -9066035.000000 Penalty: 3711.413818 Iteration 5Q: 3 clusters Score -9066035 nChanged 5629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60652 members Mstep: Class 2 contains 30450 members Entering Unmasked Estep Score: -9069424.000000 Penalty: 3711.413818 Iteration 6F: 3 clusters Score -9069424 nChanged 6908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67390 members Mstep: Class 2 contains 23712 members Entering Unmasked Estep Score: -9074723.000000 Penalty: 3711.413818 Iteration 7F: 3 clusters Score -9074723 nChanged 7518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74864 members Mstep: Class 2 contains 16238 members Entering Unmasked Estep Score: -9081417.000000 Penalty: 3711.413818 Iteration 8F: 3 clusters Score -9081417 nChanged 6323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81165 members Mstep: Class 2 contains 9937 members Entering Unmasked Estep Score: -9087402.000000 Penalty: 3711.413818 Iteration 9F: 3 clusters Score -9087402 nChanged 4150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85277 members Mstep: Class 2 contains 5825 members Entering Unmasked Estep Score: -9091277.000000 Penalty: 3711.413818 Iteration 10Q: 3 clusters Score -9091277 nChanged 2180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87417 members Mstep: Class 2 contains 3685 members Entering Unmasked Estep Score: -9093292.000000 Penalty: 3711.413818 Iteration 11Q: 3 clusters Score -9093292 nChanged 1116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88495 members Mstep: Class 2 contains 2607 members Entering Unmasked Estep Score: -9094258.000000 Penalty: 3711.413818 Iteration 12Q: 3 clusters Score -9094258 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89070 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -9094783.000000 Penalty: 3711.413818 Iteration 13Q: 3 clusters Score -9094783 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89394 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -9095035.000000 Penalty: 3711.413818 Iteration 14Q: 3 clusters Score -9095035 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89577 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -9095182.000000 Penalty: 3711.413818 Iteration 15Q: 3 clusters Score -9095182 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89713 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -9095254.000000 Penalty: 3711.413818 Iteration 16Q: 3 clusters Score -9095254 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89820 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -9095306.000000 Penalty: 3711.413818 Iteration 17Q: 3 clusters Score -9095306 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89885 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -9095340.000000 Penalty: 3711.413818 Iteration 18Q: 3 clusters Score -9095340 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89932 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -9095354.000000 Penalty: 3711.413818 Iteration 19Q: 3 clusters Score -9095354 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89983 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -9095373.000000 Penalty: 3711.413818 Iteration 20F: 3 clusters Score -9095373 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90019 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -9095382.000000 Penalty: 3711.413818 Iteration 21Q: 3 clusters Score -9095382 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90036 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -9095401.000000 Penalty: 3711.413818 Iteration 22Q: 3 clusters Score -9095401 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90056 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -9095395.000000 Penalty: 3711.413818 Iteration 23Q: 3 clusters Score -9095395 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90067 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -9095400.000000 Penalty: 3711.413818 Iteration 24Q: 3 clusters Score -9095400 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90085 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -9095436.000000 Penalty: 3711.413818 Iteration 25Q: 3 clusters Score -9095436 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90095 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -9095438.000000 Penalty: 3711.413818 Iteration 26Q: 3 clusters Score -9095438 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90102 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -9095437.000000 Penalty: 3711.413818 Iteration 27Q: 3 clusters Score -9095437 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90102 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -9095439.000000 Penalty: 3711.413818 Iteration 28Q: 3 clusters Score -9095439 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90099 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -9095443.000000 Penalty: 3711.413818 Iteration 29Q: 3 clusters Score -9095443 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90100 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -9095441.000000 Penalty: 3711.413818 Iteration 30Q: 3 clusters Score -9095441 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90104 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -9095430.000000 Penalty: 3711.413818 Iteration 31Q: 3 clusters Score -9095430 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90107 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -9095437.000000 Penalty: 3711.413818 Iteration 32Q: 3 clusters Score -9095437 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90113 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -9095439.000000 Penalty: 3711.413818 Iteration 33Q: 3 clusters Score -9095439 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90119 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -9095441.000000 Penalty: 3711.413818 Iteration 34Q: 3 clusters Score -9095441 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90121 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -9095442.000000 Penalty: 3711.413818 Iteration 35Q: 3 clusters Score -9095442 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90122 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -9095446.000000 Penalty: 3711.413818 Iteration 36Q: 3 clusters Score -9095446 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90121 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -9095444.000000 Penalty: 3711.413818 Iteration 37Q: 3 clusters Score -9095444 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90121 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -9095444.000000 Penalty: 3711.413818 Iteration 38F: 3 clusters Score -9095444 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (21493 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21493 members Entering Unmasked Estep Score: -1967941.625000 Penalty: 1621.015991 Iteration 0F: 2 clusters Score -1967942 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10725 members Mstep: Class 2 contains 10768 members Entering Unmasked Estep Score: -1953333.250000 Penalty: 3242.031982 Iteration 0F: 3 clusters Score -1953333 nChanged 9746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10221 members Mstep: Class 2 contains 11272 members Entering Unmasked Estep Score: -1958591.750000 Penalty: 3242.031982 Iteration 1F: 3 clusters Score -1958592 nChanged 1094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9909 members Mstep: Class 2 contains 11584 members Entering Unmasked Estep Score: -1959009.375000 Penalty: 3242.031982 Iteration 2F: 3 clusters Score -1959009 nChanged 1110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9455 members Mstep: Class 2 contains 12038 members Entering Unmasked Estep Score: -1959541.125000 Penalty: 3242.031982 Iteration 3F: 3 clusters Score -1959541 nChanged 1301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8784 members Mstep: Class 2 contains 12709 members Entering Unmasked Estep Score: -1960321.625000 Penalty: 3242.031982 Iteration 4F: 3 clusters Score -1960322 nChanged 1479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7911 members Mstep: Class 2 contains 13582 members Entering Unmasked Estep Score: -1961323.625000 Penalty: 3242.031982 Iteration 5F: 3 clusters Score -1961324 nChanged 1590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6849 members Mstep: Class 2 contains 14644 members Entering Unmasked Estep Score: -1962448.125000 Penalty: 3242.031982 Iteration 6F: 3 clusters Score -1962448 nChanged 1466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5787 members Mstep: Class 2 contains 15706 members Entering Unmasked Estep Score: -1963478.500000 Penalty: 3242.031982 Iteration 7F: 3 clusters Score -1963478 nChanged 1259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4740 members Mstep: Class 2 contains 16753 members Entering Unmasked Estep Score: -1964408.250000 Penalty: 3242.031982 Iteration 8F: 3 clusters Score -1964408 nChanged 1077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3785 members Mstep: Class 2 contains 17708 members Entering Unmasked Estep Score: -1965188.500000 Penalty: 3242.031982 Iteration 9F: 3 clusters Score -1965188 nChanged 863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2980 members Mstep: Class 2 contains 18513 members Entering Unmasked Estep Score: -1965805.875000 Penalty: 3242.031982 Iteration 10Q: 3 clusters Score -1965806 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 19122 members Entering Unmasked Estep Score: -1966224.750000 Penalty: 3242.031982 Iteration 11Q: 3 clusters Score -1966225 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 19611 members Entering Unmasked Estep Score: -1966544.125000 Penalty: 3242.031982 Iteration 12Q: 3 clusters Score -1966544 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 19977 members Entering Unmasked Estep Score: -1966762.625000 Penalty: 3242.031982 Iteration 13Q: 3 clusters Score -1966763 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 20239 members Entering Unmasked Estep Score: -1966913.375000 Penalty: 3242.031982 Iteration 14Q: 3 clusters Score -1966913 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 20421 members Entering Unmasked Estep Score: -1967011.625000 Penalty: 3242.031982 Iteration 15Q: 3 clusters Score -1967012 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 20532 members Entering Unmasked Estep Score: -1967053.625000 Penalty: 3242.031982 Iteration 16Q: 3 clusters Score -1967054 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 20593 members Entering Unmasked Estep Score: -1967066.000000 Penalty: 3242.031982 Iteration 17Q: 3 clusters Score -1967066 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 20629 members Entering Unmasked Estep Score: -1967076.875000 Penalty: 3242.031982 Iteration 18Q: 3 clusters Score -1967077 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 20655 members Entering Unmasked Estep Score: -1967082.500000 Penalty: 3242.031982 Iteration 19Q: 3 clusters Score -1967082 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 20670 members Entering Unmasked Estep Score: -1967088.000000 Penalty: 3242.031982 Iteration 20F: 3 clusters Score -1967088 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 20686 members Entering Unmasked Estep Score: -1967093.875000 Penalty: 3242.031982 Iteration 21Q: 3 clusters Score -1967094 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 20702 members Entering Unmasked Estep Score: -1967108.125000 Penalty: 3242.031982 Iteration 22Q: 3 clusters Score -1967108 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 20718 members Entering Unmasked Estep Score: -1967109.000000 Penalty: 3242.031982 Iteration 23Q: 3 clusters Score -1967109 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 20728 members Entering Unmasked Estep Score: -1967114.125000 Penalty: 3242.031982 Iteration 24Q: 3 clusters Score -1967114 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 20737 members Entering Unmasked Estep Score: -1967108.875000 Penalty: 3242.031982 Iteration 25Q: 3 clusters Score -1967109 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 20749 members Entering Unmasked Estep Score: -1967119.125000 Penalty: 3242.031982 Iteration 26Q: 3 clusters Score -1967119 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 20763 members Entering Unmasked Estep Score: -1967127.500000 Penalty: 3242.031982 Iteration 27Q: 3 clusters Score -1967128 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 20775 members Entering Unmasked Estep Score: -1967129.625000 Penalty: 3242.031982 Iteration 28Q: 3 clusters Score -1967130 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 20785 members Entering Unmasked Estep Score: -1967135.875000 Penalty: 3242.031982 Iteration 29Q: 3 clusters Score -1967136 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 20793 members Entering Unmasked Estep Score: -1967137.875000 Penalty: 3242.031982 Iteration 30Q: 3 clusters Score -1967138 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 20799 members Entering Unmasked Estep Score: -1967138.125000 Penalty: 3242.031982 Iteration 31Q: 3 clusters Score -1967138 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 20803 members Entering Unmasked Estep Score: -1967138.875000 Penalty: 3242.031982 Iteration 32Q: 3 clusters Score -1967139 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 20804 members Entering Unmasked Estep Score: -1967136.625000 Penalty: 3242.031982 Iteration 33Q: 3 clusters Score -1967137 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 20807 members Entering Unmasked Estep Score: -1967141.750000 Penalty: 3242.031982 Iteration 34Q: 3 clusters Score -1967142 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 20809 members Entering Unmasked Estep Score: -1967143.250000 Penalty: 3242.031982 Iteration 35Q: 3 clusters Score -1967143 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 20812 members Entering Unmasked Estep Score: -1967145.875000 Penalty: 3242.031982 Iteration 36Q: 3 clusters Score -1967146 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 20814 members Entering Unmasked Estep Score: -1967146.625000 Penalty: 3242.031982 Iteration 37Q: 3 clusters Score -1967147 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 20816 members Entering Unmasked Estep Score: -1967146.000000 Penalty: 3242.031982 Iteration 38Q: 3 clusters Score -1967146 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 20819 members Entering Unmasked Estep Score: -1967146.875000 Penalty: 3242.031982 Iteration 39Q: 3 clusters Score -1967147 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 20819 members Entering Unmasked Estep Score: -1967146.875000 Penalty: 3242.031982 Iteration 40F: 3 clusters Score -1967147 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (4430 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4430 members Entering Unmasked Estep Score: -431212.500000 Penalty: 1364.375122 Iteration 0F: 2 clusters Score -431212.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -427566.718750 Penalty: 2728.750244 Iteration 0F: 3 clusters Score -427566.7 nChanged 1765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 2099 members Entering Unmasked Estep Score: -428511.906250 Penalty: 2728.750244 Iteration 1F: 3 clusters Score -428511.9 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 2018 members Entering Unmasked Estep Score: -428704.875000 Penalty: 2728.750244 Iteration 2F: 3 clusters Score -428704.9 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -428823.593750 Penalty: 2728.750244 Iteration 3F: 3 clusters Score -428823.6 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2541 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -428902.875000 Penalty: 2728.750244 Iteration 4Q: 3 clusters Score -428902.9 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2592 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -428953.187500 Penalty: 2728.750244 Iteration 5Q: 3 clusters Score -428953.2 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2641 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -428995.031250 Penalty: 2728.750244 Iteration 6Q: 3 clusters Score -428995 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2690 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -429024.250000 Penalty: 2728.750244 Iteration 7Q: 3 clusters Score -429024.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -429059.750000 Penalty: 2728.750244 Iteration 8Q: 3 clusters Score -429059.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2804 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -429100.062500 Penalty: 2728.750244 Iteration 9Q: 3 clusters Score -429100.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -429137.250000 Penalty: 2728.750244 Iteration 10Q: 3 clusters Score -429137.2 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2949 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -429181.406250 Penalty: 2728.750244 Iteration 11Q: 3 clusters Score -429181.4 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3038 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -429227.843750 Penalty: 2728.750244 Iteration 12Q: 3 clusters Score -429227.8 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3133 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -429273.500000 Penalty: 2728.750244 Iteration 13Q: 3 clusters Score -429273.5 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3216 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -429316.187500 Penalty: 2728.750244 Iteration 14Q: 3 clusters Score -429316.2 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3301 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -429368.750000 Penalty: 2728.750244 Iteration 15Q: 3 clusters Score -429368.8 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3393 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -429439.656250 Penalty: 2728.750244 Iteration 16Q: 3 clusters Score -429439.7 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3496 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -429512.656250 Penalty: 2728.750244 Iteration 17Q: 3 clusters Score -429512.7 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3599 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -429595.812500 Penalty: 2728.750244 Iteration 18Q: 3 clusters Score -429595.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3682 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -429653.750000 Penalty: 2728.750244 Iteration 19Q: 3 clusters Score -429653.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3755 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -429712.937500 Penalty: 2728.750244 Iteration 20F: 3 clusters Score -429712.9 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3824 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -429771.406250 Penalty: 2728.750244 Iteration 21Q: 3 clusters Score -429771.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3886 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -429824.812500 Penalty: 2728.750244 Iteration 22Q: 3 clusters Score -429824.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3935 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -429868.593750 Penalty: 2728.750244 Iteration 23Q: 3 clusters Score -429868.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3980 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -429909.031250 Penalty: 2728.750244 Iteration 24Q: 3 clusters Score -429909 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4016 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -429942.093750 Penalty: 2728.750244 Iteration 25Q: 3 clusters Score -429942.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4047 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -429965.968750 Penalty: 2728.750244 Iteration 26Q: 3 clusters Score -429966 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4062 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -429981.843750 Penalty: 2728.750244 Iteration 27Q: 3 clusters Score -429981.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4073 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -429991.375000 Penalty: 2728.750244 Iteration 28Q: 3 clusters Score -429991.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4079 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -429998.000000 Penalty: 2728.750244 Iteration 29Q: 3 clusters Score -429998 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4085 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -430002.218750 Penalty: 2728.750244 Iteration 30Q: 3 clusters Score -430002.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4092 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -430006.000000 Penalty: 2728.750244 Iteration 31Q: 3 clusters Score -430006 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4096 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -430008.656250 Penalty: 2728.750244 Iteration 32Q: 3 clusters Score -430008.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4098 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -430011.062500 Penalty: 2728.750244 Iteration 33Q: 3 clusters Score -430011.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4106 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -430021.062500 Penalty: 2728.750244 Iteration 34Q: 3 clusters Score -430021.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4111 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -430026.156250 Penalty: 2728.750244 Iteration 35Q: 3 clusters Score -430026.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4116 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -430030.093750 Penalty: 2728.750244 Iteration 36Q: 3 clusters Score -430030.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4122 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -430035.593750 Penalty: 2728.750244 Iteration 37Q: 3 clusters Score -430035.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4127 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -430039.968750 Penalty: 2728.750244 Iteration 38Q: 3 clusters Score -430040 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4130 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -430041.625000 Penalty: 2728.750244 Iteration 39Q: 3 clusters Score -430041.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4129 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -430042.343750 Penalty: 2728.750244 Iteration 40F: 3 clusters Score -430042.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4130 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -430043.281250 Penalty: 2728.750244 Iteration 41Q: 3 clusters Score -430043.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4132 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -430045.312500 Penalty: 2728.750244 Iteration 42Q: 3 clusters Score -430045.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4132 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -430045.312500 Penalty: 2728.750244 Iteration 43F: 3 clusters Score -430045.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (2790 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2790 members Entering Unmasked Estep Score: -273674.281250 Penalty: 1289.241943 Iteration 0F: 2 clusters Score -273674.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -271093.937500 Penalty: 2578.483887 Iteration 0F: 3 clusters Score -271093.9 nChanged 1003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -271663.875000 Penalty: 2578.483887 Iteration 1F: 3 clusters Score -271663.9 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -271780.906250 Penalty: 2578.483887 Iteration 2F: 3 clusters Score -271780.9 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -271853.625000 Penalty: 2578.483887 Iteration 3Q: 3 clusters Score -271853.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -271903.718750 Penalty: 2578.483887 Iteration 4Q: 3 clusters Score -271903.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -271932.187500 Penalty: 2578.483887 Iteration 5Q: 3 clusters Score -271932.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -271966.781250 Penalty: 2578.483887 Iteration 6Q: 3 clusters Score -271966.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -272010.687500 Penalty: 2578.483887 Iteration 7Q: 3 clusters Score -272010.7 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -272050.093750 Penalty: 2578.483887 Iteration 8Q: 3 clusters Score -272050.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -272087.906250 Penalty: 2578.483887 Iteration 9Q: 3 clusters Score -272087.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -272117.906250 Penalty: 2578.483887 Iteration 10Q: 3 clusters Score -272117.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -272151.562500 Penalty: 2578.483887 Iteration 11Q: 3 clusters Score -272151.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -272179.031250 Penalty: 2578.483887 Iteration 12Q: 3 clusters Score -272179 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -272209.843750 Penalty: 2578.483887 Iteration 13Q: 3 clusters Score -272209.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -272241.531250 Penalty: 2578.483887 Iteration 14Q: 3 clusters Score -272241.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -272268.156250 Penalty: 2578.483887 Iteration 15Q: 3 clusters Score -272268.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -272294.250000 Penalty: 2578.483887 Iteration 16Q: 3 clusters Score -272294.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -272310.968750 Penalty: 2578.483887 Iteration 17Q: 3 clusters Score -272311 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -272326.656250 Penalty: 2578.483887 Iteration 18Q: 3 clusters Score -272326.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -272336.812500 Penalty: 2578.483887 Iteration 19Q: 3 clusters Score -272336.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -272348.468750 Penalty: 2578.483887 Iteration 20F: 3 clusters Score -272348.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -272356.406250 Penalty: 2578.483887 Iteration 21Q: 3 clusters Score -272356.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -272361.156250 Penalty: 2578.483887 Iteration 22Q: 3 clusters Score -272361.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -272366.250000 Penalty: 2578.483887 Iteration 23Q: 3 clusters Score -272366.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -272371.437500 Penalty: 2578.483887 Iteration 24Q: 3 clusters Score -272371.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -272377.656250 Penalty: 2578.483887 Iteration 25Q: 3 clusters Score -272377.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -272385.593750 Penalty: 2578.483887 Iteration 26Q: 3 clusters Score -272385.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -272393.156250 Penalty: 2578.483887 Iteration 27Q: 3 clusters Score -272393.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -272397.718750 Penalty: 2578.483887 Iteration 28Q: 3 clusters Score -272397.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -272399.937500 Penalty: 2578.483887 Iteration 29Q: 3 clusters Score -272399.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -272402.093750 Penalty: 2578.483887 Iteration 30Q: 3 clusters Score -272402.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -272405.781250 Penalty: 2578.483887 Iteration 31Q: 3 clusters Score -272405.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -272409.312500 Penalty: 2578.483887 Iteration 32Q: 3 clusters Score -272409.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -272411.500000 Penalty: 2578.483887 Iteration 33Q: 3 clusters Score -272411.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -272414.062500 Penalty: 2578.483887 Iteration 34Q: 3 clusters Score -272414.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -272418.875000 Penalty: 2578.483887 Iteration 35Q: 3 clusters Score -272418.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -272425.312500 Penalty: 2578.483887 Iteration 36Q: 3 clusters Score -272425.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -272433.218750 Penalty: 2578.483887 Iteration 37Q: 3 clusters Score -272433.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -272439.593750 Penalty: 2578.483887 Iteration 38Q: 3 clusters Score -272439.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -272443.781250 Penalty: 2578.483887 Iteration 39Q: 3 clusters Score -272443.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -272448.312500 Penalty: 2578.483887 Iteration 40F: 3 clusters Score -272448.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -272453.218750 Penalty: 2578.483887 Iteration 41Q: 3 clusters Score -272453.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -272455.593750 Penalty: 2578.483887 Iteration 42Q: 3 clusters Score -272455.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -272459.218750 Penalty: 2578.483887 Iteration 43Q: 3 clusters Score -272459.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -272462.375000 Penalty: 2578.483887 Iteration 44Q: 3 clusters Score -272462.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -272465.187500 Penalty: 2578.483887 Iteration 45Q: 3 clusters Score -272465.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 2079 members Entering Unmasked Estep Score: -272472.906250 Penalty: 2578.483887 Iteration 46Q: 3 clusters Score -272472.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -272479.750000 Penalty: 2578.483887 Iteration 47Q: 3 clusters Score -272479.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -272484.031250 Penalty: 2578.483887 Iteration 48Q: 3 clusters Score -272484 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -272486.281250 Penalty: 2578.483887 Iteration 49Q: 3 clusters Score -272486.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -272487.500000 Penalty: 2578.483887 Iteration 50Q: 3 clusters Score -272487.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -272490.218750 Penalty: 2578.483887 Iteration 51Q: 3 clusters Score -272490.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 2109 members Entering Unmasked Estep Score: -272492.750000 Penalty: 2578.483887 Iteration 52Q: 3 clusters Score -272492.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 2114 members Entering Unmasked Estep Score: -272494.375000 Penalty: 2578.483887 Iteration 53Q: 3 clusters Score -272494.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -272496.531250 Penalty: 2578.483887 Iteration 54Q: 3 clusters Score -272496.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 2124 members Entering Unmasked Estep Score: -272498.406250 Penalty: 2578.483887 Iteration 55Q: 3 clusters Score -272498.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 2124 members Entering Unmasked Estep Score: -272500.718750 Penalty: 2578.483887 Iteration 56Q: 3 clusters Score -272500.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 2124 members Entering Unmasked Estep Score: -272501.687500 Penalty: 2578.483887 Iteration 57Q: 3 clusters Score -272501.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -272503.437500 Penalty: 2578.483887 Iteration 58Q: 3 clusters Score -272503.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -272506.093750 Penalty: 2578.483887 Iteration 59Q: 3 clusters Score -272506.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 2136 members Entering Unmasked Estep Score: -272508.968750 Penalty: 2578.483887 Iteration 60F: 3 clusters Score -272509 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -272510.375000 Penalty: 2578.483887 Iteration 61Q: 3 clusters Score -272510.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -272512.468750 Penalty: 2578.483887 Iteration 62Q: 3 clusters Score -272512.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 2147 members Entering Unmasked Estep Score: -272514.125000 Penalty: 2578.483887 Iteration 63Q: 3 clusters Score -272514.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -272515.562500 Penalty: 2578.483887 Iteration 64Q: 3 clusters Score -272515.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -272516.968750 Penalty: 2578.483887 Iteration 65Q: 3 clusters Score -272517 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -272517.687500 Penalty: 2578.483887 Iteration 66Q: 3 clusters Score -272517.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -272518.062500 Penalty: 2578.483887 Iteration 67Q: 3 clusters Score -272518.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -272519.250000 Penalty: 2578.483887 Iteration 68Q: 3 clusters Score -272519.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -272522.531250 Penalty: 2578.483887 Iteration 69Q: 3 clusters Score -272522.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -272524.968750 Penalty: 2578.483887 Iteration 70Q: 3 clusters Score -272525 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -272527.906250 Penalty: 2578.483887 Iteration 71Q: 3 clusters Score -272527.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -272533.187500 Penalty: 2578.483887 Iteration 72Q: 3 clusters Score -272533.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -272544.031250 Penalty: 2578.483887 Iteration 73Q: 3 clusters Score -272544 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -272554.500000 Penalty: 2578.483887 Iteration 74Q: 3 clusters Score -272554.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -272565.531250 Penalty: 2578.483887 Iteration 75Q: 3 clusters Score -272565.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -272571.718750 Penalty: 2578.483887 Iteration 76Q: 3 clusters Score -272571.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -272578.312500 Penalty: 2578.483887 Iteration 77Q: 3 clusters Score -272578.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -272584.687500 Penalty: 2578.483887 Iteration 78Q: 3 clusters Score -272584.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 2247 members Entering Unmasked Estep Score: -272590.687500 Penalty: 2578.483887 Iteration 79Q: 3 clusters Score -272590.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -272598.656250 Penalty: 2578.483887 Iteration 80F: 3 clusters Score -272598.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -272604.687500 Penalty: 2578.483887 Iteration 81Q: 3 clusters Score -272604.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -272613.406250 Penalty: 2578.483887 Iteration 82Q: 3 clusters Score -272613.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -272619.281250 Penalty: 2578.483887 Iteration 83Q: 3 clusters Score -272619.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -272621.218750 Penalty: 2578.483887 Iteration 84Q: 3 clusters Score -272621.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -272622.218750 Penalty: 2578.483887 Iteration 85Q: 3 clusters Score -272622.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -272622.218750 Penalty: 2578.483887 Iteration 86F: 3 clusters Score -272622.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2385 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Entering Unmasked Estep Score: -236236.328125 Penalty: 1263.755005 Iteration 0F: 2 clusters Score -236236.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -233929.687500 Penalty: 2527.510010 Iteration 0F: 3 clusters Score -233929.7 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -234439.531250 Penalty: 2527.510010 Iteration 1F: 3 clusters Score -234439.5 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -234521.843750 Penalty: 2527.510010 Iteration 2F: 3 clusters Score -234521.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -234564.578125 Penalty: 2527.510010 Iteration 3Q: 3 clusters Score -234564.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -234596.765625 Penalty: 2527.510010 Iteration 4Q: 3 clusters Score -234596.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -234634.390625 Penalty: 2527.510010 Iteration 5Q: 3 clusters Score -234634.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -234666.859375 Penalty: 2527.510010 Iteration 6Q: 3 clusters Score -234666.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -234692.062500 Penalty: 2527.510010 Iteration 7Q: 3 clusters Score -234692.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -234710.281250 Penalty: 2527.510010 Iteration 8Q: 3 clusters Score -234710.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -234731.031250 Penalty: 2527.510010 Iteration 9Q: 3 clusters Score -234731 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -234749.531250 Penalty: 2527.510010 Iteration 10Q: 3 clusters Score -234749.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -234766.578125 Penalty: 2527.510010 Iteration 11Q: 3 clusters Score -234766.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -234778.171875 Penalty: 2527.510010 Iteration 12Q: 3 clusters Score -234778.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -234791.375000 Penalty: 2527.510010 Iteration 13Q: 3 clusters Score -234791.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -234809.812500 Penalty: 2527.510010 Iteration 14Q: 3 clusters Score -234809.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -234823.125000 Penalty: 2527.510010 Iteration 15Q: 3 clusters Score -234823.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -234835.843750 Penalty: 2527.510010 Iteration 16Q: 3 clusters Score -234835.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -234849.656250 Penalty: 2527.510010 Iteration 17Q: 3 clusters Score -234849.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -234864.125000 Penalty: 2527.510010 Iteration 18Q: 3 clusters Score -234864.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -234875.250000 Penalty: 2527.510010 Iteration 19Q: 3 clusters Score -234875.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -234889.375000 Penalty: 2527.510010 Iteration 20F: 3 clusters Score -234889.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -234902.828125 Penalty: 2527.510010 Iteration 21Q: 3 clusters Score -234902.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -234911.843750 Penalty: 2527.510010 Iteration 22Q: 3 clusters Score -234911.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -234917.578125 Penalty: 2527.510010 Iteration 23Q: 3 clusters Score -234917.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -234925.781250 Penalty: 2527.510010 Iteration 24Q: 3 clusters Score -234925.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -234933.265625 Penalty: 2527.510010 Iteration 25Q: 3 clusters Score -234933.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -234940.500000 Penalty: 2527.510010 Iteration 26Q: 3 clusters Score -234940.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -234946.984375 Penalty: 2527.510010 Iteration 27Q: 3 clusters Score -234947 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -234953.968750 Penalty: 2527.510010 Iteration 28Q: 3 clusters Score -234954 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -234960.343750 Penalty: 2527.510010 Iteration 29Q: 3 clusters Score -234960.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -234967.125000 Penalty: 2527.510010 Iteration 30Q: 3 clusters Score -234967.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -234974.218750 Penalty: 2527.510010 Iteration 31Q: 3 clusters Score -234974.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -234984.765625 Penalty: 2527.510010 Iteration 32Q: 3 clusters Score -234984.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -234996.031250 Penalty: 2527.510010 Iteration 33Q: 3 clusters Score -234996 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -235006.593750 Penalty: 2527.510010 Iteration 34Q: 3 clusters Score -235006.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -235021.500000 Penalty: 2527.510010 Iteration 35Q: 3 clusters Score -235021.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -235035.218750 Penalty: 2527.510010 Iteration 36Q: 3 clusters Score -235035.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -235052.140625 Penalty: 2527.510010 Iteration 37Q: 3 clusters Score -235052.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -235065.140625 Penalty: 2527.510010 Iteration 38Q: 3 clusters Score -235065.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -235072.218750 Penalty: 2527.510010 Iteration 39Q: 3 clusters Score -235072.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -235081.343750 Penalty: 2527.510010 Iteration 40F: 3 clusters Score -235081.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -235088.687500 Penalty: 2527.510010 Iteration 41Q: 3 clusters Score -235088.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -235097.406250 Penalty: 2527.510010 Iteration 42Q: 3 clusters Score -235097.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -235107.531250 Penalty: 2527.510010 Iteration 43Q: 3 clusters Score -235107.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -235114.531250 Penalty: 2527.510010 Iteration 44Q: 3 clusters Score -235114.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -235122.750000 Penalty: 2527.510010 Iteration 45Q: 3 clusters Score -235122.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -235129.656250 Penalty: 2527.510010 Iteration 46Q: 3 clusters Score -235129.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -235135.750000 Penalty: 2527.510010 Iteration 47Q: 3 clusters Score -235135.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -235140.375000 Penalty: 2527.510010 Iteration 48Q: 3 clusters Score -235140.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -235146.843750 Penalty: 2527.510010 Iteration 49Q: 3 clusters Score -235146.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -235151.031250 Penalty: 2527.510010 Iteration 50Q: 3 clusters Score -235151 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -235154.125000 Penalty: 2527.510010 Iteration 51Q: 3 clusters Score -235154.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -235155.984375 Penalty: 2527.510010 Iteration 52Q: 3 clusters Score -235156 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -235159.531250 Penalty: 2527.510010 Iteration 53Q: 3 clusters Score -235159.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -235164.406250 Penalty: 2527.510010 Iteration 54Q: 3 clusters Score -235164.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -235170.312500 Penalty: 2527.510010 Iteration 55Q: 3 clusters Score -235170.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -235177.765625 Penalty: 2527.510010 Iteration 56Q: 3 clusters Score -235177.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -235182.078125 Penalty: 2527.510010 Iteration 57Q: 3 clusters Score -235182.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -235185.421875 Penalty: 2527.510010 Iteration 58Q: 3 clusters Score -235185.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -235186.046875 Penalty: 2527.510010 Iteration 59Q: 3 clusters Score -235186 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -235186.046875 Penalty: 2527.510010 Iteration 60F: 3 clusters Score -235186 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (2112 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Entering Unmasked Estep Score: -192441.593750 Penalty: 1244.000977 Iteration 0F: 2 clusters Score -192441.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -190260.703125 Penalty: 2488.001953 Iteration 0F: 3 clusters Score -190260.7 nChanged 771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -190783.796875 Penalty: 2488.001953 Iteration 1F: 3 clusters Score -190783.8 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -190979.281250 Penalty: 2488.001953 Iteration 2F: 3 clusters Score -190979.3 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -191110.656250 Penalty: 2488.001953 Iteration 3F: 3 clusters Score -191110.7 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -191213.343750 Penalty: 2488.001953 Iteration 4F: 3 clusters Score -191213.3 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -191303.593750 Penalty: 2488.001953 Iteration 5Q: 3 clusters Score -191303.6 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -191412.593750 Penalty: 2488.001953 Iteration 6Q: 3 clusters Score -191412.6 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -191566.937500 Penalty: 2488.001953 Iteration 7F: 3 clusters Score -191566.9 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -191702.484375 Penalty: 2488.001953 Iteration 8Q: 3 clusters Score -191702.5 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -191813.000000 Penalty: 2488.001953 Iteration 9Q: 3 clusters Score -191813 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -191913.640625 Penalty: 2488.001953 Iteration 10Q: 3 clusters Score -191913.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -191979.984375 Penalty: 2488.001953 Iteration 11Q: 3 clusters Score -191980 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -192031.015625 Penalty: 2488.001953 Iteration 12Q: 3 clusters Score -192031 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -192087.671875 Penalty: 2488.001953 Iteration 13Q: 3 clusters Score -192087.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -192127.984375 Penalty: 2488.001953 Iteration 14Q: 3 clusters Score -192128 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -192146.140625 Penalty: 2488.001953 Iteration 15Q: 3 clusters Score -192146.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -192152.234375 Penalty: 2488.001953 Iteration 16Q: 3 clusters Score -192152.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -192154.906250 Penalty: 2488.001953 Iteration 17Q: 3 clusters Score -192154.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -192159.281250 Penalty: 2488.001953 Iteration 18Q: 3 clusters Score -192159.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -192161.359375 Penalty: 2488.001953 Iteration 19Q: 3 clusters Score -192161.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -192163.343750 Penalty: 2488.001953 Iteration 20F: 3 clusters Score -192163.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -192165.375000 Penalty: 2488.001953 Iteration 21Q: 3 clusters Score -192165.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -192166.109375 Penalty: 2488.001953 Iteration 22Q: 3 clusters Score -192166.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -192166.843750 Penalty: 2488.001953 Iteration 23Q: 3 clusters Score -192166.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -192166.843750 Penalty: 2488.001953 Iteration 24F: 3 clusters Score -192166.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (36051 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36051 members Entering Unmasked Estep Score: -3427189.000000 Penalty: 1705.062134 Iteration 0F: 2 clusters Score -3427189 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18177 members Mstep: Class 2 contains 17874 members Entering Unmasked Estep Score: -3402922.750000 Penalty: 3410.124268 Iteration 0F: 3 clusters Score -3402923 nChanged 16806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19291 members Mstep: Class 2 contains 16760 members Entering Unmasked Estep Score: -3412357.500000 Penalty: 3410.124268 Iteration 1F: 3 clusters Score -3412358 nChanged 1490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20025 members Mstep: Class 2 contains 16026 members Entering Unmasked Estep Score: -3412827.250000 Penalty: 3410.124268 Iteration 2Q: 3 clusters Score -3412827 nChanged 1559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21110 members Mstep: Class 2 contains 14941 members Entering Unmasked Estep Score: -3413470.250000 Penalty: 3410.124268 Iteration 3Q: 3 clusters Score -3413470 nChanged 1741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22615 members Mstep: Class 2 contains 13436 members Entering Unmasked Estep Score: -3414323.250000 Penalty: 3410.124268 Iteration 4Q: 3 clusters Score -3414323 nChanged 2156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24673 members Mstep: Class 2 contains 11378 members Entering Unmasked Estep Score: -3415712.250000 Penalty: 3410.124268 Iteration 5F: 3 clusters Score -3415712 nChanged 2634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27277 members Mstep: Class 2 contains 8774 members Entering Unmasked Estep Score: -3417789.250000 Penalty: 3410.124268 Iteration 6F: 3 clusters Score -3417789 nChanged 2753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30024 members Mstep: Class 2 contains 6027 members Entering Unmasked Estep Score: -3420252.000000 Penalty: 3410.124268 Iteration 7F: 3 clusters Score -3420252 nChanged 2478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32498 members Mstep: Class 2 contains 3553 members Entering Unmasked Estep Score: -3422607.750000 Penalty: 3410.124268 Iteration 8F: 3 clusters Score -3422608 nChanged 1714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34200 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -3424240.750000 Penalty: 3410.124268 Iteration 9Q: 3 clusters Score -3424241 nChanged 880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35064 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -3425029.500000 Penalty: 3410.124268 Iteration 10Q: 3 clusters Score -3425030 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35419 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -3425377.000000 Penalty: 3410.124268 Iteration 11Q: 3 clusters Score -3425377 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35565 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -3425544.500000 Penalty: 3410.124268 Iteration 12Q: 3 clusters Score -3425544 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35636 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -3425616.250000 Penalty: 3410.124268 Iteration 13Q: 3 clusters Score -3425616 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35669 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -3425656.000000 Penalty: 3410.124268 Iteration 14Q: 3 clusters Score -3425656 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35689 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -3425680.000000 Penalty: 3410.124268 Iteration 15Q: 3 clusters Score -3425680 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35702 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -3425691.000000 Penalty: 3410.124268 Iteration 16Q: 3 clusters Score -3425691 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35714 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -3425703.750000 Penalty: 3410.124268 Iteration 17Q: 3 clusters Score -3425704 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35725 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -3425717.250000 Penalty: 3410.124268 Iteration 18Q: 3 clusters Score -3425717 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35735 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -3425722.750000 Penalty: 3410.124268 Iteration 19Q: 3 clusters Score -3425723 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35738 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -3425727.750000 Penalty: 3410.124268 Iteration 20F: 3 clusters Score -3425728 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35741 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -3425729.750000 Penalty: 3410.124268 Iteration 21Q: 3 clusters Score -3425730 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35744 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -3425736.500000 Penalty: 3410.124268 Iteration 22Q: 3 clusters Score -3425736 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35748 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -3425740.500000 Penalty: 3410.124268 Iteration 23Q: 3 clusters Score -3425740 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35751 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -3425743.500000 Penalty: 3410.124268 Iteration 24Q: 3 clusters Score -3425744 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35752 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -3425744.500000 Penalty: 3410.124268 Iteration 25Q: 3 clusters Score -3425744 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35752 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -3425744.500000 Penalty: 3410.124268 Iteration 26F: 3 clusters Score -3425744 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (809 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Entering Unmasked Estep Score: -65555.414062 Penalty: 1088.067261 Iteration 0F: 2 clusters Score -65555.41 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 405 members Entering Unmasked Estep Score: -64284.660156 Penalty: 2176.134521 Iteration 0F: 3 clusters Score -64284.66 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -64630.292969 Penalty: 2176.134521 Iteration 1F: 3 clusters Score -64630.29 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -64732.691406 Penalty: 2176.134521 Iteration 2F: 3 clusters Score -64732.69 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -64792.910156 Penalty: 2176.134521 Iteration 3Q: 3 clusters Score -64792.91 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -64861.562500 Penalty: 2176.134521 Iteration 4Q: 3 clusters Score -64861.56 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -64897.707031 Penalty: 2176.134521 Iteration 5Q: 3 clusters Score -64897.71 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -64921.425781 Penalty: 2176.134521 Iteration 6Q: 3 clusters Score -64921.43 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -64940.808594 Penalty: 2176.134521 Iteration 7Q: 3 clusters Score -64940.81 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -64958.390625 Penalty: 2176.134521 Iteration 8Q: 3 clusters Score -64958.39 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -64978.910156 Penalty: 2176.134521 Iteration 9Q: 3 clusters Score -64978.91 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -64999.425781 Penalty: 2176.134521 Iteration 10Q: 3 clusters Score -64999.43 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -65012.515625 Penalty: 2176.134521 Iteration 11Q: 3 clusters Score -65012.52 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -65024.343750 Penalty: 2176.134521 Iteration 12Q: 3 clusters Score -65024.34 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -65057.453125 Penalty: 2176.134521 Iteration 13Q: 3 clusters Score -65057.45 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -65074.484375 Penalty: 2176.134521 Iteration 14Q: 3 clusters Score -65074.48 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -65089.445312 Penalty: 2176.134521 Iteration 15Q: 3 clusters Score -65089.45 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -65106.792969 Penalty: 2176.134521 Iteration 16Q: 3 clusters Score -65106.79 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -65111.378906 Penalty: 2176.134521 Iteration 17Q: 3 clusters Score -65111.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -65115.875000 Penalty: 2176.134521 Iteration 18Q: 3 clusters Score -65115.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -65118.550781 Penalty: 2176.134521 Iteration 19Q: 3 clusters Score -65118.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -65133.937500 Penalty: 2176.134521 Iteration 20F: 3 clusters Score -65133.94 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -65210.175781 Penalty: 2176.134521 Iteration 21Q: 3 clusters Score -65210.18 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -65233.273438 Penalty: 2176.134521 Iteration 22Q: 3 clusters Score -65233.27 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -65248.015625 Penalty: 2176.134521 Iteration 23Q: 3 clusters Score -65248.02 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -65265.203125 Penalty: 2176.134521 Iteration 24Q: 3 clusters Score -65265.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -65273.164062 Penalty: 2176.134521 Iteration 25Q: 3 clusters Score -65273.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -65276.410156 Penalty: 2176.134521 Iteration 26Q: 3 clusters Score -65276.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -65278.449219 Penalty: 2176.134521 Iteration 27Q: 3 clusters Score -65278.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -65278.449219 Penalty: 2176.134521 Iteration 28F: 3 clusters Score -65278.45 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (147305 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147305 members Entering Unmasked Estep Score: -14648576.000000 Penalty: 1933.792358 Iteration 0F: 2 clusters Score -1.464858e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73643 members Mstep: Class 2 contains 73662 members Entering Unmasked Estep Score: -14550342.000000 Penalty: 3867.584717 Iteration 0F: 3 clusters Score -1.455034e+07 nChanged 70781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73588 members Mstep: Class 2 contains 73717 members Entering Unmasked Estep Score: -14592291.000000 Penalty: 3867.584717 Iteration 1F: 3 clusters Score -1.459229e+07 nChanged 4502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73842 members Mstep: Class 2 contains 73463 members Entering Unmasked Estep Score: -14593434.000000 Penalty: 3867.584717 Iteration 2Q: 3 clusters Score -1.459343e+07 nChanged 4803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74149 members Mstep: Class 2 contains 73156 members Entering Unmasked Estep Score: -14594562.000000 Penalty: 3867.584717 Iteration 3Q: 3 clusters Score -1.459456e+07 nChanged 5156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74545 members Mstep: Class 2 contains 72760 members Entering Unmasked Estep Score: -14596114.000000 Penalty: 3867.584717 Iteration 4Q: 3 clusters Score -1.459611e+07 nChanged 5663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75078 members Mstep: Class 2 contains 72227 members Entering Unmasked Estep Score: -14598098.000000 Penalty: 3867.584717 Iteration 5Q: 3 clusters Score -1.45981e+07 nChanged 6193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75571 members Mstep: Class 2 contains 71734 members Entering Unmasked Estep Score: -14600641.000000 Penalty: 3867.584717 Iteration 6Q: 3 clusters Score -1.460064e+07 nChanged 6953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76056 members Mstep: Class 2 contains 71249 members Entering Unmasked Estep Score: -14604213.000000 Penalty: 3867.584717 Iteration 7Q: 3 clusters Score -1.460421e+07 nChanged 7903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76451 members Mstep: Class 2 contains 70854 members Entering Unmasked Estep Score: -14609252.000000 Penalty: 3867.584717 Iteration 8F: 3 clusters Score -1.460925e+07 nChanged 8515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76670 members Mstep: Class 2 contains 70635 members Entering Unmasked Estep Score: -14614705.000000 Penalty: 3867.584717 Iteration 9F: 3 clusters Score -1.46147e+07 nChanged 7708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76836 members Mstep: Class 2 contains 70469 members Entering Unmasked Estep Score: -14618529.000000 Penalty: 3867.584717 Iteration 10F: 3 clusters Score -1.461853e+07 nChanged 5372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77038 members Mstep: Class 2 contains 70267 members Entering Unmasked Estep Score: -14620272.000000 Penalty: 3867.584717 Iteration 11Q: 3 clusters Score -1.462027e+07 nChanged 2939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77225 members Mstep: Class 2 contains 70080 members Entering Unmasked Estep Score: -14620649.000000 Penalty: 3867.584717 Iteration 12Q: 3 clusters Score -1.462065e+07 nChanged 1434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77475 members Mstep: Class 2 contains 69830 members Entering Unmasked Estep Score: -14620863.000000 Penalty: 3867.584717 Iteration 13Q: 3 clusters Score -1.462086e+07 nChanged 846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77737 members Mstep: Class 2 contains 69568 members Entering Unmasked Estep Score: -14620860.000000 Penalty: 3867.584717 Iteration 14Q: 3 clusters Score -1.462086e+07 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78023 members Mstep: Class 2 contains 69282 members Entering Unmasked Estep Score: -14620970.000000 Penalty: 3867.584717 Iteration 15Q: 3 clusters Score -1.462097e+07 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78286 members Mstep: Class 2 contains 69019 members Entering Unmasked Estep Score: -14621038.000000 Penalty: 3867.584717 Iteration 16Q: 3 clusters Score -1.462104e+07 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78567 members Mstep: Class 2 contains 68738 members Entering Unmasked Estep Score: -14621044.000000 Penalty: 3867.584717 Iteration 17Q: 3 clusters Score -1.462104e+07 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78808 members Mstep: Class 2 contains 68497 members Entering Unmasked Estep Score: -14621030.000000 Penalty: 3867.584717 Iteration 18Q: 3 clusters Score -1.462103e+07 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79043 members Mstep: Class 2 contains 68262 members Entering Unmasked Estep Score: -14621085.000000 Penalty: 3867.584717 Iteration 19Q: 3 clusters Score -1.462108e+07 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79276 members Mstep: Class 2 contains 68029 members Entering Unmasked Estep Score: -14621144.000000 Penalty: 3867.584717 Iteration 20F: 3 clusters Score -1.462114e+07 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79506 members Mstep: Class 2 contains 67799 members Entering Unmasked Estep Score: -14621168.000000 Penalty: 3867.584717 Iteration 21Q: 3 clusters Score -1.462117e+07 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79746 members Mstep: Class 2 contains 67559 members Entering Unmasked Estep Score: -14621195.000000 Penalty: 3867.584717 Iteration 22Q: 3 clusters Score -1.46212e+07 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79994 members Mstep: Class 2 contains 67311 members Entering Unmasked Estep Score: -14621203.000000 Penalty: 3867.584717 Iteration 23Q: 3 clusters Score -1.46212e+07 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80277 members Mstep: Class 2 contains 67028 members Entering Unmasked Estep Score: -14621190.000000 Penalty: 3867.584717 Iteration 24Q: 3 clusters Score -1.462119e+07 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80549 members Mstep: Class 2 contains 66756 members Entering Unmasked Estep Score: -14621173.000000 Penalty: 3867.584717 Iteration 25Q: 3 clusters Score -1.462117e+07 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80816 members Mstep: Class 2 contains 66489 members Entering Unmasked Estep Score: -14621225.000000 Penalty: 3867.584717 Iteration 26Q: 3 clusters Score -1.462122e+07 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81108 members Mstep: Class 2 contains 66197 members Entering Unmasked Estep Score: -14621270.000000 Penalty: 3867.584717 Iteration 27Q: 3 clusters Score -1.462127e+07 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81396 members Mstep: Class 2 contains 65909 members Entering Unmasked Estep Score: -14621254.000000 Penalty: 3867.584717 Iteration 28Q: 3 clusters Score -1.462125e+07 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81711 members Mstep: Class 2 contains 65594 members Entering Unmasked Estep Score: -14621288.000000 Penalty: 3867.584717 Iteration 29Q: 3 clusters Score -1.462129e+07 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82040 members Mstep: Class 2 contains 65265 members Entering Unmasked Estep Score: -14621315.000000 Penalty: 3867.584717 Iteration 30Q: 3 clusters Score -1.462132e+07 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82448 members Mstep: Class 2 contains 64857 members Entering Unmasked Estep Score: -14621306.000000 Penalty: 3867.584717 Iteration 31Q: 3 clusters Score -1.462131e+07 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82862 members Mstep: Class 2 contains 64443 members Entering Unmasked Estep Score: -14621338.000000 Penalty: 3867.584717 Iteration 32Q: 3 clusters Score -1.462134e+07 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83326 members Mstep: Class 2 contains 63979 members Entering Unmasked Estep Score: -14621358.000000 Penalty: 3867.584717 Iteration 33Q: 3 clusters Score -1.462136e+07 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83844 members Mstep: Class 2 contains 63461 members Entering Unmasked Estep Score: -14621374.000000 Penalty: 3867.584717 Iteration 34Q: 3 clusters Score -1.462137e+07 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84400 members Mstep: Class 2 contains 62905 members Entering Unmasked Estep Score: -14621370.000000 Penalty: 3867.584717 Iteration 35Q: 3 clusters Score -1.462137e+07 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85006 members Mstep: Class 2 contains 62299 members Entering Unmasked Estep Score: -14621376.000000 Penalty: 3867.584717 Iteration 36Q: 3 clusters Score -1.462138e+07 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85651 members Mstep: Class 2 contains 61654 members Entering Unmasked Estep Score: -14621441.000000 Penalty: 3867.584717 Iteration 37Q: 3 clusters Score -1.462144e+07 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86302 members Mstep: Class 2 contains 61003 members Entering Unmasked Estep Score: -14621469.000000 Penalty: 3867.584717 Iteration 38Q: 3 clusters Score -1.462147e+07 nChanged 716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87012 members Mstep: Class 2 contains 60293 members Entering Unmasked Estep Score: -14621586.000000 Penalty: 3867.584717 Iteration 39Q: 3 clusters Score -1.462159e+07 nChanged 813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87809 members Mstep: Class 2 contains 59496 members Entering Unmasked Estep Score: -14621658.000000 Penalty: 3867.584717 Iteration 40F: 3 clusters Score -1.462166e+07 nChanged 909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88710 members Mstep: Class 2 contains 58595 members Entering Unmasked Estep Score: -14621690.000000 Penalty: 3867.584717 Iteration 41Q: 3 clusters Score -1.462169e+07 nChanged 959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89661 members Mstep: Class 2 contains 57644 members Entering Unmasked Estep Score: -14621727.000000 Penalty: 3867.584717 Iteration 42Q: 3 clusters Score -1.462173e+07 nChanged 1092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90751 members Mstep: Class 2 contains 56554 members Entering Unmasked Estep Score: -14621911.000000 Penalty: 3867.584717 Iteration 43Q: 3 clusters Score -1.462191e+07 nChanged 1240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91991 members Mstep: Class 2 contains 55314 members Entering Unmasked Estep Score: -14622036.000000 Penalty: 3867.584717 Iteration 44Q: 3 clusters Score -1.462204e+07 nChanged 1389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93380 members Mstep: Class 2 contains 53925 members Entering Unmasked Estep Score: -14622300.000000 Penalty: 3867.584717 Iteration 45Q: 3 clusters Score -1.46223e+07 nChanged 1606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94986 members Mstep: Class 2 contains 52319 members Entering Unmasked Estep Score: -14622462.000000 Penalty: 3867.584717 Iteration 46Q: 3 clusters Score -1.462246e+07 nChanged 1721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96707 members Mstep: Class 2 contains 50598 members Entering Unmasked Estep Score: -14622772.000000 Penalty: 3867.584717 Iteration 47Q: 3 clusters Score -1.462277e+07 nChanged 1945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98648 members Mstep: Class 2 contains 48657 members Entering Unmasked Estep Score: -14623187.000000 Penalty: 3867.584717 Iteration 48Q: 3 clusters Score -1.462319e+07 nChanged 2139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100787 members Mstep: Class 2 contains 46518 members Entering Unmasked Estep Score: -14623596.000000 Penalty: 3867.584717 Iteration 49Q: 3 clusters Score -1.46236e+07 nChanged 2296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103083 members Mstep: Class 2 contains 44222 members Entering Unmasked Estep Score: -14624128.000000 Penalty: 3867.584717 Iteration 50Q: 3 clusters Score -1.462413e+07 nChanged 2516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105597 members Mstep: Class 2 contains 41708 members Entering Unmasked Estep Score: -14624760.000000 Penalty: 3867.584717 Iteration 51Q: 3 clusters Score -1.462476e+07 nChanged 2708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108305 members Mstep: Class 2 contains 39000 members Entering Unmasked Estep Score: -14625617.000000 Penalty: 3867.584717 Iteration 52Q: 3 clusters Score -1.462562e+07 nChanged 2872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111177 members Mstep: Class 2 contains 36128 members Entering Unmasked Estep Score: -14626467.000000 Penalty: 3867.584717 Iteration 53Q: 3 clusters Score -1.462647e+07 nChanged 3077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114254 members Mstep: Class 2 contains 33051 members Entering Unmasked Estep Score: -14627309.000000 Penalty: 3867.584717 Iteration 54Q: 3 clusters Score -1.462731e+07 nChanged 3234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117488 members Mstep: Class 2 contains 29817 members Entering Unmasked Estep Score: -14628546.000000 Penalty: 3867.584717 Iteration 55Q: 3 clusters Score -1.462855e+07 nChanged 3374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120862 members Mstep: Class 2 contains 26443 members Entering Unmasked Estep Score: -14629846.000000 Penalty: 3867.584717 Iteration 56Q: 3 clusters Score -1.462985e+07 nChanged 3407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124269 members Mstep: Class 2 contains 23036 members Entering Unmasked Estep Score: -14631564.000000 Penalty: 3867.584717 Iteration 57Q: 3 clusters Score -1.463156e+07 nChanged 3378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127647 members Mstep: Class 2 contains 19658 members Entering Unmasked Estep Score: -14633255.000000 Penalty: 3867.584717 Iteration 58Q: 3 clusters Score -1.463326e+07 nChanged 3346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130991 members Mstep: Class 2 contains 16314 members Entering Unmasked Estep Score: -14635272.000000 Penalty: 3867.584717 Iteration 59Q: 3 clusters Score -1.463527e+07 nChanged 3278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134269 members Mstep: Class 2 contains 13036 members Entering Unmasked Estep Score: -14637400.000000 Penalty: 3867.584717 Iteration 60F: 3 clusters Score -1.46374e+07 nChanged 3087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137356 members Mstep: Class 2 contains 9949 members Entering Unmasked Estep Score: -14639536.000000 Penalty: 3867.584717 Iteration 61Q: 3 clusters Score -1.463954e+07 nChanged 2740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140096 members Mstep: Class 2 contains 7209 members Entering Unmasked Estep Score: -14641423.000000 Penalty: 3867.584717 Iteration 62Q: 3 clusters Score -1.464142e+07 nChanged 2351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142447 members Mstep: Class 2 contains 4858 members Entering Unmasked Estep Score: -14643194.000000 Penalty: 3867.584717 Iteration 63Q: 3 clusters Score -1.464319e+07 nChanged 1867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144314 members Mstep: Class 2 contains 2991 members Entering Unmasked Estep Score: -14644678.000000 Penalty: 3867.584717 Iteration 64Q: 3 clusters Score -1.464468e+07 nChanged 1319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145633 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -14645676.000000 Penalty: 3867.584717 Iteration 65Q: 3 clusters Score -1.464568e+07 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146380 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -14646240.000000 Penalty: 3867.584717 Iteration 66Q: 3 clusters Score -1.464624e+07 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146714 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -14646553.000000 Penalty: 3867.584717 Iteration 67Q: 3 clusters Score -1.464655e+07 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146859 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -14646688.000000 Penalty: 3867.584717 Iteration 68Q: 3 clusters Score -1.464669e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146940 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -14646787.000000 Penalty: 3867.584717 Iteration 69Q: 3 clusters Score -1.464679e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146985 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -14646834.000000 Penalty: 3867.584717 Iteration 70Q: 3 clusters Score -1.464683e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147011 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -14646877.000000 Penalty: 3867.584717 Iteration 71Q: 3 clusters Score -1.464688e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147024 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -14646895.000000 Penalty: 3867.584717 Iteration 72Q: 3 clusters Score -1.46469e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147032 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -14646897.000000 Penalty: 3867.584717 Iteration 73Q: 3 clusters Score -1.46469e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147039 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -14646904.000000 Penalty: 3867.584717 Iteration 74Q: 3 clusters Score -1.46469e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147042 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -14646908.000000 Penalty: 3867.584717 Iteration 75Q: 3 clusters Score -1.464691e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147044 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -14646919.000000 Penalty: 3867.584717 Iteration 76Q: 3 clusters Score -1.464692e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147048 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -14646915.000000 Penalty: 3867.584717 Iteration 77Q: 3 clusters Score -1.464692e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147053 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -14646920.000000 Penalty: 3867.584717 Iteration 78Q: 3 clusters Score -1.464692e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147058 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -14646927.000000 Penalty: 3867.584717 Iteration 79Q: 3 clusters Score -1.464693e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147059 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -14646924.000000 Penalty: 3867.584717 Iteration 80F: 3 clusters Score -1.464692e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147061 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -14646925.000000 Penalty: 3867.584717 Iteration 81Q: 3 clusters Score -1.464692e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147064 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -14646926.000000 Penalty: 3867.584717 Iteration 82Q: 3 clusters Score -1.464693e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147065 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -14646934.000000 Penalty: 3867.584717 Iteration 83Q: 3 clusters Score -1.464693e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147066 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -14646938.000000 Penalty: 3867.584717 Iteration 84Q: 3 clusters Score -1.464694e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147065 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -14646935.000000 Penalty: 3867.584717 Iteration 85Q: 3 clusters Score -1.464694e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147065 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -14646935.000000 Penalty: 3867.584717 Iteration 86F: 3 clusters Score -1.464694e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1008 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Entering Unmasked Estep Score: -92966.367188 Penalty: 1123.805054 Iteration 0F: 2 clusters Score -92966.37 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 495 members Entering Unmasked Estep Score: -91504.273438 Penalty: 2247.610107 Iteration 0F: 3 clusters Score -91504.27 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -91757.625000 Penalty: 2247.610107 Iteration 1F: 3 clusters Score -91757.62 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -91849.296875 Penalty: 2247.610107 Iteration 2F: 3 clusters Score -91849.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -91890.890625 Penalty: 2247.610107 Iteration 3Q: 3 clusters Score -91890.89 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -91913.726562 Penalty: 2247.610107 Iteration 4Q: 3 clusters Score -91913.73 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -91928.570312 Penalty: 2247.610107 Iteration 5Q: 3 clusters Score -91928.57 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -91933.914062 Penalty: 2247.610107 Iteration 6Q: 3 clusters Score -91933.91 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -91940.304688 Penalty: 2247.610107 Iteration 7Q: 3 clusters Score -91940.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -91948.960938 Penalty: 2247.610107 Iteration 8Q: 3 clusters Score -91948.96 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -91963.992188 Penalty: 2247.610107 Iteration 9Q: 3 clusters Score -91963.99 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -91980.156250 Penalty: 2247.610107 Iteration 10Q: 3 clusters Score -91980.16 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -91992.585938 Penalty: 2247.610107 Iteration 11Q: 3 clusters Score -91992.59 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -92003.226562 Penalty: 2247.610107 Iteration 12Q: 3 clusters Score -92003.23 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -92014.851562 Penalty: 2247.610107 Iteration 13Q: 3 clusters Score -92014.85 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -92029.640625 Penalty: 2247.610107 Iteration 14Q: 3 clusters Score -92029.64 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -92047.429688 Penalty: 2247.610107 Iteration 15Q: 3 clusters Score -92047.43 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -92066.367188 Penalty: 2247.610107 Iteration 16Q: 3 clusters Score -92066.37 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -92092.101562 Penalty: 2247.610107 Iteration 17Q: 3 clusters Score -92092.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -92112.609375 Penalty: 2247.610107 Iteration 18Q: 3 clusters Score -92112.61 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -92122.757812 Penalty: 2247.610107 Iteration 19Q: 3 clusters Score -92122.76 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -92136.843750 Penalty: 2247.610107 Iteration 20F: 3 clusters Score -92136.84 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -92145.390625 Penalty: 2247.610107 Iteration 21Q: 3 clusters Score -92145.39 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -92151.859375 Penalty: 2247.610107 Iteration 22Q: 3 clusters Score -92151.86 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -92164.585938 Penalty: 2247.610107 Iteration 23Q: 3 clusters Score -92164.59 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -92175.828125 Penalty: 2247.610107 Iteration 24Q: 3 clusters Score -92175.83 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -92189.421875 Penalty: 2247.610107 Iteration 25Q: 3 clusters Score -92189.42 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -92204.953125 Penalty: 2247.610107 Iteration 26Q: 3 clusters Score -92204.95 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -92223.890625 Penalty: 2247.610107 Iteration 27Q: 3 clusters Score -92223.89 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -92244.984375 Penalty: 2247.610107 Iteration 28Q: 3 clusters Score -92244.98 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -92259.929688 Penalty: 2247.610107 Iteration 29Q: 3 clusters Score -92259.93 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -92267.187500 Penalty: 2247.610107 Iteration 30Q: 3 clusters Score -92267.19 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -92269.609375 Penalty: 2247.610107 Iteration 31Q: 3 clusters Score -92269.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -92269.875000 Penalty: 2247.610107 Iteration 32Q: 3 clusters Score -92269.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -92270.757812 Penalty: 2247.610107 Iteration 33Q: 3 clusters Score -92270.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -92272.164062 Penalty: 2247.610107 Iteration 34Q: 3 clusters Score -92272.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -92272.929688 Penalty: 2247.610107 Iteration 35Q: 3 clusters Score -92272.93 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -92272.929688 Penalty: 2247.610107 Iteration 36F: 3 clusters Score -92272.93 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1073 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Entering Unmasked Estep Score: -97583.039062 Penalty: 1133.959717 Iteration 0F: 2 clusters Score -97583.04 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -96172.929688 Penalty: 2267.919434 Iteration 0F: 3 clusters Score -96172.93 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -96486.273438 Penalty: 2267.919434 Iteration 1F: 3 clusters Score -96486.27 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -96622.656250 Penalty: 2267.919434 Iteration 2F: 3 clusters Score -96622.66 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -96756.125000 Penalty: 2267.919434 Iteration 3F: 3 clusters Score -96756.12 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -96886.468750 Penalty: 2267.919434 Iteration 4F: 3 clusters Score -96886.47 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -97006.921875 Penalty: 2267.919434 Iteration 5F: 3 clusters Score -97006.92 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -97136.968750 Penalty: 2267.919434 Iteration 6F: 3 clusters Score -97136.97 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -97197.375000 Penalty: 2267.919434 Iteration 7Q: 3 clusters Score -97197.38 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -97226.390625 Penalty: 2267.919434 Iteration 8Q: 3 clusters Score -97226.39 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -97259.617188 Penalty: 2267.919434 Iteration 9Q: 3 clusters Score -97259.62 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -97268.585938 Penalty: 2267.919434 Iteration 10Q: 3 clusters Score -97268.59 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -97283.554688 Penalty: 2267.919434 Iteration 11Q: 3 clusters Score -97283.55 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -97297.484375 Penalty: 2267.919434 Iteration 12Q: 3 clusters Score -97297.48 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -97313.421875 Penalty: 2267.919434 Iteration 13Q: 3 clusters Score -97313.42 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -97336.671875 Penalty: 2267.919434 Iteration 14Q: 3 clusters Score -97336.67 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -97353.179688 Penalty: 2267.919434 Iteration 15Q: 3 clusters Score -97353.18 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -97378.773438 Penalty: 2267.919434 Iteration 16Q: 3 clusters Score -97378.77 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -97391.617188 Penalty: 2267.919434 Iteration 17Q: 3 clusters Score -97391.62 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -97396.976562 Penalty: 2267.919434 Iteration 18Q: 3 clusters Score -97396.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -97401.289062 Penalty: 2267.919434 Iteration 19Q: 3 clusters Score -97401.29 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -97404.976562 Penalty: 2267.919434 Iteration 20F: 3 clusters Score -97404.98 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -97409.742188 Penalty: 2267.919434 Iteration 21Q: 3 clusters Score -97409.74 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -97413.218750 Penalty: 2267.919434 Iteration 22Q: 3 clusters Score -97413.22 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -97416.703125 Penalty: 2267.919434 Iteration 23Q: 3 clusters Score -97416.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -97426.257812 Penalty: 2267.919434 Iteration 24Q: 3 clusters Score -97426.26 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -97435.164062 Penalty: 2267.919434 Iteration 25Q: 3 clusters Score -97435.16 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -97442.546875 Penalty: 2267.919434 Iteration 26Q: 3 clusters Score -97442.55 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -97449.195312 Penalty: 2267.919434 Iteration 27Q: 3 clusters Score -97449.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -97460.539062 Penalty: 2267.919434 Iteration 28Q: 3 clusters Score -97460.54 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -97468.125000 Penalty: 2267.919434 Iteration 29Q: 3 clusters Score -97468.12 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -97477.906250 Penalty: 2267.919434 Iteration 30Q: 3 clusters Score -97477.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -97477.906250 Penalty: 2267.919434 Iteration 31F: 3 clusters Score -97477.91 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (3319 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3319 members Entering Unmasked Estep Score: -309347.750000 Penalty: 1317.455566 Iteration 0F: 2 clusters Score -309347.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -306462.750000 Penalty: 2634.911133 Iteration 0F: 3 clusters Score -306462.8 nChanged 1259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -307235.656250 Penalty: 2634.911133 Iteration 1F: 3 clusters Score -307235.7 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -307448.906250 Penalty: 2634.911133 Iteration 2F: 3 clusters Score -307448.9 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -307597.437500 Penalty: 2634.911133 Iteration 3F: 3 clusters Score -307597.4 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -307741.125000 Penalty: 2634.911133 Iteration 4F: 3 clusters Score -307741.1 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -307928.312500 Penalty: 2634.911133 Iteration 5F: 3 clusters Score -307928.3 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -308147.281250 Penalty: 2634.911133 Iteration 6F: 3 clusters Score -308147.3 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -308375.250000 Penalty: 2634.911133 Iteration 7F: 3 clusters Score -308375.2 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 2228 members Entering Unmasked Estep Score: -308508.531250 Penalty: 2634.911133 Iteration 8Q: 3 clusters Score -308508.5 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 2237 members Entering Unmasked Estep Score: -308583.406250 Penalty: 2634.911133 Iteration 9Q: 3 clusters Score -308583.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -308634.718750 Penalty: 2634.911133 Iteration 10Q: 3 clusters Score -308634.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -308661.937500 Penalty: 2634.911133 Iteration 11Q: 3 clusters Score -308661.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -308681.875000 Penalty: 2634.911133 Iteration 12Q: 3 clusters Score -308681.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -308697.718750 Penalty: 2634.911133 Iteration 13Q: 3 clusters Score -308697.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -308708.125000 Penalty: 2634.911133 Iteration 14Q: 3 clusters Score -308708.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -308717.687500 Penalty: 2634.911133 Iteration 15Q: 3 clusters Score -308717.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -308731.406250 Penalty: 2634.911133 Iteration 16Q: 3 clusters Score -308731.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 2235 members Entering Unmasked Estep Score: -308741.343750 Penalty: 2634.911133 Iteration 17Q: 3 clusters Score -308741.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 2237 members Entering Unmasked Estep Score: -308748.937500 Penalty: 2634.911133 Iteration 18Q: 3 clusters Score -308748.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -308752.812500 Penalty: 2634.911133 Iteration 19Q: 3 clusters Score -308752.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -308755.718750 Penalty: 2634.911133 Iteration 20F: 3 clusters Score -308755.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -308757.468750 Penalty: 2634.911133 Iteration 21Q: 3 clusters Score -308757.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -308758.062500 Penalty: 2634.911133 Iteration 22Q: 3 clusters Score -308758.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -308760.000000 Penalty: 2634.911133 Iteration 23Q: 3 clusters Score -308760 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -308761.000000 Penalty: 2634.911133 Iteration 24Q: 3 clusters Score -308761 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -308762.125000 Penalty: 2634.911133 Iteration 25Q: 3 clusters Score -308762.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -308762.375000 Penalty: 2634.911133 Iteration 26Q: 3 clusters Score -308762.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 2237 members Entering Unmasked Estep Score: -308762.593750 Penalty: 2634.911133 Iteration 27Q: 3 clusters Score -308762.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -308764.562500 Penalty: 2634.911133 Iteration 28Q: 3 clusters Score -308764.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 2237 members Entering Unmasked Estep Score: -308766.843750 Penalty: 2634.911133 Iteration 29Q: 3 clusters Score -308766.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -308768.656250 Penalty: 2634.911133 Iteration 30Q: 3 clusters Score -308768.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -308769.156250 Penalty: 2634.911133 Iteration 31Q: 3 clusters Score -308769.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -308769.718750 Penalty: 2634.911133 Iteration 32Q: 3 clusters Score -308769.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 2237 members Entering Unmasked Estep Score: -308769.875000 Penalty: 2634.911133 Iteration 33Q: 3 clusters Score -308769.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 2237 members Entering Unmasked Estep Score: -308769.875000 Penalty: 2634.911133 Iteration 34F: 3 clusters Score -308769.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (3199 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3199 members Entering Unmasked Estep Score: -315699.312500 Penalty: 1311.471558 Iteration 0F: 2 clusters Score -315699.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -312853.500000 Penalty: 2622.943115 Iteration 0F: 3 clusters Score -312853.5 nChanged 1209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -313545.687500 Penalty: 2622.943115 Iteration 1F: 3 clusters Score -313545.7 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -313699.375000 Penalty: 2622.943115 Iteration 2F: 3 clusters Score -313699.4 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -313812.937500 Penalty: 2622.943115 Iteration 3Q: 3 clusters Score -313812.9 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -313920.312500 Penalty: 2622.943115 Iteration 4Q: 3 clusters Score -313920.3 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -314006.218750 Penalty: 2622.943115 Iteration 5Q: 3 clusters Score -314006.2 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -314070.906250 Penalty: 2622.943115 Iteration 6Q: 3 clusters Score -314070.9 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -314123.000000 Penalty: 2622.943115 Iteration 7Q: 3 clusters Score -314123 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -314168.906250 Penalty: 2622.943115 Iteration 8Q: 3 clusters Score -314168.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -314195.875000 Penalty: 2622.943115 Iteration 9Q: 3 clusters Score -314195.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -314213.875000 Penalty: 2622.943115 Iteration 10Q: 3 clusters Score -314213.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -314229.562500 Penalty: 2622.943115 Iteration 11Q: 3 clusters Score -314229.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -314249.406250 Penalty: 2622.943115 Iteration 12Q: 3 clusters Score -314249.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -314264.812500 Penalty: 2622.943115 Iteration 13Q: 3 clusters Score -314264.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -314276.406250 Penalty: 2622.943115 Iteration 14Q: 3 clusters Score -314276.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -314285.343750 Penalty: 2622.943115 Iteration 15Q: 3 clusters Score -314285.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -314294.000000 Penalty: 2622.943115 Iteration 16Q: 3 clusters Score -314294 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -314302.875000 Penalty: 2622.943115 Iteration 17Q: 3 clusters Score -314302.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -314311.531250 Penalty: 2622.943115 Iteration 18Q: 3 clusters Score -314311.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -314318.375000 Penalty: 2622.943115 Iteration 19Q: 3 clusters Score -314318.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -314323.218750 Penalty: 2622.943115 Iteration 20F: 3 clusters Score -314323.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -314327.468750 Penalty: 2622.943115 Iteration 21Q: 3 clusters Score -314327.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -314330.968750 Penalty: 2622.943115 Iteration 22Q: 3 clusters Score -314331 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -314335.218750 Penalty: 2622.943115 Iteration 23Q: 3 clusters Score -314335.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -314338.250000 Penalty: 2622.943115 Iteration 24Q: 3 clusters Score -314338.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -314339.968750 Penalty: 2622.943115 Iteration 25Q: 3 clusters Score -314340 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -314341.687500 Penalty: 2622.943115 Iteration 26Q: 3 clusters Score -314341.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -314343.093750 Penalty: 2622.943115 Iteration 27Q: 3 clusters Score -314343.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -314343.687500 Penalty: 2622.943115 Iteration 28Q: 3 clusters Score -314343.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -314344.750000 Penalty: 2622.943115 Iteration 29Q: 3 clusters Score -314344.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -314345.000000 Penalty: 2622.943115 Iteration 30Q: 3 clusters Score -314345 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -314344.812500 Penalty: 2622.943115 Iteration 31Q: 3 clusters Score -314344.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -314345.156250 Penalty: 2622.943115 Iteration 32Q: 3 clusters Score -314345.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -314345.156250 Penalty: 2622.943115 Iteration 33F: 3 clusters Score -314345.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 529 members Mstep: Class 3 contains 813 members Mstep: Class 4 contains 1432 members Mstep: Class 5 contains 12924 members Mstep: Class 6 contains 6886 members Mstep: Class 7 contains 1385 members Mstep: Class 8 contains 2954 members Mstep: Class 9 contains 91102 members Mstep: Class 10 contains 21493 members Mstep: Class 11 contains 4430 members Mstep: Class 12 contains 2790 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2112 members Mstep: Class 15 contains 36051 members Mstep: Class 16 contains 809 members Mstep: Class 17 contains 147305 members Mstep: Class 18 contains 1008 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 3319 members Mstep: Class 22 contains 3199 members Entering Unmasked Estep ConsiderDeletion Score: -33070482.000000 Penalty: 43509.968750 Iteration 79Q: 22 clusters Score -3.307048e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 529 members Mstep: Class 3 contains 813 members Mstep: Class 4 contains 1431 members Mstep: Class 5 contains 12924 members Mstep: Class 6 contains 6884 members Mstep: Class 7 contains 1385 members Mstep: Class 8 contains 2955 members Mstep: Class 9 contains 91102 members Mstep: Class 10 contains 21493 members Mstep: Class 11 contains 4424 members Mstep: Class 12 contains 2788 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2110 members Mstep: Class 15 contains 36055 members Mstep: Class 16 contains 809 members Mstep: Class 17 contains 147309 members Mstep: Class 18 contains 1009 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 3321 members Mstep: Class 22 contains 3199 members Entering Unmasked Estep ConsiderDeletion Score: -33070488.000000 Penalty: 43509.968750 Iteration 80F: 22 clusters Score -3.307049e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 530 members Mstep: Class 3 contains 813 members Mstep: Class 4 contains 1431 members Mstep: Class 5 contains 12924 members Mstep: Class 6 contains 6882 members Mstep: Class 7 contains 1385 members Mstep: Class 8 contains 2956 members Mstep: Class 9 contains 91102 members Mstep: Class 10 contains 21493 members Mstep: Class 11 contains 4422 members Mstep: Class 12 contains 2792 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2108 members Mstep: Class 15 contains 36053 members Mstep: Class 16 contains 809 members Mstep: Class 17 contains 147311 members Mstep: Class 18 contains 1009 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 3322 members Mstep: Class 22 contains 3199 members Entering Unmasked Estep ConsiderDeletion Score: -33070530.000000 Penalty: 43509.968750 Iteration 81Q: 22 clusters Score -3.307053e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 529 members Mstep: Class 3 contains 813 members Mstep: Class 4 contains 1431 members Mstep: Class 5 contains 12924 members Mstep: Class 6 contains 6882 members Mstep: Class 7 contains 1385 members Mstep: Class 8 contains 2958 members Mstep: Class 9 contains 91102 members Mstep: Class 10 contains 21495 members Mstep: Class 11 contains 4419 members Mstep: Class 12 contains 2799 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2106 members Mstep: Class 15 contains 36051 members Mstep: Class 16 contains 809 members Mstep: Class 17 contains 147306 members Mstep: Class 18 contains 1009 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 3324 members Mstep: Class 22 contains 3199 members Entering Unmasked Estep ConsiderDeletion Score: -33070536.000000 Penalty: 43509.968750 Iteration 82Q: 22 clusters Score -3.307054e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 528 members Mstep: Class 3 contains 813 members Mstep: Class 4 contains 1431 members Mstep: Class 5 contains 12923 members Mstep: Class 6 contains 6882 members Mstep: Class 7 contains 1385 members Mstep: Class 8 contains 2960 members Mstep: Class 9 contains 91102 members Mstep: Class 10 contains 21497 members Mstep: Class 11 contains 4413 members Mstep: Class 12 contains 2801 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2104 members Mstep: Class 15 contains 36053 members Mstep: Class 16 contains 809 members Mstep: Class 17 contains 147305 members Mstep: Class 18 contains 1009 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 3327 members Mstep: Class 22 contains 3199 members Entering Unmasked Estep ConsiderDeletion Score: -33070538.000000 Penalty: 43509.968750 Iteration 83Q: 22 clusters Score -3.307054e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 528 members Mstep: Class 3 contains 812 members Mstep: Class 4 contains 1431 members Mstep: Class 5 contains 12924 members Mstep: Class 6 contains 6882 members Mstep: Class 7 contains 1385 members Mstep: Class 8 contains 2960 members Mstep: Class 9 contains 91101 members Mstep: Class 10 contains 21497 members Mstep: Class 11 contains 4413 members Mstep: Class 12 contains 2805 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2104 members Mstep: Class 15 contains 36051 members Mstep: Class 16 contains 808 members Mstep: Class 17 contains 147303 members Mstep: Class 18 contains 1009 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 3329 members Mstep: Class 22 contains 3199 members Entering Unmasked Estep ConsiderDeletion Score: -33070546.000000 Penalty: 43509.968750 Iteration 84Q: 22 clusters Score -3.307055e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 528 members Mstep: Class 3 contains 811 members Mstep: Class 4 contains 1431 members Mstep: Class 5 contains 12924 members Mstep: Class 6 contains 6883 members Mstep: Class 7 contains 1385 members Mstep: Class 8 contains 2961 members Mstep: Class 9 contains 91101 members Mstep: Class 10 contains 21497 members Mstep: Class 11 contains 4415 members Mstep: Class 12 contains 2809 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2103 members Mstep: Class 15 contains 36051 members Mstep: Class 16 contains 808 members Mstep: Class 17 contains 147295 members Mstep: Class 18 contains 1009 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 3331 members Mstep: Class 22 contains 3199 members Entering Unmasked Estep ConsiderDeletion Score: -33070544.000000 Penalty: 43509.968750 Iteration 85Q: 22 clusters Score -3.307054e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 528 members Mstep: Class 3 contains 811 members Mstep: Class 4 contains 1431 members Mstep: Class 5 contains 12924 members Mstep: Class 6 contains 6883 members Mstep: Class 7 contains 1385 members Mstep: Class 8 contains 2962 members Mstep: Class 9 contains 91101 members Mstep: Class 10 contains 21497 members Mstep: Class 11 contains 4411 members Mstep: Class 12 contains 2817 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2103 members Mstep: Class 15 contains 36051 members Mstep: Class 16 contains 808 members Mstep: Class 17 contains 147290 members Mstep: Class 18 contains 1009 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 3331 members Mstep: Class 22 contains 3199 members Entering Unmasked Estep ConsiderDeletion Score: -33070574.000000 Penalty: 43509.968750 Iteration 86Q: 22 clusters Score -3.307057e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 528 members Mstep: Class 3 contains 811 members Mstep: Class 4 contains 1431 members Mstep: Class 5 contains 12924 members Mstep: Class 6 contains 6883 members Mstep: Class 7 contains 1385 members Mstep: Class 8 contains 2966 members Mstep: Class 9 contains 91101 members Mstep: Class 10 contains 21497 members Mstep: Class 11 contains 4409 members Mstep: Class 12 contains 2824 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2103 members Mstep: Class 15 contains 36047 members Mstep: Class 16 contains 808 members Mstep: Class 17 contains 147285 members Mstep: Class 18 contains 1009 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 3331 members Mstep: Class 22 contains 3199 members Entering Unmasked Estep ConsiderDeletion Score: -33070568.000000 Penalty: 43509.968750 Iteration 87Q: 22 clusters Score -3.307057e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 528 members Mstep: Class 3 contains 811 members Mstep: Class 4 contains 1431 members Mstep: Class 5 contains 12924 members Mstep: Class 6 contains 6883 members Mstep: Class 7 contains 1385 members Mstep: Class 8 contains 2967 members Mstep: Class 9 contains 91101 members Mstep: Class 10 contains 21497 members Mstep: Class 11 contains 4407 members Mstep: Class 12 contains 2826 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 36048 members Mstep: Class 16 contains 808 members Mstep: Class 17 contains 147284 members Mstep: Class 18 contains 1009 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 3331 members Mstep: Class 22 contains 3199 members Entering Unmasked Estep ConsiderDeletion Score: -33070570.000000 Penalty: 43509.968750 Iteration 88Q: 22 clusters Score -3.307057e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 528 members Mstep: Class 3 contains 811 members Mstep: Class 4 contains 1431 members Mstep: Class 5 contains 12924 members Mstep: Class 6 contains 6883 members Mstep: Class 7 contains 1385 members Mstep: Class 8 contains 2967 members Mstep: Class 9 contains 91101 members Mstep: Class 10 contains 21497 members Mstep: Class 11 contains 4409 members Mstep: Class 12 contains 2823 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 36049 members Mstep: Class 16 contains 808 members Mstep: Class 17 contains 147284 members Mstep: Class 18 contains 1009 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 3331 members Mstep: Class 22 contains 3199 members Entering Unmasked Estep ConsiderDeletion Score: -33070570.000000 Penalty: 43509.968750 Iteration 89Q: 22 clusters Score -3.307057e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 528 members Mstep: Class 3 contains 811 members Mstep: Class 4 contains 1431 members Mstep: Class 5 contains 12924 members Mstep: Class 6 contains 6883 members Mstep: Class 7 contains 1385 members Mstep: Class 8 contains 2967 members Mstep: Class 9 contains 91101 members Mstep: Class 10 contains 21497 members Mstep: Class 11 contains 4406 members Mstep: Class 12 contains 2824 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 36049 members Mstep: Class 16 contains 808 members Mstep: Class 17 contains 147286 members Mstep: Class 18 contains 1009 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 3331 members Mstep: Class 22 contains 3199 members Entering Unmasked Estep ConsiderDeletion Score: -33070572.000000 Penalty: 43509.968750 Iteration 90Q: 22 clusters Score -3.307057e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 528 members Mstep: Class 3 contains 811 members Mstep: Class 4 contains 1431 members Mstep: Class 5 contains 12924 members Mstep: Class 6 contains 6883 members Mstep: Class 7 contains 1385 members Mstep: Class 8 contains 2967 members Mstep: Class 9 contains 91101 members Mstep: Class 10 contains 21497 members Mstep: Class 11 contains 4402 members Mstep: Class 12 contains 2826 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 36050 members Mstep: Class 16 contains 808 members Mstep: Class 17 contains 147287 members Mstep: Class 18 contains 1009 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 3331 members Mstep: Class 22 contains 3199 members Entering Unmasked Estep ConsiderDeletion Score: -33070586.000000 Penalty: 43509.968750 Iteration 91Q: 22 clusters Score -3.307059e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 528 members Mstep: Class 3 contains 811 members Mstep: Class 4 contains 1431 members Mstep: Class 5 contains 12924 members Mstep: Class 6 contains 6883 members Mstep: Class 7 contains 1385 members Mstep: Class 8 contains 2967 members Mstep: Class 9 contains 91101 members Mstep: Class 10 contains 21497 members Mstep: Class 11 contains 4401 members Mstep: Class 12 contains 2831 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 36051 members Mstep: Class 16 contains 808 members Mstep: Class 17 contains 147282 members Mstep: Class 18 contains 1009 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 3331 members Mstep: Class 22 contains 3199 members Entering Unmasked Estep ConsiderDeletion Score: -33070572.000000 Penalty: 43509.968750 Iteration 92Q: 22 clusters Score -3.307057e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 528 members Mstep: Class 3 contains 811 members Mstep: Class 4 contains 1431 members Mstep: Class 5 contains 12924 members Mstep: Class 6 contains 6883 members Mstep: Class 7 contains 1385 members Mstep: Class 8 contains 2968 members Mstep: Class 9 contains 91101 members Mstep: Class 10 contains 21497 members Mstep: Class 11 contains 4400 members Mstep: Class 12 contains 2835 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 36051 members Mstep: Class 16 contains 808 members Mstep: Class 17 contains 147278 members Mstep: Class 18 contains 1009 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 3331 members Mstep: Class 22 contains 3199 members Entering Unmasked Estep ConsiderDeletion Score: -33070562.000000 Penalty: 43509.968750 Iteration 93Q: 22 clusters Score -3.307056e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 528 members Mstep: Class 3 contains 811 members Mstep: Class 4 contains 1431 members Mstep: Class 5 contains 12924 members Mstep: Class 6 contains 6883 members Mstep: Class 7 contains 1385 members Mstep: Class 8 contains 2968 members Mstep: Class 9 contains 91101 members Mstep: Class 10 contains 21497 members Mstep: Class 11 contains 4397 members Mstep: Class 12 contains 2838 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 36051 members Mstep: Class 16 contains 808 members Mstep: Class 17 contains 147278 members Mstep: Class 18 contains 1009 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 3331 members Mstep: Class 22 contains 3199 members Entering Unmasked Estep ConsiderDeletion Score: -33070546.000000 Penalty: 43509.968750 Iteration 94Q: 22 clusters Score -3.307055e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 528 members Mstep: Class 3 contains 811 members Mstep: Class 4 contains 1431 members Mstep: Class 5 contains 12924 members Mstep: Class 6 contains 6884 members Mstep: Class 7 contains 1385 members Mstep: Class 8 contains 2968 members Mstep: Class 9 contains 91101 members Mstep: Class 10 contains 21497 members Mstep: Class 11 contains 4396 members Mstep: Class 12 contains 2840 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 36052 members Mstep: Class 16 contains 808 members Mstep: Class 17 contains 147275 members Mstep: Class 18 contains 1009 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 3331 members Mstep: Class 22 contains 3199 members Entering Unmasked Estep ConsiderDeletion Score: -33070560.000000 Penalty: 43509.968750 Iteration 95Q: 22 clusters Score -3.307056e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 528 members Mstep: Class 3 contains 811 members Mstep: Class 4 contains 1431 members Mstep: Class 5 contains 12924 members Mstep: Class 6 contains 6885 members Mstep: Class 7 contains 1385 members Mstep: Class 8 contains 2968 members Mstep: Class 9 contains 91101 members Mstep: Class 10 contains 21497 members Mstep: Class 11 contains 4394 members Mstep: Class 12 contains 2844 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 36052 members Mstep: Class 16 contains 808 members Mstep: Class 17 contains 147272 members Mstep: Class 18 contains 1009 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 3331 members Mstep: Class 22 contains 3199 members Entering Unmasked Estep ConsiderDeletion Score: -33070544.000000 Penalty: 43509.968750 Iteration 96Q: 22 clusters Score -3.307054e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 528 members Mstep: Class 3 contains 811 members Mstep: Class 4 contains 1431 members Mstep: Class 5 contains 12924 members Mstep: Class 6 contains 6886 members Mstep: Class 7 contains 1385 members Mstep: Class 8 contains 2968 members Mstep: Class 9 contains 91101 members Mstep: Class 10 contains 21497 members Mstep: Class 11 contains 4393 members Mstep: Class 12 contains 2846 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 36053 members Mstep: Class 16 contains 808 members Mstep: Class 17 contains 147270 members Mstep: Class 18 contains 1009 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 3331 members Mstep: Class 22 contains 3198 members Entering Unmasked Estep ConsiderDeletion Score: -33070548.000000 Penalty: 43509.968750 Iteration 97Q: 22 clusters Score -3.307055e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 528 members Mstep: Class 3 contains 811 members Mstep: Class 4 contains 1431 members Mstep: Class 5 contains 12923 members Mstep: Class 6 contains 6888 members Mstep: Class 7 contains 1385 members Mstep: Class 8 contains 2968 members Mstep: Class 9 contains 91101 members Mstep: Class 10 contains 21497 members Mstep: Class 11 contains 4391 members Mstep: Class 12 contains 2847 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 36052 members Mstep: Class 16 contains 808 members Mstep: Class 17 contains 147271 members Mstep: Class 18 contains 1009 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 3331 members Mstep: Class 22 contains 3198 members Entering Unmasked Estep ConsiderDeletion Score: -33070538.000000 Penalty: 43509.968750 Iteration 98Q: 22 clusters Score -3.307054e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 528 members Mstep: Class 3 contains 811 members Mstep: Class 4 contains 1431 members Mstep: Class 5 contains 12923 members Mstep: Class 6 contains 6888 members Mstep: Class 7 contains 1385 members Mstep: Class 8 contains 2968 members Mstep: Class 9 contains 91101 members Mstep: Class 10 contains 21497 members Mstep: Class 11 contains 4388 members Mstep: Class 12 contains 2848 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 36052 members Mstep: Class 16 contains 808 members Mstep: Class 17 contains 147273 members Mstep: Class 18 contains 1009 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 3331 members Mstep: Class 22 contains 3198 members Entering Unmasked Estep ConsiderDeletion Score: -33070546.000000 Penalty: 43509.968750 Iteration 99Q: 22 clusters Score -3.307055e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 528 members Mstep: Class 3 contains 811 members Mstep: Class 4 contains 1431 members Mstep: Class 5 contains 12923 members Mstep: Class 6 contains 6888 members Mstep: Class 7 contains 1385 members Mstep: Class 8 contains 2968 members Mstep: Class 9 contains 91101 members Mstep: Class 10 contains 21497 members Mstep: Class 11 contains 4386 members Mstep: Class 12 contains 2850 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 36052 members Mstep: Class 16 contains 808 members Mstep: Class 17 contains 147273 members Mstep: Class 18 contains 1009 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 3331 members Mstep: Class 22 contains 3198 members Entering Unmasked Estep ConsiderDeletion Score: -33070548.000000 Penalty: 43509.968750 Iteration 100F: 22 clusters Score -3.307055e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 528 members Mstep: Class 3 contains 811 members Mstep: Class 4 contains 1431 members Mstep: Class 5 contains 12923 members Mstep: Class 6 contains 6888 members Mstep: Class 7 contains 1385 members Mstep: Class 8 contains 2968 members Mstep: Class 9 contains 91101 members Mstep: Class 10 contains 21497 members Mstep: Class 11 contains 4387 members Mstep: Class 12 contains 2851 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 36052 members Mstep: Class 16 contains 808 members Mstep: Class 17 contains 147272 members Mstep: Class 18 contains 1008 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 3331 members Mstep: Class 22 contains 3198 members Entering Unmasked Estep ConsiderDeletion Score: -33070556.000000 Penalty: 43509.968750 Iteration 101Q: 22 clusters Score -3.307056e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 528 members Mstep: Class 3 contains 811 members Mstep: Class 4 contains 1431 members Mstep: Class 5 contains 12923 members Mstep: Class 6 contains 6888 members Mstep: Class 7 contains 1385 members Mstep: Class 8 contains 2969 members Mstep: Class 9 contains 91101 members Mstep: Class 10 contains 21497 members Mstep: Class 11 contains 4387 members Mstep: Class 12 contains 2853 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 36051 members Mstep: Class 16 contains 808 members Mstep: Class 17 contains 147271 members Mstep: Class 18 contains 1007 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 3331 members Mstep: Class 22 contains 3198 members Entering Unmasked Estep ConsiderDeletion Score: -33070552.000000 Penalty: 43509.968750 Iteration 102Q: 22 clusters Score -3.307055e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 528 members Mstep: Class 3 contains 811 members Mstep: Class 4 contains 1431 members Mstep: Class 5 contains 12923 members Mstep: Class 6 contains 6888 members Mstep: Class 7 contains 1385 members Mstep: Class 8 contains 2969 members Mstep: Class 9 contains 91101 members Mstep: Class 10 contains 21497 members Mstep: Class 11 contains 4386 members Mstep: Class 12 contains 2854 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 36051 members Mstep: Class 16 contains 808 members Mstep: Class 17 contains 147271 members Mstep: Class 18 contains 1006 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 3331 members Mstep: Class 22 contains 3199 members Entering Unmasked Estep ConsiderDeletion Score: -33070550.000000 Penalty: 43509.968750 Iteration 103Q: 22 clusters Score -3.307055e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 528 members Mstep: Class 3 contains 811 members Mstep: Class 4 contains 1431 members Mstep: Class 5 contains 12923 members Mstep: Class 6 contains 6888 members Mstep: Class 7 contains 1385 members Mstep: Class 8 contains 2969 members Mstep: Class 9 contains 91101 members Mstep: Class 10 contains 21497 members Mstep: Class 11 contains 4385 members Mstep: Class 12 contains 2856 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 36051 members Mstep: Class 16 contains 808 members Mstep: Class 17 contains 147270 members Mstep: Class 18 contains 1006 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 3331 members Mstep: Class 22 contains 3199 members Entering Unmasked Estep ConsiderDeletion Score: -33070540.000000 Penalty: 43509.968750 Iteration 104Q: 22 clusters Score -3.307054e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 528 members Mstep: Class 3 contains 811 members Mstep: Class 4 contains 1431 members Mstep: Class 5 contains 12923 members Mstep: Class 6 contains 6888 members Mstep: Class 7 contains 1385 members Mstep: Class 8 contains 2969 members Mstep: Class 9 contains 91101 members Mstep: Class 10 contains 21497 members Mstep: Class 11 contains 4385 members Mstep: Class 12 contains 2857 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 36051 members Mstep: Class 16 contains 808 members Mstep: Class 17 contains 147269 members Mstep: Class 18 contains 1006 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 3331 members Mstep: Class 22 contains 3199 members Entering Unmasked Estep ConsiderDeletion Score: -33070550.000000 Penalty: 43509.968750 Iteration 105Q: 22 clusters Score -3.307055e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 528 members Mstep: Class 3 contains 811 members Mstep: Class 4 contains 1431 members Mstep: Class 5 contains 12923 members Mstep: Class 6 contains 6888 members Mstep: Class 7 contains 1385 members Mstep: Class 8 contains 2969 members Mstep: Class 9 contains 91101 members Mstep: Class 10 contains 21497 members Mstep: Class 11 contains 4385 members Mstep: Class 12 contains 2855 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 36053 members Mstep: Class 16 contains 808 members Mstep: Class 17 contains 147269 members Mstep: Class 18 contains 1006 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 3331 members Mstep: Class 22 contains 3199 members Entering Unmasked Estep ConsiderDeletion Score: -33070546.000000 Penalty: 43509.968750 Iteration 106Q: 22 clusters Score -3.307055e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 528 members Mstep: Class 3 contains 811 members Mstep: Class 4 contains 1431 members Mstep: Class 5 contains 12923 members Mstep: Class 6 contains 6888 members Mstep: Class 7 contains 1385 members Mstep: Class 8 contains 2969 members Mstep: Class 9 contains 91101 members Mstep: Class 10 contains 21497 members Mstep: Class 11 contains 4385 members Mstep: Class 12 contains 2857 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 36053 members Mstep: Class 16 contains 808 members Mstep: Class 17 contains 147267 members Mstep: Class 18 contains 1006 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 3331 members Mstep: Class 22 contains 3199 members Entering Unmasked Estep ConsiderDeletion Score: -33070538.000000 Penalty: 43509.968750 Iteration 107Q: 22 clusters Score -3.307054e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 528 members Mstep: Class 3 contains 811 members Mstep: Class 4 contains 1431 members Mstep: Class 5 contains 12923 members Mstep: Class 6 contains 6888 members Mstep: Class 7 contains 1385 members Mstep: Class 8 contains 2969 members Mstep: Class 9 contains 91101 members Mstep: Class 10 contains 21497 members Mstep: Class 11 contains 4385 members Mstep: Class 12 contains 2858 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 36053 members Mstep: Class 16 contains 808 members Mstep: Class 17 contains 147266 members Mstep: Class 18 contains 1006 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 3331 members Mstep: Class 22 contains 3199 members Entering Unmasked Estep ConsiderDeletion Score: -33070540.000000 Penalty: 43509.968750 Iteration 108Q: 22 clusters Score -3.307054e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 528 members Mstep: Class 3 contains 811 members Mstep: Class 4 contains 1431 members Mstep: Class 5 contains 12923 members Mstep: Class 6 contains 6888 members Mstep: Class 7 contains 1385 members Mstep: Class 8 contains 2969 members Mstep: Class 9 contains 91101 members Mstep: Class 10 contains 21497 members Mstep: Class 11 contains 4385 members Mstep: Class 12 contains 2858 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 36053 members Mstep: Class 16 contains 808 members Mstep: Class 17 contains 147266 members Mstep: Class 18 contains 1006 members Mstep: Class 19 contains 1073 members Mstep: Class 21 contains 3331 members Mstep: Class 22 contains 3199 members Entering Unmasked Estep ConsiderDeletion Score: -33070540.000000 Penalty: 43509.968750 Iteration 109F: 22 clusters Score -3.307054e+07 nChanged 0 Entering ConstructFrom: Score: -33070540.000000 Penalty: 43509.968750 Entering ConstructFrom: Trying to split cluster 1 (590 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Entering Unmasked Estep Score: -50348.261719 Penalty: 1036.769897 Iteration 0F: 2 clusters Score -50348.26 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -49235.015625 Penalty: 2073.539795 Iteration 0F: 3 clusters Score -49235.02 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -49439.972656 Penalty: 2073.539795 Iteration 1F: 3 clusters Score -49439.97 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -49544.277344 Penalty: 2073.539795 Iteration 2F: 3 clusters Score -49544.28 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -49637.507812 Penalty: 2073.539795 Iteration 3F: 3 clusters Score -49637.51 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -49837.093750 Penalty: 2073.539795 Iteration 4F: 3 clusters Score -49837.09 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -50030.746094 Penalty: 2073.539795 Iteration 5F: 3 clusters Score -50030.75 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -50171.964844 Penalty: 2073.539795 Iteration 6F: 3 clusters Score -50171.96 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -50256.199219 Penalty: 2073.539795 Iteration 7Q: 3 clusters Score -50256.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -50317.605469 Penalty: 2073.539795 Iteration 8Q: 3 clusters Score -50317.61 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -50382.148438 Penalty: 2073.539795 Iteration 9Q: 3 clusters Score -50382.15 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -50403.937500 Penalty: 2073.539795 Iteration 10Q: 3 clusters Score -50403.94 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -50427.257812 Penalty: 2073.539795 Iteration 11Q: 3 clusters Score -50427.26 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -50429.953125 Penalty: 2073.539795 Iteration 12Q: 3 clusters Score -50429.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -50429.953125 Penalty: 2073.539795 Iteration 13F: 3 clusters Score -50429.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 528 members Mstep: Class 3 contains 811 members Mstep: Class 4 contains 1431 members Mstep: Class 5 contains 12923 members Mstep: Class 6 contains 6888 members Mstep: Class 7 contains 1385 members Mstep: Class 8 contains 2969 members Mstep: Class 9 contains 91101 members Mstep: Class 10 contains 21497 members Mstep: Class 11 contains 4385 members Mstep: Class 12 contains 2858 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 36053 members Mstep: Class 16 contains 808 members Mstep: Class 17 contains 147266 members Mstep: Class 18 contains 1006 members Mstep: Class 19 contains 1073 members Mstep: Class 20 contains 173 members Mstep: Class 21 contains 3331 members Mstep: Class 22 contains 3199 members Entering Unmasked Estep Score: -33069590.000000 Penalty: 45581.875000 Splitting cluster 1 changes total score from -33070540.000000 to -33069590.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 2 (528 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Entering Unmasked Estep Score: -38769.187500 Penalty: 1018.728149 Iteration 0F: 2 clusters Score -38769.19 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -37739.253906 Penalty: 2037.456299 Iteration 0F: 3 clusters Score -37739.25 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -37918.109375 Penalty: 2037.456299 Iteration 1F: 3 clusters Score -37918.11 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -37996.683594 Penalty: 2037.456299 Iteration 2F: 3 clusters Score -37996.68 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -38103.617188 Penalty: 2037.456299 Iteration 3Q: 3 clusters Score -38103.62 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -38175.750000 Penalty: 2037.456299 Iteration 4Q: 3 clusters Score -38175.75 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -38252.191406 Penalty: 2037.456299 Iteration 5Q: 3 clusters Score -38252.19 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -38388.339844 Penalty: 2037.456299 Iteration 6F: 3 clusters Score -38388.34 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -38503.613281 Penalty: 2037.456299 Iteration 7F: 3 clusters Score -38503.61 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -38589.726562 Penalty: 2037.456299 Iteration 8Q: 3 clusters Score -38589.73 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -38635.261719 Penalty: 2037.456299 Iteration 9Q: 3 clusters Score -38635.26 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -38646.988281 Penalty: 2037.456299 Iteration 10Q: 3 clusters Score -38646.99 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -38655.007812 Penalty: 2037.456299 Iteration 11Q: 3 clusters Score -38655.01 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -38660.945312 Penalty: 2037.456299 Iteration 12Q: 3 clusters Score -38660.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -38665.132812 Penalty: 2037.456299 Iteration 13Q: 3 clusters Score -38665.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -38665.132812 Penalty: 2037.456299 Iteration 14F: 3 clusters Score -38665.13 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (811 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Entering Unmasked Estep Score: -72683.242188 Penalty: 1088.468506 Iteration 0F: 2 clusters Score -72683.24 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -71397.898438 Penalty: 2176.937012 Iteration 0F: 3 clusters Score -71397.9 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -71711.562500 Penalty: 2176.937012 Iteration 1F: 3 clusters Score -71711.56 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -71813.445312 Penalty: 2176.937012 Iteration 2F: 3 clusters Score -71813.45 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -71891.421875 Penalty: 2176.937012 Iteration 3Q: 3 clusters Score -71891.42 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -71973.265625 Penalty: 2176.937012 Iteration 4Q: 3 clusters Score -71973.27 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -72015.648438 Penalty: 2176.937012 Iteration 5Q: 3 clusters Score -72015.65 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -72048.359375 Penalty: 2176.937012 Iteration 6Q: 3 clusters Score -72048.36 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -72068.585938 Penalty: 2176.937012 Iteration 7Q: 3 clusters Score -72068.59 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -72073.945312 Penalty: 2176.937012 Iteration 8Q: 3 clusters Score -72073.95 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -72079.164062 Penalty: 2176.937012 Iteration 9Q: 3 clusters Score -72079.16 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -72081.554688 Penalty: 2176.937012 Iteration 10Q: 3 clusters Score -72081.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -72088.914062 Penalty: 2176.937012 Iteration 11Q: 3 clusters Score -72088.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -72088.914062 Penalty: 2176.937012 Iteration 12F: 3 clusters Score -72088.91 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1431 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Entering Unmasked Estep Score: -135314.859375 Penalty: 1180.745850 Iteration 0F: 2 clusters Score -135314.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -133624.109375 Penalty: 2361.491699 Iteration 0F: 3 clusters Score -133624.1 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -134009.265625 Penalty: 2361.491699 Iteration 1F: 3 clusters Score -134009.3 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -134150.453125 Penalty: 2361.491699 Iteration 2F: 3 clusters Score -134150.5 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -134290.046875 Penalty: 2361.491699 Iteration 3F: 3 clusters Score -134290 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -134476.562500 Penalty: 2361.491699 Iteration 4F: 3 clusters Score -134476.6 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -134593.031250 Penalty: 2361.491699 Iteration 5F: 3 clusters Score -134593 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -134649.359375 Penalty: 2361.491699 Iteration 6Q: 3 clusters Score -134649.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -134702.312500 Penalty: 2361.491699 Iteration 7Q: 3 clusters Score -134702.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -134734.562500 Penalty: 2361.491699 Iteration 8Q: 3 clusters Score -134734.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -134760.890625 Penalty: 2361.491699 Iteration 9Q: 3 clusters Score -134760.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -134778.640625 Penalty: 2361.491699 Iteration 10Q: 3 clusters Score -134778.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -134789.234375 Penalty: 2361.491699 Iteration 11Q: 3 clusters Score -134789.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -134804.203125 Penalty: 2361.491699 Iteration 12Q: 3 clusters Score -134804.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -134819.781250 Penalty: 2361.491699 Iteration 13Q: 3 clusters Score -134819.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -134834.859375 Penalty: 2361.491699 Iteration 14Q: 3 clusters Score -134834.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -134846.781250 Penalty: 2361.491699 Iteration 15Q: 3 clusters Score -134846.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -134855.000000 Penalty: 2361.491699 Iteration 16Q: 3 clusters Score -134855 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -134856.843750 Penalty: 2361.491699 Iteration 17Q: 3 clusters Score -134856.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -134857.609375 Penalty: 2361.491699 Iteration 18Q: 3 clusters Score -134857.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -134858.234375 Penalty: 2361.491699 Iteration 19Q: 3 clusters Score -134858.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -134858.234375 Penalty: 2361.491699 Iteration 20F: 3 clusters Score -134858.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (12923 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12923 members Entering Unmasked Estep Score: -1239087.875000 Penalty: 1538.349121 Iteration 0F: 2 clusters Score -1239088 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6529 members Mstep: Class 2 contains 6394 members Entering Unmasked Estep Score: -1230074.125000 Penalty: 3076.698242 Iteration 0F: 3 clusters Score -1230074 nChanged 5703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6950 members Mstep: Class 2 contains 5973 members Entering Unmasked Estep Score: -1233154.500000 Penalty: 3076.698242 Iteration 1F: 3 clusters Score -1233154 nChanged 708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7204 members Mstep: Class 2 contains 5719 members Entering Unmasked Estep Score: -1233474.125000 Penalty: 3076.698242 Iteration 2F: 3 clusters Score -1233474 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7498 members Mstep: Class 2 contains 5425 members Entering Unmasked Estep Score: -1233811.875000 Penalty: 3076.698242 Iteration 3F: 3 clusters Score -1233812 nChanged 710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7882 members Mstep: Class 2 contains 5041 members Entering Unmasked Estep Score: -1234232.375000 Penalty: 3076.698242 Iteration 4F: 3 clusters Score -1234232 nChanged 773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8361 members Mstep: Class 2 contains 4562 members Entering Unmasked Estep Score: -1234765.250000 Penalty: 3076.698242 Iteration 5F: 3 clusters Score -1234765 nChanged 827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8918 members Mstep: Class 2 contains 4005 members Entering Unmasked Estep Score: -1235428.625000 Penalty: 3076.698242 Iteration 6F: 3 clusters Score -1235429 nChanged 851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9509 members Mstep: Class 2 contains 3414 members Entering Unmasked Estep Score: -1236146.875000 Penalty: 3076.698242 Iteration 7F: 3 clusters Score -1236147 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10030 members Mstep: Class 2 contains 2893 members Entering Unmasked Estep Score: -1236744.500000 Penalty: 3076.698242 Iteration 8F: 3 clusters Score -1236744 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10412 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -1237219.500000 Penalty: 3076.698242 Iteration 9Q: 3 clusters Score -1237220 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10692 members Mstep: Class 2 contains 2231 members Entering Unmasked Estep Score: -1237635.250000 Penalty: 3076.698242 Iteration 10Q: 3 clusters Score -1237635 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10857 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -1237920.000000 Penalty: 3076.698242 Iteration 11Q: 3 clusters Score -1237920 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10968 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -1238131.375000 Penalty: 3076.698242 Iteration 12Q: 3 clusters Score -1238131 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11034 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -1238260.500000 Penalty: 3076.698242 Iteration 13Q: 3 clusters Score -1238260 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11082 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -1238348.750000 Penalty: 3076.698242 Iteration 14Q: 3 clusters Score -1238349 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11101 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -1238382.625000 Penalty: 3076.698242 Iteration 15Q: 3 clusters Score -1238383 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11119 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -1238402.125000 Penalty: 3076.698242 Iteration 16Q: 3 clusters Score -1238402 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11132 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -1238416.125000 Penalty: 3076.698242 Iteration 17Q: 3 clusters Score -1238416 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11139 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -1238421.625000 Penalty: 3076.698242 Iteration 18Q: 3 clusters Score -1238422 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11135 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -1238424.500000 Penalty: 3076.698242 Iteration 19Q: 3 clusters Score -1238424 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11131 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -1238429.250000 Penalty: 3076.698242 Iteration 20F: 3 clusters Score -1238429 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11127 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -1238434.375000 Penalty: 3076.698242 Iteration 21Q: 3 clusters Score -1238434 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11129 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -1238435.000000 Penalty: 3076.698242 Iteration 22Q: 3 clusters Score -1238435 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11129 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -1238439.500000 Penalty: 3076.698242 Iteration 23Q: 3 clusters Score -1238440 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11131 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -1238441.875000 Penalty: 3076.698242 Iteration 24Q: 3 clusters Score -1238442 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11131 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -1238440.875000 Penalty: 3076.698242 Iteration 25Q: 3 clusters Score -1238441 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11132 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -1238440.625000 Penalty: 3076.698242 Iteration 26Q: 3 clusters Score -1238441 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11130 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -1238438.875000 Penalty: 3076.698242 Iteration 27Q: 3 clusters Score -1238439 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11131 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -1238439.000000 Penalty: 3076.698242 Iteration 28Q: 3 clusters Score -1238439 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11130 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -1238441.250000 Penalty: 3076.698242 Iteration 29Q: 3 clusters Score -1238441 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11133 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -1238440.500000 Penalty: 3076.698242 Iteration 30Q: 3 clusters Score -1238440 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11133 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -1238441.250000 Penalty: 3076.698242 Iteration 31Q: 3 clusters Score -1238441 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11131 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -1238443.125000 Penalty: 3076.698242 Iteration 32Q: 3 clusters Score -1238443 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11131 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -1238443.125000 Penalty: 3076.698242 Iteration 33F: 3 clusters Score -1238443 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (6888 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6888 members Entering Unmasked Estep Score: -613881.750000 Penalty: 1436.099609 Iteration 0F: 2 clusters Score -613881.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3442 members Mstep: Class 2 contains 3446 members Entering Unmasked Estep Score: -608751.625000 Penalty: 2872.199219 Iteration 0F: 3 clusters Score -608751.6 nChanged 2826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3356 members Mstep: Class 2 contains 3532 members Entering Unmasked Estep Score: -610290.375000 Penalty: 2872.199219 Iteration 1F: 3 clusters Score -610290.4 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3383 members Mstep: Class 2 contains 3505 members Entering Unmasked Estep Score: -610646.062500 Penalty: 2872.199219 Iteration 2F: 3 clusters Score -610646.1 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3423 members Mstep: Class 2 contains 3465 members Entering Unmasked Estep Score: -611201.562500 Penalty: 2872.199219 Iteration 3F: 3 clusters Score -611201.6 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3588 members Mstep: Class 2 contains 3300 members Entering Unmasked Estep Score: -611997.125000 Penalty: 2872.199219 Iteration 4F: 3 clusters Score -611997.1 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3953 members Mstep: Class 2 contains 2935 members Entering Unmasked Estep Score: -612730.625000 Penalty: 2872.199219 Iteration 5F: 3 clusters Score -612730.6 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4403 members Mstep: Class 2 contains 2485 members Entering Unmasked Estep Score: -613358.500000 Penalty: 2872.199219 Iteration 6F: 3 clusters Score -613358.5 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4789 members Mstep: Class 2 contains 2099 members Entering Unmasked Estep Score: -613772.187500 Penalty: 2872.199219 Iteration 7F: 3 clusters Score -613772.2 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5003 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -613954.625000 Penalty: 2872.199219 Iteration 8Q: 3 clusters Score -613954.6 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5074 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -614028.250000 Penalty: 2872.199219 Iteration 9Q: 3 clusters Score -614028.2 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5105 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -614076.687500 Penalty: 2872.199219 Iteration 10Q: 3 clusters Score -614076.7 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5107 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -614103.062500 Penalty: 2872.199219 Iteration 11Q: 3 clusters Score -614103.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5096 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -614125.187500 Penalty: 2872.199219 Iteration 12Q: 3 clusters Score -614125.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5077 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -614147.625000 Penalty: 2872.199219 Iteration 13Q: 3 clusters Score -614147.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5047 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -614178.750000 Penalty: 2872.199219 Iteration 14Q: 3 clusters Score -614178.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5012 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -614210.500000 Penalty: 2872.199219 Iteration 15Q: 3 clusters Score -614210.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4974 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -614233.437500 Penalty: 2872.199219 Iteration 16Q: 3 clusters Score -614233.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4937 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -614247.000000 Penalty: 2872.199219 Iteration 17Q: 3 clusters Score -614247 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4917 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -614253.500000 Penalty: 2872.199219 Iteration 18Q: 3 clusters Score -614253.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4904 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -614257.875000 Penalty: 2872.199219 Iteration 19Q: 3 clusters Score -614257.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4889 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -614262.375000 Penalty: 2872.199219 Iteration 20F: 3 clusters Score -614262.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4873 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -614267.250000 Penalty: 2872.199219 Iteration 21Q: 3 clusters Score -614267.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4855 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -614271.750000 Penalty: 2872.199219 Iteration 22Q: 3 clusters Score -614271.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4839 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -614275.062500 Penalty: 2872.199219 Iteration 23Q: 3 clusters Score -614275.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4828 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -614276.375000 Penalty: 2872.199219 Iteration 24Q: 3 clusters Score -614276.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4821 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -614278.625000 Penalty: 2872.199219 Iteration 25Q: 3 clusters Score -614278.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4817 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -614280.312500 Penalty: 2872.199219 Iteration 26Q: 3 clusters Score -614280.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4815 members Mstep: Class 2 contains 2073 members Entering Unmasked Estep Score: -614281.062500 Penalty: 2872.199219 Iteration 27Q: 3 clusters Score -614281.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4813 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -614280.812500 Penalty: 2872.199219 Iteration 28Q: 3 clusters Score -614280.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4813 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -614280.812500 Penalty: 2872.199219 Iteration 29F: 3 clusters Score -614280.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 528 members Mstep: Class 3 contains 811 members Mstep: Class 4 contains 1431 members Mstep: Class 5 contains 12923 members Mstep: Class 6 contains 4813 members Mstep: Class 7 contains 1385 members Mstep: Class 8 contains 2969 members Mstep: Class 9 contains 91101 members Mstep: Class 10 contains 21497 members Mstep: Class 11 contains 4385 members Mstep: Class 12 contains 2858 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 36053 members Mstep: Class 16 contains 808 members Mstep: Class 17 contains 147266 members Mstep: Class 18 contains 1006 members Mstep: Class 19 contains 1073 members Mstep: Class 20 contains 2075 members Mstep: Class 21 contains 3331 members Mstep: Class 22 contains 3199 members Entering Unmasked Estep Score: -33070290.000000 Penalty: 45581.875000 Splitting cluster 6 changes total score from -33070540.000000 to -33070290.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (1385 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Entering Unmasked Estep Score: -129504.187500 Penalty: 1175.436523 Iteration 0F: 2 clusters Score -129504.2 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 673 members Entering Unmasked Estep Score: -127813.968750 Penalty: 2350.873047 Iteration 0F: 3 clusters Score -127814 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -128162.476562 Penalty: 2350.873047 Iteration 1F: 3 clusters Score -128162.5 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -128273.398438 Penalty: 2350.873047 Iteration 2F: 3 clusters Score -128273.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -128328.195312 Penalty: 2350.873047 Iteration 3Q: 3 clusters Score -128328.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -128360.367188 Penalty: 2350.873047 Iteration 4Q: 3 clusters Score -128360.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -128396.179688 Penalty: 2350.873047 Iteration 5Q: 3 clusters Score -128396.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -128439.531250 Penalty: 2350.873047 Iteration 6Q: 3 clusters Score -128439.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -128484.328125 Penalty: 2350.873047 Iteration 7Q: 3 clusters Score -128484.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -128522.257812 Penalty: 2350.873047 Iteration 8Q: 3 clusters Score -128522.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -128547.773438 Penalty: 2350.873047 Iteration 9Q: 3 clusters Score -128547.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -128569.531250 Penalty: 2350.873047 Iteration 10Q: 3 clusters Score -128569.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -128588.718750 Penalty: 2350.873047 Iteration 11Q: 3 clusters Score -128588.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -128606.460938 Penalty: 2350.873047 Iteration 12Q: 3 clusters Score -128606.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -128620.429688 Penalty: 2350.873047 Iteration 13Q: 3 clusters Score -128620.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -128633.570312 Penalty: 2350.873047 Iteration 14Q: 3 clusters Score -128633.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -128644.257812 Penalty: 2350.873047 Iteration 15Q: 3 clusters Score -128644.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -128657.828125 Penalty: 2350.873047 Iteration 16Q: 3 clusters Score -128657.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -128672.046875 Penalty: 2350.873047 Iteration 17Q: 3 clusters Score -128672 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -128678.515625 Penalty: 2350.873047 Iteration 18Q: 3 clusters Score -128678.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -128688.539062 Penalty: 2350.873047 Iteration 19Q: 3 clusters Score -128688.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -128696.781250 Penalty: 2350.873047 Iteration 20F: 3 clusters Score -128696.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -128702.476562 Penalty: 2350.873047 Iteration 21Q: 3 clusters Score -128702.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -128707.109375 Penalty: 2350.873047 Iteration 22Q: 3 clusters Score -128707.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -128711.140625 Penalty: 2350.873047 Iteration 23Q: 3 clusters Score -128711.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -128713.281250 Penalty: 2350.873047 Iteration 24Q: 3 clusters Score -128713.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -128715.460938 Penalty: 2350.873047 Iteration 25Q: 3 clusters Score -128715.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -128718.359375 Penalty: 2350.873047 Iteration 26Q: 3 clusters Score -128718.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -128719.773438 Penalty: 2350.873047 Iteration 27Q: 3 clusters Score -128719.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -128721.671875 Penalty: 2350.873047 Iteration 28Q: 3 clusters Score -128721.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -128727.750000 Penalty: 2350.873047 Iteration 29Q: 3 clusters Score -128727.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -128734.179688 Penalty: 2350.873047 Iteration 30Q: 3 clusters Score -128734.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -128739.718750 Penalty: 2350.873047 Iteration 31Q: 3 clusters Score -128739.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -128741.882812 Penalty: 2350.873047 Iteration 32Q: 3 clusters Score -128741.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -128744.523438 Penalty: 2350.873047 Iteration 33Q: 3 clusters Score -128744.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -128745.539062 Penalty: 2350.873047 Iteration 34Q: 3 clusters Score -128745.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -128749.414062 Penalty: 2350.873047 Iteration 35Q: 3 clusters Score -128749.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -128752.992188 Penalty: 2350.873047 Iteration 36Q: 3 clusters Score -128753 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -128757.390625 Penalty: 2350.873047 Iteration 37Q: 3 clusters Score -128757.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -128759.546875 Penalty: 2350.873047 Iteration 38Q: 3 clusters Score -128759.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -128761.718750 Penalty: 2350.873047 Iteration 39Q: 3 clusters Score -128761.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -128762.640625 Penalty: 2350.873047 Iteration 40F: 3 clusters Score -128762.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -128764.687500 Penalty: 2350.873047 Iteration 41Q: 3 clusters Score -128764.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -128766.515625 Penalty: 2350.873047 Iteration 42Q: 3 clusters Score -128766.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -128768.632812 Penalty: 2350.873047 Iteration 43Q: 3 clusters Score -128768.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -128770.109375 Penalty: 2350.873047 Iteration 44Q: 3 clusters Score -128770.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -128770.914062 Penalty: 2350.873047 Iteration 45Q: 3 clusters Score -128770.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -128772.085938 Penalty: 2350.873047 Iteration 46Q: 3 clusters Score -128772.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -128774.601562 Penalty: 2350.873047 Iteration 47Q: 3 clusters Score -128774.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -128777.976562 Penalty: 2350.873047 Iteration 48Q: 3 clusters Score -128778 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -128779.242188 Penalty: 2350.873047 Iteration 49Q: 3 clusters Score -128779.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -128784.140625 Penalty: 2350.873047 Iteration 50Q: 3 clusters Score -128784.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -128792.195312 Penalty: 2350.873047 Iteration 51Q: 3 clusters Score -128792.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -128800.273438 Penalty: 2350.873047 Iteration 52Q: 3 clusters Score -128800.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -128804.484375 Penalty: 2350.873047 Iteration 53Q: 3 clusters Score -128804.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -128807.195312 Penalty: 2350.873047 Iteration 54Q: 3 clusters Score -128807.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -128808.062500 Penalty: 2350.873047 Iteration 55Q: 3 clusters Score -128808.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -128808.507812 Penalty: 2350.873047 Iteration 56Q: 3 clusters Score -128808.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -128808.507812 Penalty: 2350.873047 Iteration 57F: 3 clusters Score -128808.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2969 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2969 members Entering Unmasked Estep Score: -253596.218750 Penalty: 1299.346802 Iteration 0F: 2 clusters Score -253596.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -250890.312500 Penalty: 2598.693604 Iteration 0F: 3 clusters Score -250890.3 nChanged 1132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -251640.031250 Penalty: 2598.693604 Iteration 1F: 3 clusters Score -251640 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -251842.234375 Penalty: 2598.693604 Iteration 2F: 3 clusters Score -251842.2 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -251949.562500 Penalty: 2598.693604 Iteration 3F: 3 clusters Score -251949.6 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -252041.890625 Penalty: 2598.693604 Iteration 4Q: 3 clusters Score -252041.9 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -252101.062500 Penalty: 2598.693604 Iteration 5Q: 3 clusters Score -252101.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -252151.187500 Penalty: 2598.693604 Iteration 6Q: 3 clusters Score -252151.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -252195.156250 Penalty: 2598.693604 Iteration 7Q: 3 clusters Score -252195.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -252239.171875 Penalty: 2598.693604 Iteration 8Q: 3 clusters Score -252239.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -252266.484375 Penalty: 2598.693604 Iteration 9Q: 3 clusters Score -252266.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -252298.453125 Penalty: 2598.693604 Iteration 10Q: 3 clusters Score -252298.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -252340.390625 Penalty: 2598.693604 Iteration 11Q: 3 clusters Score -252340.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -252394.500000 Penalty: 2598.693604 Iteration 12Q: 3 clusters Score -252394.5 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -252453.250000 Penalty: 2598.693604 Iteration 13Q: 3 clusters Score -252453.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -252526.078125 Penalty: 2598.693604 Iteration 14Q: 3 clusters Score -252526.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -252591.484375 Penalty: 2598.693604 Iteration 15Q: 3 clusters Score -252591.5 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -252660.875000 Penalty: 2598.693604 Iteration 16Q: 3 clusters Score -252660.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -252739.140625 Penalty: 2598.693604 Iteration 17Q: 3 clusters Score -252739.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -252836.906250 Penalty: 2598.693604 Iteration 18Q: 3 clusters Score -252836.9 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -252956.078125 Penalty: 2598.693604 Iteration 19Q: 3 clusters Score -252956.1 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -253055.921875 Penalty: 2598.693604 Iteration 20F: 3 clusters Score -253055.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2222 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -253170.890625 Penalty: 2598.693604 Iteration 21Q: 3 clusters Score -253170.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2293 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -253272.796875 Penalty: 2598.693604 Iteration 22Q: 3 clusters Score -253272.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -253363.843750 Penalty: 2598.693604 Iteration 23Q: 3 clusters Score -253363.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -253417.578125 Penalty: 2598.693604 Iteration 24Q: 3 clusters Score -253417.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2417 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -253451.796875 Penalty: 2598.693604 Iteration 25Q: 3 clusters Score -253451.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -253470.359375 Penalty: 2598.693604 Iteration 26Q: 3 clusters Score -253470.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2454 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -253497.437500 Penalty: 2598.693604 Iteration 27Q: 3 clusters Score -253497.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2473 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -253524.312500 Penalty: 2598.693604 Iteration 28Q: 3 clusters Score -253524.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2492 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -253550.593750 Penalty: 2598.693604 Iteration 29Q: 3 clusters Score -253550.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -253568.531250 Penalty: 2598.693604 Iteration 30Q: 3 clusters Score -253568.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -253578.921875 Penalty: 2598.693604 Iteration 31Q: 3 clusters Score -253578.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2521 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -253589.562500 Penalty: 2598.693604 Iteration 32Q: 3 clusters Score -253589.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -253597.968750 Penalty: 2598.693604 Iteration 33Q: 3 clusters Score -253598 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -253606.875000 Penalty: 2598.693604 Iteration 34Q: 3 clusters Score -253606.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -253607.781250 Penalty: 2598.693604 Iteration 35Q: 3 clusters Score -253607.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -253607.781250 Penalty: 2598.693604 Iteration 36F: 3 clusters Score -253607.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 528 members Mstep: Class 3 contains 811 members Mstep: Class 4 contains 1431 members Mstep: Class 5 contains 12923 members Mstep: Class 6 contains 6888 members Mstep: Class 7 contains 1385 members Mstep: Class 8 contains 2534 members Mstep: Class 9 contains 91101 members Mstep: Class 10 contains 21497 members Mstep: Class 11 contains 4385 members Mstep: Class 12 contains 2858 members Mstep: Class 13 contains 2385 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 36053 members Mstep: Class 16 contains 808 members Mstep: Class 17 contains 147266 members Mstep: Class 18 contains 1006 members Mstep: Class 19 contains 1073 members Mstep: Class 20 contains 435 members Mstep: Class 21 contains 3331 members Mstep: Class 22 contains 3199 members Entering Unmasked Estep Score: -33069802.000000 Penalty: 45581.875000 Splitting cluster 8 changes total score from -33070540.000000 to -33069802.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 9 (91101 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91101 members Entering Unmasked Estep Score: -9096736.000000 Penalty: 1855.705200 Iteration 0F: 2 clusters Score -9096736 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45468 members Mstep: Class 2 contains 45633 members Entering Unmasked Estep Score: -9035528.000000 Penalty: 3711.410400 Iteration 0F: 3 clusters Score -9035528 nChanged 43606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42800 members Mstep: Class 2 contains 48301 members Entering Unmasked Estep Score: -9061370.000000 Penalty: 3711.410400 Iteration 1F: 3 clusters Score -9061370 nChanged 3428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40990 members Mstep: Class 2 contains 50111 members Entering Unmasked Estep Score: -9062385.000000 Penalty: 3711.410400 Iteration 2Q: 3 clusters Score -9062385 nChanged 4082 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38282 members Mstep: Class 2 contains 52819 members Entering Unmasked Estep Score: -9063873.000000 Penalty: 3711.410400 Iteration 3Q: 3 clusters Score -9063873 nChanged 4794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34558 members Mstep: Class 2 contains 56543 members Entering Unmasked Estep Score: -9065975.000000 Penalty: 3711.410400 Iteration 4F: 3 clusters Score -9065975 nChanged 5748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29556 members Mstep: Class 2 contains 61545 members Entering Unmasked Estep Score: -9069329.000000 Penalty: 3711.410400 Iteration 5F: 3 clusters Score -9069329 nChanged 6700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23280 members Mstep: Class 2 contains 67821 members Entering Unmasked Estep Score: -9074042.000000 Penalty: 3711.410400 Iteration 6F: 3 clusters Score -9074042 nChanged 7056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16374 members Mstep: Class 2 contains 74727 members Entering Unmasked Estep Score: -9079942.000000 Penalty: 3711.410400 Iteration 7F: 3 clusters Score -9079942 nChanged 6430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9982 members Mstep: Class 2 contains 81119 members Entering Unmasked Estep Score: -9085794.000000 Penalty: 3711.410400 Iteration 8F: 3 clusters Score -9085794 nChanged 4929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5055 members Mstep: Class 2 contains 86046 members Entering Unmasked Estep Score: -9090396.000000 Penalty: 3711.410400 Iteration 9F: 3 clusters Score -9090396 nChanged 2917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 88963 members Entering Unmasked Estep Score: -9093199.000000 Penalty: 3711.410400 Iteration 10Q: 3 clusters Score -9093199 nChanged 1345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 90308 members Entering Unmasked Estep Score: -9094403.000000 Penalty: 3711.410400 Iteration 11Q: 3 clusters Score -9094403 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 90757 members Entering Unmasked Estep Score: -9094797.000000 Penalty: 3711.410400 Iteration 12Q: 3 clusters Score -9094797 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 90893 members Entering Unmasked Estep Score: -9094958.000000 Penalty: 3711.410400 Iteration 13Q: 3 clusters Score -9094958 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 90945 members Entering Unmasked Estep Score: -9095033.000000 Penalty: 3711.410400 Iteration 14Q: 3 clusters Score -9095033 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 90958 members Entering Unmasked Estep Score: -9095054.000000 Penalty: 3711.410400 Iteration 15Q: 3 clusters Score -9095054 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 90960 members Entering Unmasked Estep Score: -9095069.000000 Penalty: 3711.410400 Iteration 16Q: 3 clusters Score -9095069 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 90963 members Entering Unmasked Estep Score: -9095081.000000 Penalty: 3711.410400 Iteration 17Q: 3 clusters Score -9095081 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 90963 members Entering Unmasked Estep Score: -9095096.000000 Penalty: 3711.410400 Iteration 18Q: 3 clusters Score -9095096 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 90961 members Entering Unmasked Estep Score: -9095102.000000 Penalty: 3711.410400 Iteration 19Q: 3 clusters Score -9095102 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 90963 members Entering Unmasked Estep Score: -9095110.000000 Penalty: 3711.410400 Iteration 20F: 3 clusters Score -9095110 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 90966 members Entering Unmasked Estep Score: -9095114.000000 Penalty: 3711.410400 Iteration 21Q: 3 clusters Score -9095114 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 90965 members Entering Unmasked Estep Score: -9095113.000000 Penalty: 3711.410400 Iteration 22Q: 3 clusters Score -9095113 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 90965 members Entering Unmasked Estep Score: -9095113.000000 Penalty: 3711.410400 Iteration 23F: 3 clusters Score -9095113 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (21497 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21497 members Entering Unmasked Estep Score: -1968256.750000 Penalty: 1621.046143 Iteration 0F: 2 clusters Score -1968257 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10787 members Mstep: Class 2 contains 10710 members Entering Unmasked Estep Score: -1953685.000000 Penalty: 3242.092285 Iteration 0F: 3 clusters Score -1953685 nChanged 9667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11316 members Mstep: Class 2 contains 10181 members Entering Unmasked Estep Score: -1959007.750000 Penalty: 3242.092285 Iteration 1F: 3 clusters Score -1959008 nChanged 1152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11682 members Mstep: Class 2 contains 9815 members Entering Unmasked Estep Score: -1959552.875000 Penalty: 3242.092285 Iteration 2F: 3 clusters Score -1959553 nChanged 1255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12275 members Mstep: Class 2 contains 9222 members Entering Unmasked Estep Score: -1960230.500000 Penalty: 3242.092285 Iteration 3F: 3 clusters Score -1960230 nChanged 1363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13094 members Mstep: Class 2 contains 8403 members Entering Unmasked Estep Score: -1961077.875000 Penalty: 3242.092285 Iteration 4F: 3 clusters Score -1961078 nChanged 1500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14094 members Mstep: Class 2 contains 7403 members Entering Unmasked Estep Score: -1962124.375000 Penalty: 3242.092285 Iteration 5F: 3 clusters Score -1962124 nChanged 1504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15232 members Mstep: Class 2 contains 6265 members Entering Unmasked Estep Score: -1963273.375000 Penalty: 3242.092285 Iteration 6F: 3 clusters Score -1963273 nChanged 1460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16400 members Mstep: Class 2 contains 5097 members Entering Unmasked Estep Score: -1964386.250000 Penalty: 3242.092285 Iteration 7F: 3 clusters Score -1964386 nChanged 1267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17477 members Mstep: Class 2 contains 4020 members Entering Unmasked Estep Score: -1965317.000000 Penalty: 3242.092285 Iteration 8F: 3 clusters Score -1965317 nChanged 939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18326 members Mstep: Class 2 contains 3171 members Entering Unmasked Estep Score: -1965933.875000 Penalty: 3242.092285 Iteration 9Q: 3 clusters Score -1965934 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18983 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -1966360.625000 Penalty: 3242.092285 Iteration 10Q: 3 clusters Score -1966361 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19519 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -1966690.250000 Penalty: 3242.092285 Iteration 11Q: 3 clusters Score -1966690 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19911 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -1966914.875000 Penalty: 3242.092285 Iteration 12Q: 3 clusters Score -1966915 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20177 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -1967048.625000 Penalty: 3242.092285 Iteration 13Q: 3 clusters Score -1967049 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20359 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -1967129.250000 Penalty: 3242.092285 Iteration 14Q: 3 clusters Score -1967129 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20481 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -1967179.750000 Penalty: 3242.092285 Iteration 15Q: 3 clusters Score -1967180 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20575 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -1967222.000000 Penalty: 3242.092285 Iteration 16Q: 3 clusters Score -1967222 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20653 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -1967259.750000 Penalty: 3242.092285 Iteration 17Q: 3 clusters Score -1967260 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20711 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -1967280.375000 Penalty: 3242.092285 Iteration 18Q: 3 clusters Score -1967280 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20748 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -1967296.375000 Penalty: 3242.092285 Iteration 19Q: 3 clusters Score -1967296 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20778 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -1967308.125000 Penalty: 3242.092285 Iteration 20F: 3 clusters Score -1967308 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20794 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -1967318.500000 Penalty: 3242.092285 Iteration 21Q: 3 clusters Score -1967318 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20804 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -1967323.125000 Penalty: 3242.092285 Iteration 22Q: 3 clusters Score -1967323 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20814 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -1967327.375000 Penalty: 3242.092285 Iteration 23Q: 3 clusters Score -1967327 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20820 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -1967332.625000 Penalty: 3242.092285 Iteration 24Q: 3 clusters Score -1967333 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20828 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -1967336.250000 Penalty: 3242.092285 Iteration 25Q: 3 clusters Score -1967336 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20840 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -1967340.000000 Penalty: 3242.092285 Iteration 26Q: 3 clusters Score -1967340 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20852 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -1967348.625000 Penalty: 3242.092285 Iteration 27Q: 3 clusters Score -1967349 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20865 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -1967352.625000 Penalty: 3242.092285 Iteration 28Q: 3 clusters Score -1967353 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20874 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -1967359.500000 Penalty: 3242.092285 Iteration 29Q: 3 clusters Score -1967360 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20879 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -1967364.000000 Penalty: 3242.092285 Iteration 30Q: 3 clusters Score -1967364 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20886 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -1967366.250000 Penalty: 3242.092285 Iteration 31Q: 3 clusters Score -1967366 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20892 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -1967366.000000 Penalty: 3242.092285 Iteration 32Q: 3 clusters Score -1967366 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20894 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -1967368.000000 Penalty: 3242.092285 Iteration 33Q: 3 clusters Score -1967368 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20895 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -1967366.500000 Penalty: 3242.092285 Iteration 34Q: 3 clusters Score -1967366 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20896 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -1967369.125000 Penalty: 3242.092285 Iteration 35Q: 3 clusters Score -1967369 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20896 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -1967369.125000 Penalty: 3242.092285 Iteration 36F: 3 clusters Score -1967369 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (4385 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4385 members Entering Unmasked Estep Score: -427071.156250 Penalty: 1362.716064 Iteration 0F: 2 clusters Score -427071.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2171 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -423458.000000 Penalty: 2725.432129 Iteration 0F: 3 clusters Score -423458 nChanged 1735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -424460.437500 Penalty: 2725.432129 Iteration 1F: 3 clusters Score -424460.4 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -424640.906250 Penalty: 2725.432129 Iteration 2F: 3 clusters Score -424640.9 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -424776.718750 Penalty: 2725.432129 Iteration 3F: 3 clusters Score -424776.7 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 2451 members Entering Unmasked Estep Score: -424902.468750 Penalty: 2725.432129 Iteration 4Q: 3 clusters Score -424902.5 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 2490 members Entering Unmasked Estep Score: -425010.156250 Penalty: 2725.432129 Iteration 5Q: 3 clusters Score -425010.2 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -425096.125000 Penalty: 2725.432129 Iteration 6Q: 3 clusters Score -425096.1 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 2528 members Entering Unmasked Estep Score: -425162.187500 Penalty: 2725.432129 Iteration 7Q: 3 clusters Score -425162.2 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -425226.656250 Penalty: 2725.432129 Iteration 8Q: 3 clusters Score -425226.7 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -425287.281250 Penalty: 2725.432129 Iteration 9Q: 3 clusters Score -425287.3 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 2599 members Entering Unmasked Estep Score: -425338.781250 Penalty: 2725.432129 Iteration 10Q: 3 clusters Score -425338.8 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 2646 members Entering Unmasked Estep Score: -425402.406250 Penalty: 2725.432129 Iteration 11Q: 3 clusters Score -425402.4 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 2700 members Entering Unmasked Estep Score: -425455.062500 Penalty: 2725.432129 Iteration 12Q: 3 clusters Score -425455.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -425492.687500 Penalty: 2725.432129 Iteration 13Q: 3 clusters Score -425492.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 2777 members Entering Unmasked Estep Score: -425532.718750 Penalty: 2725.432129 Iteration 14Q: 3 clusters Score -425532.7 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 2832 members Entering Unmasked Estep Score: -425590.718750 Penalty: 2725.432129 Iteration 15Q: 3 clusters Score -425590.7 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 2899 members Entering Unmasked Estep Score: -425639.468750 Penalty: 2725.432129 Iteration 16Q: 3 clusters Score -425639.5 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 2937 members Entering Unmasked Estep Score: -425676.937500 Penalty: 2725.432129 Iteration 17Q: 3 clusters Score -425676.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 2991 members Entering Unmasked Estep Score: -425718.781250 Penalty: 2725.432129 Iteration 18Q: 3 clusters Score -425718.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 3037 members Entering Unmasked Estep Score: -425752.562500 Penalty: 2725.432129 Iteration 19Q: 3 clusters Score -425752.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 3080 members Entering Unmasked Estep Score: -425783.656250 Penalty: 2725.432129 Iteration 20F: 3 clusters Score -425783.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 3127 members Entering Unmasked Estep Score: -425805.968750 Penalty: 2725.432129 Iteration 21Q: 3 clusters Score -425806 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 3164 members Entering Unmasked Estep Score: -425823.406250 Penalty: 2725.432129 Iteration 22Q: 3 clusters Score -425823.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 3205 members Entering Unmasked Estep Score: -425843.062500 Penalty: 2725.432129 Iteration 23Q: 3 clusters Score -425843.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 3241 members Entering Unmasked Estep Score: -425858.812500 Penalty: 2725.432129 Iteration 24Q: 3 clusters Score -425858.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 3263 members Entering Unmasked Estep Score: -425869.593750 Penalty: 2725.432129 Iteration 25Q: 3 clusters Score -425869.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 3283 members Entering Unmasked Estep Score: -425878.750000 Penalty: 2725.432129 Iteration 26Q: 3 clusters Score -425878.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 3295 members Entering Unmasked Estep Score: -425884.312500 Penalty: 2725.432129 Iteration 27Q: 3 clusters Score -425884.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 3309 members Entering Unmasked Estep Score: -425889.375000 Penalty: 2725.432129 Iteration 28Q: 3 clusters Score -425889.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 3325 members Entering Unmasked Estep Score: -425896.437500 Penalty: 2725.432129 Iteration 29Q: 3 clusters Score -425896.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 3340 members Entering Unmasked Estep Score: -425904.218750 Penalty: 2725.432129 Iteration 30Q: 3 clusters Score -425904.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 3355 members Entering Unmasked Estep Score: -425910.375000 Penalty: 2725.432129 Iteration 31Q: 3 clusters Score -425910.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 3370 members Entering Unmasked Estep Score: -425916.437500 Penalty: 2725.432129 Iteration 32Q: 3 clusters Score -425916.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 3379 members Entering Unmasked Estep Score: -425919.000000 Penalty: 2725.432129 Iteration 33Q: 3 clusters Score -425919 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 3386 members Entering Unmasked Estep Score: -425921.531250 Penalty: 2725.432129 Iteration 34Q: 3 clusters Score -425921.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 3392 members Entering Unmasked Estep Score: -425924.281250 Penalty: 2725.432129 Iteration 35Q: 3 clusters Score -425924.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 3398 members Entering Unmasked Estep Score: -425928.218750 Penalty: 2725.432129 Iteration 36Q: 3 clusters Score -425928.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 3406 members Entering Unmasked Estep Score: -425931.625000 Penalty: 2725.432129 Iteration 37Q: 3 clusters Score -425931.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 3413 members Entering Unmasked Estep Score: -425934.593750 Penalty: 2725.432129 Iteration 38Q: 3 clusters Score -425934.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 3424 members Entering Unmasked Estep Score: -425939.031250 Penalty: 2725.432129 Iteration 39Q: 3 clusters Score -425939 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 3435 members Entering Unmasked Estep Score: -425942.843750 Penalty: 2725.432129 Iteration 40F: 3 clusters Score -425942.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 3445 members Entering Unmasked Estep Score: -425945.593750 Penalty: 2725.432129 Iteration 41Q: 3 clusters Score -425945.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 3452 members Entering Unmasked Estep Score: -425948.062500 Penalty: 2725.432129 Iteration 42Q: 3 clusters Score -425948.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 3459 members Entering Unmasked Estep Score: -425952.125000 Penalty: 2725.432129 Iteration 43Q: 3 clusters Score -425952.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 3461 members Entering Unmasked Estep Score: -425954.312500 Penalty: 2725.432129 Iteration 44Q: 3 clusters Score -425954.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 3465 members Entering Unmasked Estep Score: -425955.125000 Penalty: 2725.432129 Iteration 45Q: 3 clusters Score -425955.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 3467 members Entering Unmasked Estep Score: -425955.125000 Penalty: 2725.432129 Iteration 46Q: 3 clusters Score -425955.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 3469 members Entering Unmasked Estep Score: -425955.656250 Penalty: 2725.432129 Iteration 47Q: 3 clusters Score -425955.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 3471 members Entering Unmasked Estep Score: -425956.187500 Penalty: 2725.432129 Iteration 48Q: 3 clusters Score -425956.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 3472 members Entering Unmasked Estep Score: -425957.468750 Penalty: 2725.432129 Iteration 49Q: 3 clusters Score -425957.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 3473 members Entering Unmasked Estep Score: -425958.625000 Penalty: 2725.432129 Iteration 50Q: 3 clusters Score -425958.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 3475 members Entering Unmasked Estep Score: -425959.218750 Penalty: 2725.432129 Iteration 51Q: 3 clusters Score -425959.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 3476 members Entering Unmasked Estep Score: -425959.375000 Penalty: 2725.432129 Iteration 52Q: 3 clusters Score -425959.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 3479 members Entering Unmasked Estep Score: -425960.312500 Penalty: 2725.432129 Iteration 53Q: 3 clusters Score -425960.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 3482 members Entering Unmasked Estep Score: -425962.218750 Penalty: 2725.432129 Iteration 54Q: 3 clusters Score -425962.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 3486 members Entering Unmasked Estep Score: -425963.062500 Penalty: 2725.432129 Iteration 55Q: 3 clusters Score -425963.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 3487 members Entering Unmasked Estep Score: -425962.968750 Penalty: 2725.432129 Iteration 56Q: 3 clusters Score -425963 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 3487 members Entering Unmasked Estep Score: -425962.968750 Penalty: 2725.432129 Iteration 57F: 3 clusters Score -425963 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (2858 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2858 members Entering Unmasked Estep Score: -280356.875000 Penalty: 1293.155029 Iteration 0F: 2 clusters Score -280356.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -277721.250000 Penalty: 2586.310059 Iteration 0F: 3 clusters Score -277721.2 nChanged 1076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -278379.906250 Penalty: 2586.310059 Iteration 1F: 3 clusters Score -278379.9 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -278532.125000 Penalty: 2586.310059 Iteration 2F: 3 clusters Score -278532.1 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -278628.593750 Penalty: 2586.310059 Iteration 3F: 3 clusters Score -278628.6 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -278686.843750 Penalty: 2586.310059 Iteration 4Q: 3 clusters Score -278686.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -278730.156250 Penalty: 2586.310059 Iteration 5Q: 3 clusters Score -278730.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -278764.656250 Penalty: 2586.310059 Iteration 6Q: 3 clusters Score -278764.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -278788.718750 Penalty: 2586.310059 Iteration 7Q: 3 clusters Score -278788.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -278812.968750 Penalty: 2586.310059 Iteration 8Q: 3 clusters Score -278813 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -278834.625000 Penalty: 2586.310059 Iteration 9Q: 3 clusters Score -278834.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -278866.031250 Penalty: 2586.310059 Iteration 10Q: 3 clusters Score -278866 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -278889.468750 Penalty: 2586.310059 Iteration 11Q: 3 clusters Score -278889.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -278907.906250 Penalty: 2586.310059 Iteration 12Q: 3 clusters Score -278907.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -278921.718750 Penalty: 2586.310059 Iteration 13Q: 3 clusters Score -278921.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -278938.062500 Penalty: 2586.310059 Iteration 14Q: 3 clusters Score -278938.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -278954.812500 Penalty: 2586.310059 Iteration 15Q: 3 clusters Score -278954.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -278970.312500 Penalty: 2586.310059 Iteration 16Q: 3 clusters Score -278970.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -278979.531250 Penalty: 2586.310059 Iteration 17Q: 3 clusters Score -278979.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -278990.468750 Penalty: 2586.310059 Iteration 18Q: 3 clusters Score -278990.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -279002.062500 Penalty: 2586.310059 Iteration 19Q: 3 clusters Score -279002.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -279009.906250 Penalty: 2586.310059 Iteration 20F: 3 clusters Score -279009.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -279019.687500 Penalty: 2586.310059 Iteration 21Q: 3 clusters Score -279019.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -279031.125000 Penalty: 2586.310059 Iteration 22Q: 3 clusters Score -279031.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -279049.437500 Penalty: 2586.310059 Iteration 23Q: 3 clusters Score -279049.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -279058.500000 Penalty: 2586.310059 Iteration 24Q: 3 clusters Score -279058.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 2068 members Entering Unmasked Estep Score: -279064.125000 Penalty: 2586.310059 Iteration 25Q: 3 clusters Score -279064.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 2083 members Entering Unmasked Estep Score: -279074.375000 Penalty: 2586.310059 Iteration 26Q: 3 clusters Score -279074.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 2099 members Entering Unmasked Estep Score: -279086.968750 Penalty: 2586.310059 Iteration 27Q: 3 clusters Score -279087 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -279096.093750 Penalty: 2586.310059 Iteration 28Q: 3 clusters Score -279096.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -279101.218750 Penalty: 2586.310059 Iteration 29Q: 3 clusters Score -279101.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -279107.781250 Penalty: 2586.310059 Iteration 30Q: 3 clusters Score -279107.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -279114.937500 Penalty: 2586.310059 Iteration 31Q: 3 clusters Score -279114.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -279118.656250 Penalty: 2586.310059 Iteration 32Q: 3 clusters Score -279118.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 2161 members Entering Unmasked Estep Score: -279121.875000 Penalty: 2586.310059 Iteration 33Q: 3 clusters Score -279121.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 2171 members Entering Unmasked Estep Score: -279126.687500 Penalty: 2586.310059 Iteration 34Q: 3 clusters Score -279126.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -279131.156250 Penalty: 2586.310059 Iteration 35Q: 3 clusters Score -279131.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -279134.531250 Penalty: 2586.310059 Iteration 36Q: 3 clusters Score -279134.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -279140.281250 Penalty: 2586.310059 Iteration 37Q: 3 clusters Score -279140.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -279143.968750 Penalty: 2586.310059 Iteration 38Q: 3 clusters Score -279144 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -279147.093750 Penalty: 2586.310059 Iteration 39Q: 3 clusters Score -279147.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 2217 members Entering Unmasked Estep Score: -279149.500000 Penalty: 2586.310059 Iteration 40F: 3 clusters Score -279149.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -279152.750000 Penalty: 2586.310059 Iteration 41Q: 3 clusters Score -279152.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -279153.468750 Penalty: 2586.310059 Iteration 42Q: 3 clusters Score -279153.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 2228 members Entering Unmasked Estep Score: -279154.781250 Penalty: 2586.310059 Iteration 43Q: 3 clusters Score -279154.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 2231 members Entering Unmasked Estep Score: -279155.781250 Penalty: 2586.310059 Iteration 44Q: 3 clusters Score -279155.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -279156.187500 Penalty: 2586.310059 Iteration 45Q: 3 clusters Score -279156.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -279155.937500 Penalty: 2586.310059 Iteration 46Q: 3 clusters Score -279155.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -279157.968750 Penalty: 2586.310059 Iteration 47Q: 3 clusters Score -279158 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -279160.375000 Penalty: 2586.310059 Iteration 48Q: 3 clusters Score -279160.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 2244 members Entering Unmasked Estep Score: -279162.718750 Penalty: 2586.310059 Iteration 49Q: 3 clusters Score -279162.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -279163.375000 Penalty: 2586.310059 Iteration 50Q: 3 clusters Score -279163.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 2248 members Entering Unmasked Estep Score: -279163.937500 Penalty: 2586.310059 Iteration 51Q: 3 clusters Score -279163.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 2250 members Entering Unmasked Estep Score: -279164.343750 Penalty: 2586.310059 Iteration 52Q: 3 clusters Score -279164.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -279164.750000 Penalty: 2586.310059 Iteration 53Q: 3 clusters Score -279164.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 2252 members Entering Unmasked Estep Score: -279165.250000 Penalty: 2586.310059 Iteration 54Q: 3 clusters Score -279165.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 2252 members Entering Unmasked Estep Score: -279165.250000 Penalty: 2586.310059 Iteration 55F: 3 clusters Score -279165.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2385 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Entering Unmasked Estep Score: -236236.328125 Penalty: 1263.755005 Iteration 0F: 2 clusters Score -236236.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -233893.687500 Penalty: 2527.510010 Iteration 0F: 3 clusters Score -233893.7 nChanged 874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -234442.921875 Penalty: 2527.510010 Iteration 1F: 3 clusters Score -234442.9 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -234576.625000 Penalty: 2527.510010 Iteration 2F: 3 clusters Score -234576.6 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -234640.531250 Penalty: 2527.510010 Iteration 3Q: 3 clusters Score -234640.5 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -234684.437500 Penalty: 2527.510010 Iteration 4Q: 3 clusters Score -234684.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -234714.656250 Penalty: 2527.510010 Iteration 5Q: 3 clusters Score -234714.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -234738.468750 Penalty: 2527.510010 Iteration 6Q: 3 clusters Score -234738.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -234760.218750 Penalty: 2527.510010 Iteration 7Q: 3 clusters Score -234760.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -234771.406250 Penalty: 2527.510010 Iteration 8Q: 3 clusters Score -234771.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -234780.203125 Penalty: 2527.510010 Iteration 9Q: 3 clusters Score -234780.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -234789.828125 Penalty: 2527.510010 Iteration 10Q: 3 clusters Score -234789.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -234797.046875 Penalty: 2527.510010 Iteration 11Q: 3 clusters Score -234797 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -234803.468750 Penalty: 2527.510010 Iteration 12Q: 3 clusters Score -234803.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -234808.484375 Penalty: 2527.510010 Iteration 13Q: 3 clusters Score -234808.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -234812.296875 Penalty: 2527.510010 Iteration 14Q: 3 clusters Score -234812.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -234814.906250 Penalty: 2527.510010 Iteration 15Q: 3 clusters Score -234814.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -234816.093750 Penalty: 2527.510010 Iteration 16Q: 3 clusters Score -234816.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -234818.875000 Penalty: 2527.510010 Iteration 17Q: 3 clusters Score -234818.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -234820.937500 Penalty: 2527.510010 Iteration 18Q: 3 clusters Score -234820.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -234822.359375 Penalty: 2527.510010 Iteration 19Q: 3 clusters Score -234822.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -234822.765625 Penalty: 2527.510010 Iteration 20F: 3 clusters Score -234822.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -234823.500000 Penalty: 2527.510010 Iteration 21Q: 3 clusters Score -234823.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -234826.250000 Penalty: 2527.510010 Iteration 22Q: 3 clusters Score -234826.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -234829.765625 Penalty: 2527.510010 Iteration 23Q: 3 clusters Score -234829.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -234833.734375 Penalty: 2527.510010 Iteration 24Q: 3 clusters Score -234833.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -234839.015625 Penalty: 2527.510010 Iteration 25Q: 3 clusters Score -234839 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -234842.531250 Penalty: 2527.510010 Iteration 26Q: 3 clusters Score -234842.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -234845.593750 Penalty: 2527.510010 Iteration 27Q: 3 clusters Score -234845.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -234848.031250 Penalty: 2527.510010 Iteration 28Q: 3 clusters Score -234848 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -234849.250000 Penalty: 2527.510010 Iteration 29Q: 3 clusters Score -234849.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -234849.250000 Penalty: 2527.510010 Iteration 30F: 3 clusters Score -234849.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (2102 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Entering Unmasked Estep Score: -191509.562500 Penalty: 1243.229736 Iteration 0F: 2 clusters Score -191509.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -189412.828125 Penalty: 2486.459473 Iteration 0F: 3 clusters Score -189412.8 nChanged 803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -190101.859375 Penalty: 2486.459473 Iteration 1F: 3 clusters Score -190101.9 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -190410.828125 Penalty: 2486.459473 Iteration 2F: 3 clusters Score -190410.8 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -190649.875000 Penalty: 2486.459473 Iteration 3F: 3 clusters Score -190649.9 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -190863.421875 Penalty: 2486.459473 Iteration 4F: 3 clusters Score -190863.4 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -191012.171875 Penalty: 2486.459473 Iteration 5F: 3 clusters Score -191012.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -191093.593750 Penalty: 2486.459473 Iteration 6Q: 3 clusters Score -191093.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -191138.218750 Penalty: 2486.459473 Iteration 7Q: 3 clusters Score -191138.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -191160.750000 Penalty: 2486.459473 Iteration 8Q: 3 clusters Score -191160.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -191174.890625 Penalty: 2486.459473 Iteration 9Q: 3 clusters Score -191174.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -191184.703125 Penalty: 2486.459473 Iteration 10Q: 3 clusters Score -191184.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -191190.390625 Penalty: 2486.459473 Iteration 11Q: 3 clusters Score -191190.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -191191.750000 Penalty: 2486.459473 Iteration 12Q: 3 clusters Score -191191.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -191194.234375 Penalty: 2486.459473 Iteration 13Q: 3 clusters Score -191194.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -191195.515625 Penalty: 2486.459473 Iteration 14Q: 3 clusters Score -191195.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -191197.343750 Penalty: 2486.459473 Iteration 15Q: 3 clusters Score -191197.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -191198.765625 Penalty: 2486.459473 Iteration 16Q: 3 clusters Score -191198.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -191200.078125 Penalty: 2486.459473 Iteration 17Q: 3 clusters Score -191200.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -191203.718750 Penalty: 2486.459473 Iteration 18Q: 3 clusters Score -191203.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -191204.796875 Penalty: 2486.459473 Iteration 19Q: 3 clusters Score -191204.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -191205.984375 Penalty: 2486.459473 Iteration 20F: 3 clusters Score -191206 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -191207.343750 Penalty: 2486.459473 Iteration 21Q: 3 clusters Score -191207.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -191208.234375 Penalty: 2486.459473 Iteration 22Q: 3 clusters Score -191208.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -191209.453125 Penalty: 2486.459473 Iteration 23Q: 3 clusters Score -191209.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -191209.875000 Penalty: 2486.459473 Iteration 24Q: 3 clusters Score -191209.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -191210.265625 Penalty: 2486.459473 Iteration 25Q: 3 clusters Score -191210.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -191210.765625 Penalty: 2486.459473 Iteration 26Q: 3 clusters Score -191210.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -191212.265625 Penalty: 2486.459473 Iteration 27Q: 3 clusters Score -191212.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -191214.921875 Penalty: 2486.459473 Iteration 28Q: 3 clusters Score -191214.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -191215.062500 Penalty: 2486.459473 Iteration 29Q: 3 clusters Score -191215.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -191215.062500 Penalty: 2486.459473 Iteration 30F: 3 clusters Score -191215.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (36053 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36053 members Entering Unmasked Estep Score: -3427410.500000 Penalty: 1705.071167 Iteration 0F: 2 clusters Score -3427410 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17966 members Mstep: Class 2 contains 18087 members Entering Unmasked Estep Score: -3403436.250000 Penalty: 3410.142334 Iteration 0F: 3 clusters Score -3403436 nChanged 16617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17915 members Mstep: Class 2 contains 18138 members Entering Unmasked Estep Score: -3412894.000000 Penalty: 3410.142334 Iteration 1F: 3 clusters Score -3412894 nChanged 1738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17949 members Mstep: Class 2 contains 18104 members Entering Unmasked Estep Score: -3413545.250000 Penalty: 3410.142334 Iteration 2Q: 3 clusters Score -3413545 nChanged 1747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17948 members Mstep: Class 2 contains 18105 members Entering Unmasked Estep Score: -3414338.500000 Penalty: 3410.142334 Iteration 3Q: 3 clusters Score -3414338 nChanged 1877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17909 members Mstep: Class 2 contains 18144 members Entering Unmasked Estep Score: -3415332.250000 Penalty: 3410.142334 Iteration 4F: 3 clusters Score -3415332 nChanged 2065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17860 members Mstep: Class 2 contains 18193 members Entering Unmasked Estep Score: -3416648.750000 Penalty: 3410.142334 Iteration 5F: 3 clusters Score -3416649 nChanged 2199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17779 members Mstep: Class 2 contains 18274 members Entering Unmasked Estep Score: -3418158.500000 Penalty: 3410.142334 Iteration 6F: 3 clusters Score -3418158 nChanged 2264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17721 members Mstep: Class 2 contains 18332 members Entering Unmasked Estep Score: -3419696.000000 Penalty: 3410.142334 Iteration 7F: 3 clusters Score -3419696 nChanged 2080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17649 members Mstep: Class 2 contains 18404 members Entering Unmasked Estep Score: -3421010.750000 Penalty: 3410.142334 Iteration 8F: 3 clusters Score -3421011 nChanged 1615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17560 members Mstep: Class 2 contains 18493 members Entering Unmasked Estep Score: -3421721.500000 Penalty: 3410.142334 Iteration 9Q: 3 clusters Score -3421722 nChanged 988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17510 members Mstep: Class 2 contains 18543 members Entering Unmasked Estep Score: -3421995.000000 Penalty: 3410.142334 Iteration 10Q: 3 clusters Score -3421995 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17444 members Mstep: Class 2 contains 18609 members Entering Unmasked Estep Score: -3422119.750000 Penalty: 3410.142334 Iteration 11Q: 3 clusters Score -3422120 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17382 members Mstep: Class 2 contains 18671 members Entering Unmasked Estep Score: -3422182.500000 Penalty: 3410.142334 Iteration 12Q: 3 clusters Score -3422182 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17321 members Mstep: Class 2 contains 18732 members Entering Unmasked Estep Score: -3422219.500000 Penalty: 3410.142334 Iteration 13Q: 3 clusters Score -3422220 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17248 members Mstep: Class 2 contains 18805 members Entering Unmasked Estep Score: -3422259.000000 Penalty: 3410.142334 Iteration 14Q: 3 clusters Score -3422259 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17156 members Mstep: Class 2 contains 18897 members Entering Unmasked Estep Score: -3422286.000000 Penalty: 3410.142334 Iteration 15Q: 3 clusters Score -3422286 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17079 members Mstep: Class 2 contains 18974 members Entering Unmasked Estep Score: -3422320.250000 Penalty: 3410.142334 Iteration 16Q: 3 clusters Score -3422320 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17019 members Mstep: Class 2 contains 19034 members Entering Unmasked Estep Score: -3422349.500000 Penalty: 3410.142334 Iteration 17Q: 3 clusters Score -3422350 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16947 members Mstep: Class 2 contains 19106 members Entering Unmasked Estep Score: -3422371.750000 Penalty: 3410.142334 Iteration 18Q: 3 clusters Score -3422372 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16872 members Mstep: Class 2 contains 19181 members Entering Unmasked Estep Score: -3422399.250000 Penalty: 3410.142334 Iteration 19Q: 3 clusters Score -3422399 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16786 members Mstep: Class 2 contains 19267 members Entering Unmasked Estep Score: -3422428.250000 Penalty: 3410.142334 Iteration 20F: 3 clusters Score -3422428 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16708 members Mstep: Class 2 contains 19345 members Entering Unmasked Estep Score: -3422443.000000 Penalty: 3410.142334 Iteration 21Q: 3 clusters Score -3422443 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16646 members Mstep: Class 2 contains 19407 members Entering Unmasked Estep Score: -3422471.500000 Penalty: 3410.142334 Iteration 22Q: 3 clusters Score -3422472 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16588 members Mstep: Class 2 contains 19465 members Entering Unmasked Estep Score: -3422496.250000 Penalty: 3410.142334 Iteration 23Q: 3 clusters Score -3422496 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16515 members Mstep: Class 2 contains 19538 members Entering Unmasked Estep Score: -3422507.000000 Penalty: 3410.142334 Iteration 24Q: 3 clusters Score -3422507 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16440 members Mstep: Class 2 contains 19613 members Entering Unmasked Estep Score: -3422517.500000 Penalty: 3410.142334 Iteration 25Q: 3 clusters Score -3422518 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16373 members Mstep: Class 2 contains 19680 members Entering Unmasked Estep Score: -3422538.500000 Penalty: 3410.142334 Iteration 26Q: 3 clusters Score -3422538 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16301 members Mstep: Class 2 contains 19752 members Entering Unmasked Estep Score: -3422554.000000 Penalty: 3410.142334 Iteration 27Q: 3 clusters Score -3422554 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16229 members Mstep: Class 2 contains 19824 members Entering Unmasked Estep Score: -3422585.250000 Penalty: 3410.142334 Iteration 28Q: 3 clusters Score -3422585 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16132 members Mstep: Class 2 contains 19921 members Entering Unmasked Estep Score: -3422604.250000 Penalty: 3410.142334 Iteration 29Q: 3 clusters Score -3422604 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16037 members Mstep: Class 2 contains 20016 members Entering Unmasked Estep Score: -3422647.500000 Penalty: 3410.142334 Iteration 30Q: 3 clusters Score -3422648 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15918 members Mstep: Class 2 contains 20135 members Entering Unmasked Estep Score: -3422670.250000 Penalty: 3410.142334 Iteration 31Q: 3 clusters Score -3422670 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15791 members Mstep: Class 2 contains 20262 members Entering Unmasked Estep Score: -3422716.500000 Penalty: 3410.142334 Iteration 32Q: 3 clusters Score -3422716 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15643 members Mstep: Class 2 contains 20410 members Entering Unmasked Estep Score: -3422760.750000 Penalty: 3410.142334 Iteration 33Q: 3 clusters Score -3422761 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15479 members Mstep: Class 2 contains 20574 members Entering Unmasked Estep Score: -3422809.750000 Penalty: 3410.142334 Iteration 34Q: 3 clusters Score -3422810 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15319 members Mstep: Class 2 contains 20734 members Entering Unmasked Estep Score: -3422875.750000 Penalty: 3410.142334 Iteration 35Q: 3 clusters Score -3422876 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15165 members Mstep: Class 2 contains 20888 members Entering Unmasked Estep Score: -3422930.750000 Penalty: 3410.142334 Iteration 36Q: 3 clusters Score -3422931 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15020 members Mstep: Class 2 contains 21033 members Entering Unmasked Estep Score: -3422959.000000 Penalty: 3410.142334 Iteration 37Q: 3 clusters Score -3422959 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14872 members Mstep: Class 2 contains 21181 members Entering Unmasked Estep Score: -3423004.000000 Penalty: 3410.142334 Iteration 38Q: 3 clusters Score -3423004 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14730 members Mstep: Class 2 contains 21323 members Entering Unmasked Estep Score: -3423043.500000 Penalty: 3410.142334 Iteration 39Q: 3 clusters Score -3423044 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14598 members Mstep: Class 2 contains 21455 members Entering Unmasked Estep Score: -3423078.750000 Penalty: 3410.142334 Iteration 40F: 3 clusters Score -3423079 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14459 members Mstep: Class 2 contains 21594 members Entering Unmasked Estep Score: -3423120.000000 Penalty: 3410.142334 Iteration 41Q: 3 clusters Score -3423120 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14332 members Mstep: Class 2 contains 21721 members Entering Unmasked Estep Score: -3423151.750000 Penalty: 3410.142334 Iteration 42Q: 3 clusters Score -3423152 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14228 members Mstep: Class 2 contains 21825 members Entering Unmasked Estep Score: -3423170.250000 Penalty: 3410.142334 Iteration 43Q: 3 clusters Score -3423170 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14132 members Mstep: Class 2 contains 21921 members Entering Unmasked Estep Score: -3423179.500000 Penalty: 3410.142334 Iteration 44Q: 3 clusters Score -3423180 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14034 members Mstep: Class 2 contains 22019 members Entering Unmasked Estep Score: -3423209.000000 Penalty: 3410.142334 Iteration 45Q: 3 clusters Score -3423209 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13946 members Mstep: Class 2 contains 22107 members Entering Unmasked Estep Score: -3423215.250000 Penalty: 3410.142334 Iteration 46Q: 3 clusters Score -3423215 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13860 members Mstep: Class 2 contains 22193 members Entering Unmasked Estep Score: -3423236.250000 Penalty: 3410.142334 Iteration 47Q: 3 clusters Score -3423236 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13772 members Mstep: Class 2 contains 22281 members Entering Unmasked Estep Score: -3423264.250000 Penalty: 3410.142334 Iteration 48Q: 3 clusters Score -3423264 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13677 members Mstep: Class 2 contains 22376 members Entering Unmasked Estep Score: -3423274.500000 Penalty: 3410.142334 Iteration 49Q: 3 clusters Score -3423274 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13567 members Mstep: Class 2 contains 22486 members Entering Unmasked Estep Score: -3423292.250000 Penalty: 3410.142334 Iteration 50Q: 3 clusters Score -3423292 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13457 members Mstep: Class 2 contains 22596 members Entering Unmasked Estep Score: -3423313.750000 Penalty: 3410.142334 Iteration 51Q: 3 clusters Score -3423314 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13328 members Mstep: Class 2 contains 22725 members Entering Unmasked Estep Score: -3423328.250000 Penalty: 3410.142334 Iteration 52Q: 3 clusters Score -3423328 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13188 members Mstep: Class 2 contains 22865 members Entering Unmasked Estep Score: -3423347.250000 Penalty: 3410.142334 Iteration 53Q: 3 clusters Score -3423347 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13037 members Mstep: Class 2 contains 23016 members Entering Unmasked Estep Score: -3423384.250000 Penalty: 3410.142334 Iteration 54Q: 3 clusters Score -3423384 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12893 members Mstep: Class 2 contains 23160 members Entering Unmasked Estep Score: -3423432.000000 Penalty: 3410.142334 Iteration 55Q: 3 clusters Score -3423432 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12727 members Mstep: Class 2 contains 23326 members Entering Unmasked Estep Score: -3423439.500000 Penalty: 3410.142334 Iteration 56Q: 3 clusters Score -3423440 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12557 members Mstep: Class 2 contains 23496 members Entering Unmasked Estep Score: -3423464.250000 Penalty: 3410.142334 Iteration 57Q: 3 clusters Score -3423464 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12397 members Mstep: Class 2 contains 23656 members Entering Unmasked Estep Score: -3423488.250000 Penalty: 3410.142334 Iteration 58Q: 3 clusters Score -3423488 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12228 members Mstep: Class 2 contains 23825 members Entering Unmasked Estep Score: -3423497.500000 Penalty: 3410.142334 Iteration 59Q: 3 clusters Score -3423498 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12048 members Mstep: Class 2 contains 24005 members Entering Unmasked Estep Score: -3423527.250000 Penalty: 3410.142334 Iteration 60F: 3 clusters Score -3423527 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11865 members Mstep: Class 2 contains 24188 members Entering Unmasked Estep Score: -3423549.250000 Penalty: 3410.142334 Iteration 61Q: 3 clusters Score -3423549 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11681 members Mstep: Class 2 contains 24372 members Entering Unmasked Estep Score: -3423598.750000 Penalty: 3410.142334 Iteration 62Q: 3 clusters Score -3423599 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11472 members Mstep: Class 2 contains 24581 members Entering Unmasked Estep Score: -3423639.000000 Penalty: 3410.142334 Iteration 63Q: 3 clusters Score -3423639 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11265 members Mstep: Class 2 contains 24788 members Entering Unmasked Estep Score: -3423667.250000 Penalty: 3410.142334 Iteration 64Q: 3 clusters Score -3423667 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11048 members Mstep: Class 2 contains 25005 members Entering Unmasked Estep Score: -3423693.750000 Penalty: 3410.142334 Iteration 65Q: 3 clusters Score -3423694 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10816 members Mstep: Class 2 contains 25237 members Entering Unmasked Estep Score: -3423746.000000 Penalty: 3410.142334 Iteration 66Q: 3 clusters Score -3423746 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10554 members Mstep: Class 2 contains 25499 members Entering Unmasked Estep Score: -3423799.250000 Penalty: 3410.142334 Iteration 67Q: 3 clusters Score -3423799 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10259 members Mstep: Class 2 contains 25794 members Entering Unmasked Estep Score: -3423835.750000 Penalty: 3410.142334 Iteration 68Q: 3 clusters Score -3423836 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9940 members Mstep: Class 2 contains 26113 members Entering Unmasked Estep Score: -3423881.250000 Penalty: 3410.142334 Iteration 69Q: 3 clusters Score -3423881 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9606 members Mstep: Class 2 contains 26447 members Entering Unmasked Estep Score: -3423946.500000 Penalty: 3410.142334 Iteration 70Q: 3 clusters Score -3423946 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9221 members Mstep: Class 2 contains 26832 members Entering Unmasked Estep Score: -3424035.500000 Penalty: 3410.142334 Iteration 71Q: 3 clusters Score -3424036 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8814 members Mstep: Class 2 contains 27239 members Entering Unmasked Estep Score: -3424131.000000 Penalty: 3410.142334 Iteration 72Q: 3 clusters Score -3424131 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8381 members Mstep: Class 2 contains 27672 members Entering Unmasked Estep Score: -3424226.250000 Penalty: 3410.142334 Iteration 73Q: 3 clusters Score -3424226 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7968 members Mstep: Class 2 contains 28085 members Entering Unmasked Estep Score: -3424319.000000 Penalty: 3410.142334 Iteration 74Q: 3 clusters Score -3424319 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7520 members Mstep: Class 2 contains 28533 members Entering Unmasked Estep Score: -3424435.000000 Penalty: 3410.142334 Iteration 75Q: 3 clusters Score -3424435 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7082 members Mstep: Class 2 contains 28971 members Entering Unmasked Estep Score: -3424548.250000 Penalty: 3410.142334 Iteration 76Q: 3 clusters Score -3424548 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6627 members Mstep: Class 2 contains 29426 members Entering Unmasked Estep Score: -3424674.750000 Penalty: 3410.142334 Iteration 77Q: 3 clusters Score -3424675 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6183 members Mstep: Class 2 contains 29870 members Entering Unmasked Estep Score: -3424813.000000 Penalty: 3410.142334 Iteration 78Q: 3 clusters Score -3424813 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5764 members Mstep: Class 2 contains 30289 members Entering Unmasked Estep Score: -3424910.000000 Penalty: 3410.142334 Iteration 79Q: 3 clusters Score -3424910 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5361 members Mstep: Class 2 contains 30692 members Entering Unmasked Estep Score: -3425044.750000 Penalty: 3410.142334 Iteration 80F: 3 clusters Score -3425045 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4968 members Mstep: Class 2 contains 31085 members Entering Unmasked Estep Score: -3425175.500000 Penalty: 3410.142334 Iteration 81Q: 3 clusters Score -3425176 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4583 members Mstep: Class 2 contains 31470 members Entering Unmasked Estep Score: -3425300.500000 Penalty: 3410.142334 Iteration 82Q: 3 clusters Score -3425300 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4232 members Mstep: Class 2 contains 31821 members Entering Unmasked Estep Score: -3425403.500000 Penalty: 3410.142334 Iteration 83Q: 3 clusters Score -3425404 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3905 members Mstep: Class 2 contains 32148 members Entering Unmasked Estep Score: -3425504.500000 Penalty: 3410.142334 Iteration 84Q: 3 clusters Score -3425504 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3620 members Mstep: Class 2 contains 32433 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -3425821.500000 Penalty: 3410.142334 Iteration 89Q: 3 clusters Score -3425822 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2594 members Mstep: Class 2 contains 33459 members Entering Unmasked Estep Score: -3425868.750000 Penalty: 3410.142334 Iteration 90Q: 3 clusters Score -3425869 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2457 members Mstep: Class 2 contains 33596 members Entering Unmasked Estep Score: -3425892.500000 Penalty: 3410.142334 Iteration 91Q: 3 clusters Score -3425892 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 33703 members Entering Unmasked Estep Score: -3425915.500000 Penalty: 3410.142334 Iteration 92Q: 3 clusters Score -3425916 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 33777 members Entering Unmasked Estep Score: -3425933.500000 Penalty: 3410.142334 Iteration 93Q: 3 clusters Score -3425934 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 33849 members Entering Unmasked Estep Score: -3425953.750000 Penalty: 3410.142334 Iteration 94Q: 3 clusters Score -3425954 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 33915 members Entering Unmasked Estep Score: -3425963.750000 Penalty: 3410.142334 Iteration 95Q: 3 clusters Score -3425964 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 33968 members Entering Unmasked Estep Score: -3425982.000000 Penalty: 3410.142334 Iteration 96Q: 3 clusters Score -3425982 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2038 members Mstep: Class 2 contains 34015 members Entering Unmasked Estep Score: -3425993.250000 Penalty: 3410.142334 Iteration 97Q: 3 clusters Score -3425993 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 34057 members Entering Unmasked Estep Score: -3426010.000000 Penalty: 3410.142334 Iteration 98Q: 3 clusters Score -3426010 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 34097 members Entering Unmasked Estep Score: -3426013.500000 Penalty: 3410.142334 Iteration 99Q: 3 clusters Score -3426014 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 34134 members Entering Unmasked Estep Score: -3426025.250000 Penalty: 3410.142334 Iteration 100F: 3 clusters Score -3426025 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 34163 members Entering Unmasked Estep Score: -3426034.000000 Penalty: 3410.142334 Iteration 101Q: 3 clusters Score -3426034 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 34194 members Entering Unmasked Estep Score: -3426039.000000 Penalty: 3410.142334 Iteration 102Q: 3 clusters Score -3426039 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 34215 members Entering Unmasked Estep Score: -3426044.500000 Penalty: 3410.142334 Iteration 103Q: 3 clusters Score -3426044 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 34239 members Entering Unmasked Estep Score: -3426049.500000 Penalty: 3410.142334 Iteration 104Q: 3 clusters Score -3426050 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members 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contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 34307 members Entering Unmasked Estep Score: -3426061.750000 Penalty: 3410.142334 Iteration 109Q: 3 clusters Score -3426062 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 34318 members Entering Unmasked Estep Score: -3426063.000000 Penalty: 3410.142334 Iteration 110Q: 3 clusters Score -3426063 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 34332 members Entering Unmasked Estep Score: -3426065.000000 Penalty: 3410.142334 Iteration 111Q: 3 clusters Score -3426065 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 34347 members Entering Unmasked Estep Score: -3426069.000000 Penalty: 3410.142334 Iteration 112Q: 3 clusters Score -3426069 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 34361 members Entering Unmasked Estep Score: -3426072.500000 Penalty: 3410.142334 Iteration 113Q: 3 clusters Score -3426072 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 34370 members Entering Unmasked Estep Score: -3426077.500000 Penalty: 3410.142334 Iteration 114Q: 3 clusters Score -3426078 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 34374 members Entering Unmasked Estep Score: -3426073.750000 Penalty: 3410.142334 Iteration 115Q: 3 clusters Score -3426074 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 34381 members Entering Unmasked Estep Score: -3426077.000000 Penalty: 3410.142334 Iteration 116Q: 3 clusters Score -3426077 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 34387 members Entering Unmasked Estep Score: -3426080.250000 Penalty: 3410.142334 Iteration 117Q: 3 clusters Score -3426080 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 34392 members Entering Unmasked Estep Score: -3426079.250000 Penalty: 3410.142334 Iteration 118Q: 3 clusters Score -3426079 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 34397 members Entering Unmasked Estep Score: -3426082.000000 Penalty: 3410.142334 Iteration 119Q: 3 clusters Score -3426082 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 34401 members Entering Unmasked Estep Score: -3426079.750000 Penalty: 3410.142334 Iteration 120F: 3 clusters Score 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clusters Score -3426083 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 34413 members Entering Unmasked Estep Score: -3426085.000000 Penalty: 3410.142334 Iteration 125Q: 3 clusters Score -3426085 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 34415 members Entering Unmasked Estep Score: -3426084.000000 Penalty: 3410.142334 Iteration 126Q: 3 clusters Score -3426084 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 34418 members Entering Unmasked Estep Score: -3426079.000000 Penalty: 3410.142334 Iteration 127Q: 3 clusters Score -3426079 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 34423 members Entering Unmasked Estep Score: -3426081.500000 Penalty: 3410.142334 Iteration 128Q: 3 clusters Score -3426082 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 34426 members Entering Unmasked Estep Score: -3426085.500000 Penalty: 3410.142334 Iteration 129Q: 3 clusters Score -3426086 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 34431 members Entering Unmasked Estep Score: -3426082.750000 Penalty: 3410.142334 Iteration 130Q: 3 clusters Score -3426083 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 34437 members Entering Unmasked Estep Score: -3426087.500000 Penalty: 3410.142334 Iteration 131Q: 3 clusters Score -3426088 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 34443 members Entering Unmasked Estep Score: -3426085.500000 Penalty: 3410.142334 Iteration 132Q: 3 clusters Score -3426086 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 34451 members Entering Unmasked Estep Score: -3426095.000000 Penalty: 3410.142334 Iteration 133Q: 3 clusters Score -3426095 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 34455 members Entering Unmasked Estep Score: -3426097.500000 Penalty: 3410.142334 Iteration 134Q: 3 clusters Score -3426098 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 34459 members Entering Unmasked Estep Score: -3426096.500000 Penalty: 3410.142334 Iteration 135Q: 3 clusters Score -3426096 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 34468 members Entering Unmasked Estep Score: -3426093.750000 Penalty: 3410.142334 Iteration 136Q: 3 clusters Score -3426094 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 34479 members Entering Unmasked Estep Score: -3426093.250000 Penalty: 3410.142334 Iteration 137Q: 3 clusters Score -3426093 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 34487 members Entering Unmasked Estep Score: -3426099.000000 Penalty: 3410.142334 Iteration 138Q: 3 clusters Score -3426099 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 34495 members Entering Unmasked Estep Score: -3426103.250000 Penalty: 3410.142334 Iteration 139Q: 3 clusters Score -3426103 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 34509 members Entering Unmasked Estep Score: -3426107.000000 Penalty: 3410.142334 Iteration 140F: 3 clusters Score -3426107 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 34513 members Entering Unmasked Estep Score: -3426107.250000 Penalty: 3410.142334 Iteration 141Q: 3 clusters Score -3426107 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 34524 members Entering Unmasked Estep Score: -3426109.250000 Penalty: 3410.142334 Iteration 142Q: 3 clusters Score -3426109 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 34538 members Entering Unmasked Estep Score: -3426111.750000 Penalty: 3410.142334 Iteration 143Q: 3 clusters Score -3426112 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 34545 members Entering Unmasked Estep Score: -3426117.250000 Penalty: 3410.142334 Iteration 144Q: 3 clusters Score -3426117 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 34553 members Entering Unmasked Estep Score: -3426116.750000 Penalty: 3410.142334 Iteration 145Q: 3 clusters Score -3426117 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 34563 members Entering Unmasked Estep Score: -3426121.000000 Penalty: 3410.142334 Iteration 146Q: 3 clusters Score -3426121 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 34572 members Entering Unmasked Estep Score: -3426128.750000 Penalty: 3410.142334 Iteration 147Q: 3 clusters Score -3426129 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 34581 members Entering Unmasked Estep Score: -3426131.500000 Penalty: 3410.142334 Iteration 148Q: 3 clusters Score -3426132 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 34587 members Entering Unmasked Estep Score: -3426128.000000 Penalty: 3410.142334 Iteration 149Q: 3 clusters Score -3426128 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 34591 members Entering Unmasked Estep Score: -3426131.000000 Penalty: 3410.142334 Iteration 150Q: 3 clusters Score -3426131 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 34592 members Entering Unmasked Estep Score: -3426130.500000 Penalty: 3410.142334 Iteration 151Q: 3 clusters Score -3426130 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 34593 members Entering Unmasked Estep Score: -3426131.000000 Penalty: 3410.142334 Iteration 152Q: 3 clusters Score -3426131 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 34595 members Entering Unmasked Estep Score: -3426128.250000 Penalty: 3410.142334 Iteration 153Q: 3 clusters Score -3426128 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 34596 members Entering Unmasked Estep Score: -3426126.750000 Penalty: 3410.142334 Iteration 154Q: 3 clusters Score -3426127 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 34597 members Entering Unmasked Estep Score: -3426129.500000 Penalty: 3410.142334 Iteration 155Q: 3 clusters Score -3426130 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 34598 members Entering Unmasked Estep Score: -3426124.750000 Penalty: 3410.142334 Iteration 156Q: 3 clusters Score -3426125 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 34599 members Entering Unmasked Estep Score: -3426124.250000 Penalty: 3410.142334 Iteration 157Q: 3 clusters Score -3426124 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 34599 members Entering Unmasked Estep Score: -3426124.250000 Penalty: 3410.142334 Iteration 158F: 3 clusters Score -3426124 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (808 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Entering Unmasked Estep Score: -65468.375000 Penalty: 1087.866333 Iteration 0F: 2 clusters Score -65468.38 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -64245.328125 Penalty: 2175.732666 Iteration 0F: 3 clusters Score -64245.33 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -64575.769531 Penalty: 2175.732666 Iteration 1F: 3 clusters Score -64575.77 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -64708.964844 Penalty: 2175.732666 Iteration 2F: 3 clusters Score -64708.96 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -64810.277344 Penalty: 2175.732666 Iteration 3F: 3 clusters Score -64810.28 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -64879.105469 Penalty: 2175.732666 Iteration 4Q: 3 clusters Score -64879.11 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -64962.699219 Penalty: 2175.732666 Iteration 5Q: 3 clusters Score -64962.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -65018.785156 Penalty: 2175.732666 Iteration 6Q: 3 clusters Score -65018.79 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -65065.980469 Penalty: 2175.732666 Iteration 7Q: 3 clusters Score -65065.98 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -65089.386719 Penalty: 2175.732666 Iteration 8Q: 3 clusters Score -65089.39 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -65110.531250 Penalty: 2175.732666 Iteration 9Q: 3 clusters Score -65110.53 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -65130.203125 Penalty: 2175.732666 Iteration 10Q: 3 clusters Score -65130.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -65141.691406 Penalty: 2175.732666 Iteration 11Q: 3 clusters Score -65141.69 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -65156.859375 Penalty: 2175.732666 Iteration 12Q: 3 clusters Score -65156.86 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -65165.210938 Penalty: 2175.732666 Iteration 13Q: 3 clusters Score -65165.21 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -65183.750000 Penalty: 2175.732666 Iteration 14Q: 3 clusters Score -65183.75 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -65204.136719 Penalty: 2175.732666 Iteration 15Q: 3 clusters Score -65204.14 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -65256.332031 Penalty: 2175.732666 Iteration 16Q: 3 clusters Score -65256.33 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -65286.441406 Penalty: 2175.732666 Iteration 17Q: 3 clusters Score -65286.44 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -65303.929688 Penalty: 2175.732666 Iteration 18Q: 3 clusters Score -65303.93 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -65312.660156 Penalty: 2175.732666 Iteration 19Q: 3 clusters Score -65312.66 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -65317.316406 Penalty: 2175.732666 Iteration 20F: 3 clusters Score -65317.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -65318.652344 Penalty: 2175.732666 Iteration 21Q: 3 clusters Score -65318.65 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -65319.589844 Penalty: 2175.732666 Iteration 22Q: 3 clusters Score -65319.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -65319.589844 Penalty: 2175.732666 Iteration 23F: 3 clusters Score -65319.59 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (147266 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147266 members Entering Unmasked Estep Score: -14644774.000000 Penalty: 1933.749268 Iteration 0F: 2 clusters Score -1.464477e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73785 members Mstep: Class 2 contains 73481 members Entering Unmasked Estep Score: -14546117.000000 Penalty: 3867.498535 Iteration 0F: 3 clusters Score -1.454612e+07 nChanged 71052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76105 members Mstep: Class 2 contains 71161 members Entering Unmasked Estep Score: -14588020.000000 Penalty: 3867.498535 Iteration 1F: 3 clusters Score -1.458802e+07 nChanged 4323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77776 members Mstep: Class 2 contains 69490 members Entering Unmasked Estep Score: -14589007.000000 Penalty: 3867.498535 Iteration 2Q: 3 clusters Score -1.458901e+07 nChanged 5042 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80504 members Mstep: Class 2 contains 66762 members Entering Unmasked Estep Score: -14590480.000000 Penalty: 3867.498535 Iteration 3Q: 3 clusters Score -1.459048e+07 nChanged 6139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84671 members Mstep: Class 2 contains 62595 members Entering Unmasked Estep Score: -14592854.000000 Penalty: 3867.498535 Iteration 4Q: 3 clusters Score -1.459285e+07 nChanged 7917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91094 members Mstep: Class 2 contains 56172 members Entering Unmasked Estep Score: -14596510.000000 Penalty: 3867.498535 Iteration 5F: 3 clusters Score -1.459651e+07 nChanged 9959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100015 members Mstep: Class 2 contains 47251 members Entering Unmasked Estep Score: -14602708.000000 Penalty: 3867.498535 Iteration 6F: 3 clusters Score -1.460271e+07 nChanged 11711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111092 members Mstep: Class 2 contains 36174 members Entering Unmasked Estep Score: -14611835.000000 Penalty: 3867.498535 Iteration 7F: 3 clusters Score -1.461184e+07 nChanged 11384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122212 members Mstep: Class 2 contains 25054 members Entering Unmasked Estep Score: -14621531.000000 Penalty: 3867.498535 Iteration 8F: 3 clusters Score -1.462153e+07 nChanged 9207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131325 members Mstep: Class 2 contains 15941 members Entering Unmasked Estep Score: -14629923.000000 Penalty: 3867.498535 Iteration 9F: 3 clusters Score -1.462992e+07 nChanged 6166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137463 members Mstep: Class 2 contains 9803 members Entering Unmasked Estep Score: -14635597.000000 Penalty: 3867.498535 Iteration 10Q: 3 clusters Score -1.46356e+07 nChanged 3647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141090 members Mstep: Class 2 contains 6176 members Entering Unmasked Estep Score: -14638849.000000 Penalty: 3867.498535 Iteration 11Q: 3 clusters Score -1.463885e+07 nChanged 2016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143072 members Mstep: Class 2 contains 4194 members Entering Unmasked Estep Score: -14640525.000000 Penalty: 3867.498535 Iteration 12Q: 3 clusters Score -1.464052e+07 nChanged 1223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144245 members Mstep: Class 2 contains 3021 members Entering Unmasked Estep Score: -14641446.000000 Penalty: 3867.498535 Iteration 13Q: 3 clusters Score -1.464145e+07 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145014 members Mstep: Class 2 contains 2252 members Entering Unmasked Estep Score: -14642000.000000 Penalty: 3867.498535 Iteration 14Q: 3 clusters Score -1.4642e+07 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145508 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -14642344.000000 Penalty: 3867.498535 Iteration 15Q: 3 clusters Score -1.464234e+07 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145848 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -14642526.000000 Penalty: 3867.498535 Iteration 16Q: 3 clusters Score -1.464253e+07 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146091 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -14642689.000000 Penalty: 3867.498535 Iteration 17Q: 3 clusters Score -1.464269e+07 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146268 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -14642812.000000 Penalty: 3867.498535 Iteration 18Q: 3 clusters Score -1.464281e+07 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146394 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -14642897.000000 Penalty: 3867.498535 Iteration 19Q: 3 clusters Score -1.46429e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146483 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -14642963.000000 Penalty: 3867.498535 Iteration 20F: 3 clusters Score -1.464296e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146552 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -14643034.000000 Penalty: 3867.498535 Iteration 21Q: 3 clusters Score -1.464303e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146594 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -14643064.000000 Penalty: 3867.498535 Iteration 22Q: 3 clusters Score -1.464306e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146626 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -14643076.000000 Penalty: 3867.498535 Iteration 23Q: 3 clusters Score -1.464308e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146651 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -14643112.000000 Penalty: 3867.498535 Iteration 24Q: 3 clusters Score -1.464311e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146668 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -14643127.000000 Penalty: 3867.498535 Iteration 25Q: 3 clusters Score -1.464313e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146678 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -14643151.000000 Penalty: 3867.498535 Iteration 26Q: 3 clusters Score -1.464315e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146688 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -14643160.000000 Penalty: 3867.498535 Iteration 27Q: 3 clusters Score -1.464316e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146690 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -14643156.000000 Penalty: 3867.498535 Iteration 28Q: 3 clusters Score -1.464316e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146695 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -14643157.000000 Penalty: 3867.498535 Iteration 29Q: 3 clusters Score -1.464316e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146698 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -14643161.000000 Penalty: 3867.498535 Iteration 30Q: 3 clusters Score -1.464316e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146702 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -14643160.000000 Penalty: 3867.498535 Iteration 31Q: 3 clusters Score -1.464316e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146703 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -14643156.000000 Penalty: 3867.498535 Iteration 32Q: 3 clusters Score -1.464316e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146706 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -14643160.000000 Penalty: 3867.498535 Iteration 33Q: 3 clusters Score -1.464316e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146710 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -14643169.000000 Penalty: 3867.498535 Iteration 34Q: 3 clusters Score -1.464317e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146718 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -14643166.000000 Penalty: 3867.498535 Iteration 35Q: 3 clusters Score -1.464317e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146719 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -14643175.000000 Penalty: 3867.498535 Iteration 36Q: 3 clusters Score -1.464318e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146719 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -14643178.000000 Penalty: 3867.498535 Iteration 37Q: 3 clusters Score -1.464318e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146721 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -14643182.000000 Penalty: 3867.498535 Iteration 38Q: 3 clusters Score -1.464318e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146721 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -14643182.000000 Penalty: 3867.498535 Iteration 39Q: 3 clusters Score -1.464318e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146723 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -14643179.000000 Penalty: 3867.498535 Iteration 40F: 3 clusters Score -1.464318e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146723 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -14643185.000000 Penalty: 3867.498535 Iteration 41Q: 3 clusters Score -1.464318e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146725 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -14643187.000000 Penalty: 3867.498535 Iteration 42Q: 3 clusters Score -1.464319e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146728 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -14643191.000000 Penalty: 3867.498535 Iteration 43Q: 3 clusters Score -1.464319e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146726 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -14643186.000000 Penalty: 3867.498535 Iteration 44Q: 3 clusters Score -1.464319e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146725 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -14643188.000000 Penalty: 3867.498535 Iteration 45Q: 3 clusters Score -1.464319e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146724 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -14643184.000000 Penalty: 3867.498535 Iteration 46Q: 3 clusters Score -1.464318e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146724 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -14643196.000000 Penalty: 3867.498535 Iteration 47Q: 3 clusters Score -1.46432e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146724 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -14643197.000000 Penalty: 3867.498535 Iteration 48Q: 3 clusters Score -1.46432e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146726 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -14643202.000000 Penalty: 3867.498535 Iteration 49Q: 3 clusters Score -1.46432e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146731 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -14643207.000000 Penalty: 3867.498535 Iteration 50Q: 3 clusters Score -1.464321e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146734 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -14643209.000000 Penalty: 3867.498535 Iteration 51Q: 3 clusters Score -1.464321e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146737 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -14643211.000000 Penalty: 3867.498535 Iteration 52Q: 3 clusters Score -1.464321e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146739 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -14643218.000000 Penalty: 3867.498535 Iteration 53Q: 3 clusters Score -1.464322e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146741 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -14643223.000000 Penalty: 3867.498535 Iteration 54Q: 3 clusters Score -1.464322e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146744 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -14643233.000000 Penalty: 3867.498535 Iteration 55Q: 3 clusters Score -1.464323e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146747 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -14643231.000000 Penalty: 3867.498535 Iteration 56Q: 3 clusters Score -1.464323e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146751 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -14643236.000000 Penalty: 3867.498535 Iteration 57Q: 3 clusters Score -1.464324e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146754 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -14643250.000000 Penalty: 3867.498535 Iteration 58Q: 3 clusters Score -1.464325e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146755 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -14643252.000000 Penalty: 3867.498535 Iteration 59Q: 3 clusters Score -1.464325e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146754 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -14643254.000000 Penalty: 3867.498535 Iteration 60F: 3 clusters Score -1.464325e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146752 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -14643253.000000 Penalty: 3867.498535 Iteration 61Q: 3 clusters Score -1.464325e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146752 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -14643253.000000 Penalty: 3867.498535 Iteration 62F: 3 clusters Score -1.464325e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1006 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Entering Unmasked Estep Score: -92766.648438 Penalty: 1123.482300 Iteration 0F: 2 clusters Score -92766.65 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -91299.851562 Penalty: 2246.964600 Iteration 0F: 3 clusters Score -91299.85 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -91559.960938 Penalty: 2246.964600 Iteration 1F: 3 clusters Score -91559.96 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -91632.843750 Penalty: 2246.964600 Iteration 2F: 3 clusters Score -91632.84 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -91673.750000 Penalty: 2246.964600 Iteration 3Q: 3 clusters Score -91673.75 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -91698.992188 Penalty: 2246.964600 Iteration 4Q: 3 clusters Score -91698.99 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -91732.773438 Penalty: 2246.964600 Iteration 5Q: 3 clusters Score -91732.77 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -91765.093750 Penalty: 2246.964600 Iteration 6Q: 3 clusters Score -91765.09 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -91779.734375 Penalty: 2246.964600 Iteration 7Q: 3 clusters Score -91779.73 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -91788.070312 Penalty: 2246.964600 Iteration 8Q: 3 clusters Score -91788.07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -91801.640625 Penalty: 2246.964600 Iteration 9Q: 3 clusters Score -91801.64 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -91812.210938 Penalty: 2246.964600 Iteration 10Q: 3 clusters Score -91812.21 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -91821.671875 Penalty: 2246.964600 Iteration 11Q: 3 clusters Score -91821.67 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -91824.078125 Penalty: 2246.964600 Iteration 12Q: 3 clusters Score -91824.08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -91825.101562 Penalty: 2246.964600 Iteration 13Q: 3 clusters Score -91825.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -91825.101562 Penalty: 2246.964600 Iteration 14F: 3 clusters Score -91825.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1073 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Entering Unmasked Estep Score: -97583.039062 Penalty: 1133.959717 Iteration 0F: 2 clusters Score -97583.04 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -96162.531250 Penalty: 2267.919434 Iteration 0F: 3 clusters Score -96162.53 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -96553.750000 Penalty: 2267.919434 Iteration 1F: 3 clusters Score -96553.75 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -96809.640625 Penalty: 2267.919434 Iteration 2F: 3 clusters Score -96809.64 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -96978.070312 Penalty: 2267.919434 Iteration 3F: 3 clusters Score -96978.07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -97106.960938 Penalty: 2267.919434 Iteration 4F: 3 clusters Score -97106.96 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -97226.781250 Penalty: 2267.919434 Iteration 5F: 3 clusters Score -97226.78 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -97325.343750 Penalty: 2267.919434 Iteration 6Q: 3 clusters Score -97325.34 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -97389.125000 Penalty: 2267.919434 Iteration 7Q: 3 clusters Score -97389.12 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -97418.648438 Penalty: 2267.919434 Iteration 8Q: 3 clusters Score -97418.65 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -97440.937500 Penalty: 2267.919434 Iteration 9Q: 3 clusters Score -97440.94 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -97452.015625 Penalty: 2267.919434 Iteration 10Q: 3 clusters Score -97452.02 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -97469.671875 Penalty: 2267.919434 Iteration 11Q: 3 clusters Score -97469.67 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -97479.046875 Penalty: 2267.919434 Iteration 12Q: 3 clusters Score -97479.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -97479.507812 Penalty: 2267.919434 Iteration 13Q: 3 clusters Score -97479.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -97480.648438 Penalty: 2267.919434 Iteration 14Q: 3 clusters Score -97480.65 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -97480.648438 Penalty: 2267.919434 Iteration 15F: 3 clusters Score -97480.65 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (3331 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3331 members Entering Unmasked Estep Score: -310451.312500 Penalty: 1318.041992 Iteration 0F: 2 clusters Score -310451.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -307514.437500 Penalty: 2636.083984 Iteration 0F: 3 clusters Score -307514.4 nChanged 1286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -308354.562500 Penalty: 2636.083984 Iteration 1F: 3 clusters Score -308354.6 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -308563.031250 Penalty: 2636.083984 Iteration 2F: 3 clusters Score -308563 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -308739.843750 Penalty: 2636.083984 Iteration 3F: 3 clusters Score -308739.8 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -308883.875000 Penalty: 2636.083984 Iteration 4F: 3 clusters Score -308883.9 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -309011.218750 Penalty: 2636.083984 Iteration 5Q: 3 clusters Score -309011.2 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -309125.406250 Penalty: 2636.083984 Iteration 6Q: 3 clusters Score -309125.4 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -309261.406250 Penalty: 2636.083984 Iteration 7Q: 3 clusters Score -309261.4 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -309394.156250 Penalty: 2636.083984 Iteration 8Q: 3 clusters Score -309394.2 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -309495.875000 Penalty: 2636.083984 Iteration 9Q: 3 clusters Score -309495.9 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -309586.968750 Penalty: 2636.083984 Iteration 10Q: 3 clusters Score -309587 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -309659.906250 Penalty: 2636.083984 Iteration 11Q: 3 clusters Score -309659.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -309703.281250 Penalty: 2636.083984 Iteration 12Q: 3 clusters Score -309703.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -309743.687500 Penalty: 2636.083984 Iteration 13Q: 3 clusters Score -309743.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -309772.343750 Penalty: 2636.083984 Iteration 14Q: 3 clusters Score -309772.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -309793.125000 Penalty: 2636.083984 Iteration 15Q: 3 clusters Score -309793.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -309815.531250 Penalty: 2636.083984 Iteration 16Q: 3 clusters Score -309815.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -309826.812500 Penalty: 2636.083984 Iteration 17Q: 3 clusters Score -309826.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -309837.812500 Penalty: 2636.083984 Iteration 18Q: 3 clusters Score -309837.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -309848.843750 Penalty: 2636.083984 Iteration 19Q: 3 clusters Score -309848.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -309854.718750 Penalty: 2636.083984 Iteration 20F: 3 clusters Score -309854.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -309860.937500 Penalty: 2636.083984 Iteration 21Q: 3 clusters Score -309860.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -309865.750000 Penalty: 2636.083984 Iteration 22Q: 3 clusters Score -309865.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -309870.843750 Penalty: 2636.083984 Iteration 23Q: 3 clusters Score -309870.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -309874.343750 Penalty: 2636.083984 Iteration 24Q: 3 clusters Score -309874.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 2235 members Entering Unmasked Estep Score: -309876.031250 Penalty: 2636.083984 Iteration 25Q: 3 clusters Score -309876 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -309877.375000 Penalty: 2636.083984 Iteration 26Q: 3 clusters Score -309877.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 2237 members Entering Unmasked Estep Score: -309879.187500 Penalty: 2636.083984 Iteration 27Q: 3 clusters Score -309879.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 2237 members Entering Unmasked Estep Score: -309879.093750 Penalty: 2636.083984 Iteration 28Q: 3 clusters Score -309879.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 2235 members Entering Unmasked Estep Score: -309882.062500 Penalty: 2636.083984 Iteration 29Q: 3 clusters Score -309882.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -309882.812500 Penalty: 2636.083984 Iteration 30Q: 3 clusters Score -309882.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 2231 members Entering Unmasked Estep Score: -309883.312500 Penalty: 2636.083984 Iteration 31Q: 3 clusters Score -309883.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 2229 members Entering Unmasked Estep Score: -309884.312500 Penalty: 2636.083984 Iteration 32Q: 3 clusters Score -309884.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 2231 members Entering Unmasked Estep Score: -309885.468750 Penalty: 2636.083984 Iteration 33Q: 3 clusters Score -309885.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 2231 members Entering Unmasked Estep Score: -309885.468750 Penalty: 2636.083984 Iteration 34F: 3 clusters Score -309885.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (3199 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3199 members Entering Unmasked Estep Score: -315700.593750 Penalty: 1311.471558 Iteration 0F: 2 clusters Score -315700.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -312852.312500 Penalty: 2622.943115 Iteration 0F: 3 clusters Score -312852.3 nChanged 1214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -313525.625000 Penalty: 2622.943115 Iteration 1F: 3 clusters Score -313525.6 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -313674.562500 Penalty: 2622.943115 Iteration 2F: 3 clusters Score -313674.6 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -313779.062500 Penalty: 2622.943115 Iteration 3F: 3 clusters Score -313779.1 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -313848.218750 Penalty: 2622.943115 Iteration 4Q: 3 clusters Score -313848.2 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -313891.718750 Penalty: 2622.943115 Iteration 5Q: 3 clusters Score -313891.7 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -313917.375000 Penalty: 2622.943115 Iteration 6Q: 3 clusters Score -313917.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -313939.031250 Penalty: 2622.943115 Iteration 7Q: 3 clusters Score -313939 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -313955.937500 Penalty: 2622.943115 Iteration 8Q: 3 clusters Score -313955.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -313968.187500 Penalty: 2622.943115 Iteration 9Q: 3 clusters Score -313968.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -313976.500000 Penalty: 2622.943115 Iteration 10Q: 3 clusters Score -313976.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -313983.781250 Penalty: 2622.943115 Iteration 11Q: 3 clusters Score -313983.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -313991.000000 Penalty: 2622.943115 Iteration 12Q: 3 clusters Score -313991 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -313999.843750 Penalty: 2622.943115 Iteration 13Q: 3 clusters Score -313999.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -314007.437500 Penalty: 2622.943115 Iteration 14Q: 3 clusters Score -314007.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -314016.312500 Penalty: 2622.943115 Iteration 15Q: 3 clusters Score -314016.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -314025.156250 Penalty: 2622.943115 Iteration 16Q: 3 clusters Score -314025.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -314030.312500 Penalty: 2622.943115 Iteration 17Q: 3 clusters Score -314030.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -314033.750000 Penalty: 2622.943115 Iteration 18Q: 3 clusters Score -314033.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -314036.437500 Penalty: 2622.943115 Iteration 19Q: 3 clusters Score -314036.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -314038.562500 Penalty: 2622.943115 Iteration 20F: 3 clusters Score -314038.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -314041.187500 Penalty: 2622.943115 Iteration 21Q: 3 clusters Score -314041.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -314043.187500 Penalty: 2622.943115 Iteration 22Q: 3 clusters Score -314043.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -314045.656250 Penalty: 2622.943115 Iteration 23Q: 3 clusters Score -314045.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -314048.875000 Penalty: 2622.943115 Iteration 24Q: 3 clusters Score -314048.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -314052.750000 Penalty: 2622.943115 Iteration 25Q: 3 clusters Score -314052.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -314054.593750 Penalty: 2622.943115 Iteration 26Q: 3 clusters Score -314054.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -314055.687500 Penalty: 2622.943115 Iteration 27Q: 3 clusters Score -314055.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -314056.187500 Penalty: 2622.943115 Iteration 28Q: 3 clusters Score -314056.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -314057.812500 Penalty: 2622.943115 Iteration 29Q: 3 clusters Score -314057.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -314061.937500 Penalty: 2622.943115 Iteration 30Q: 3 clusters Score -314061.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -314065.500000 Penalty: 2622.943115 Iteration 31Q: 3 clusters Score -314065.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -314069.468750 Penalty: 2622.943115 Iteration 32Q: 3 clusters Score -314069.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -314074.718750 Penalty: 2622.943115 Iteration 33Q: 3 clusters Score -314074.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -314077.937500 Penalty: 2622.943115 Iteration 34Q: 3 clusters Score -314077.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -314081.312500 Penalty: 2622.943115 Iteration 35Q: 3 clusters Score -314081.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -314083.437500 Penalty: 2622.943115 Iteration 36Q: 3 clusters Score -314083.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -314084.343750 Penalty: 2622.943115 Iteration 37Q: 3 clusters Score -314084.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -314085.781250 Penalty: 2622.943115 Iteration 38Q: 3 clusters Score -314085.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -314086.000000 Penalty: 2622.943115 Iteration 39Q: 3 clusters Score -314086 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -314087.093750 Penalty: 2622.943115 Iteration 40F: 3 clusters Score -314087.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -314088.406250 Penalty: 2622.943115 Iteration 41Q: 3 clusters Score -314088.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -314089.312500 Penalty: 2622.943115 Iteration 42Q: 3 clusters Score -314089.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -314092.500000 Penalty: 2622.943115 Iteration 43Q: 3 clusters Score -314092.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -314093.562500 Penalty: 2622.943115 Iteration 44Q: 3 clusters Score -314093.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -314095.968750 Penalty: 2622.943115 Iteration 45Q: 3 clusters Score -314096 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -314099.218750 Penalty: 2622.943115 Iteration 46Q: 3 clusters Score -314099.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -314102.593750 Penalty: 2622.943115 Iteration 47Q: 3 clusters Score -314102.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -314105.593750 Penalty: 2622.943115 Iteration 48Q: 3 clusters Score -314105.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -314107.406250 Penalty: 2622.943115 Iteration 49Q: 3 clusters Score -314107.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -314110.468750 Penalty: 2622.943115 Iteration 50Q: 3 clusters Score -314110.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -314113.656250 Penalty: 2622.943115 Iteration 51Q: 3 clusters Score -314113.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -314116.812500 Penalty: 2622.943115 Iteration 52Q: 3 clusters Score -314116.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -314120.562500 Penalty: 2622.943115 Iteration 53Q: 3 clusters Score -314120.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -314124.968750 Penalty: 2622.943115 Iteration 54Q: 3 clusters Score -314125 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -314128.218750 Penalty: 2622.943115 Iteration 55Q: 3 clusters Score -314128.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -314133.968750 Penalty: 2622.943115 Iteration 56Q: 3 clusters Score -314134 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -314139.250000 Penalty: 2622.943115 Iteration 57Q: 3 clusters Score -314139.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2117 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -314145.562500 Penalty: 2622.943115 Iteration 58Q: 3 clusters Score -314145.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -314151.031250 Penalty: 2622.943115 Iteration 59Q: 3 clusters Score -314151 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -314158.000000 Penalty: 2622.943115 Iteration 60F: 3 clusters Score -314158 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -314163.593750 Penalty: 2622.943115 Iteration 61Q: 3 clusters Score -314163.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2177 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -314168.750000 Penalty: 2622.943115 Iteration 62Q: 3 clusters Score -314168.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -314171.218750 Penalty: 2622.943115 Iteration 63Q: 3 clusters Score -314171.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -314173.906250 Penalty: 2622.943115 Iteration 64Q: 3 clusters Score -314173.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -314175.281250 Penalty: 2622.943115 Iteration 65Q: 3 clusters Score -314175.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -314176.937500 Penalty: 2622.943115 Iteration 66Q: 3 clusters Score -314176.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2213 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -314178.750000 Penalty: 2622.943115 Iteration 67Q: 3 clusters Score -314178.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -314181.031250 Penalty: 2622.943115 Iteration 68Q: 3 clusters Score -314181 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -314182.125000 Penalty: 2622.943115 Iteration 69Q: 3 clusters Score -314182.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2222 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -314184.687500 Penalty: 2622.943115 Iteration 70Q: 3 clusters Score -314184.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -314187.812500 Penalty: 2622.943115 Iteration 71Q: 3 clusters Score -314187.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -314189.781250 Penalty: 2622.943115 Iteration 72Q: 3 clusters Score -314189.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -314191.312500 Penalty: 2622.943115 Iteration 73Q: 3 clusters Score -314191.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -314193.718750 Penalty: 2622.943115 Iteration 74Q: 3 clusters Score -314193.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -314196.343750 Penalty: 2622.943115 Iteration 75Q: 3 clusters Score -314196.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -314199.812500 Penalty: 2622.943115 Iteration 76Q: 3 clusters Score -314199.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -314202.562500 Penalty: 2622.943115 Iteration 77Q: 3 clusters Score -314202.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -314205.562500 Penalty: 2622.943115 Iteration 78Q: 3 clusters Score -314205.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -314211.437500 Penalty: 2622.943115 Iteration 79Q: 3 clusters Score -314211.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -314217.281250 Penalty: 2622.943115 Iteration 80F: 3 clusters Score -314217.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -314224.062500 Penalty: 2622.943115 Iteration 81Q: 3 clusters Score -314224.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -314230.718750 Penalty: 2622.943115 Iteration 82Q: 3 clusters Score -314230.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -314236.687500 Penalty: 2622.943115 Iteration 83Q: 3 clusters Score -314236.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2400 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -314242.437500 Penalty: 2622.943115 Iteration 84Q: 3 clusters Score -314242.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2420 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -314251.468750 Penalty: 2622.943115 Iteration 85Q: 3 clusters Score -314251.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -314257.562500 Penalty: 2622.943115 Iteration 86Q: 3 clusters Score -314257.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2454 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -314264.156250 Penalty: 2622.943115 Iteration 87Q: 3 clusters Score -314264.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -314271.843750 Penalty: 2622.943115 Iteration 88Q: 3 clusters Score -314271.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2492 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -314279.500000 Penalty: 2622.943115 Iteration 89Q: 3 clusters Score -314279.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -314290.906250 Penalty: 2622.943115 Iteration 90Q: 3 clusters Score -314290.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2530 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -314305.000000 Penalty: 2622.943115 Iteration 91Q: 3 clusters Score -314305 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2562 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -314321.406250 Penalty: 2622.943115 Iteration 92Q: 3 clusters Score -314321.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2591 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -314337.500000 Penalty: 2622.943115 Iteration 93Q: 3 clusters Score -314337.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -314356.218750 Penalty: 2622.943115 Iteration 94Q: 3 clusters Score -314356.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -314371.968750 Penalty: 2622.943115 Iteration 95Q: 3 clusters Score -314372 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2675 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -314384.500000 Penalty: 2622.943115 Iteration 96Q: 3 clusters Score -314384.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2692 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -314393.031250 Penalty: 2622.943115 Iteration 97Q: 3 clusters Score -314393 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2719 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -314408.875000 Penalty: 2622.943115 Iteration 98Q: 3 clusters Score -314408.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2735 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -314420.343750 Penalty: 2622.943115 Iteration 99Q: 3 clusters Score -314420.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2750 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -314431.125000 Penalty: 2622.943115 Iteration 100F: 3 clusters Score -314431.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -314437.750000 Penalty: 2622.943115 Iteration 101Q: 3 clusters Score -314437.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -314443.531250 Penalty: 2622.943115 Iteration 102Q: 3 clusters Score -314443.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2772 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -314448.750000 Penalty: 2622.943115 Iteration 103Q: 3 clusters Score -314448.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -314455.375000 Penalty: 2622.943115 Iteration 104Q: 3 clusters Score -314455.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2793 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -314461.343750 Penalty: 2622.943115 Iteration 105Q: 3 clusters Score -314461.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2806 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -314467.531250 Penalty: 2622.943115 Iteration 106Q: 3 clusters Score -314467.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2815 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -314473.406250 Penalty: 2622.943115 Iteration 107Q: 3 clusters Score -314473.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2821 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -314479.218750 Penalty: 2622.943115 Iteration 108Q: 3 clusters Score -314479.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2834 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -314488.437500 Penalty: 2622.943115 Iteration 109Q: 3 clusters Score -314488.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2841 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -314492.718750 Penalty: 2622.943115 Iteration 110Q: 3 clusters Score -314492.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -314497.312500 Penalty: 2622.943115 Iteration 111Q: 3 clusters Score -314497.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2853 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -314501.562500 Penalty: 2622.943115 Iteration 112Q: 3 clusters Score -314501.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2860 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -314507.343750 Penalty: 2622.943115 Iteration 113Q: 3 clusters Score -314507.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2865 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -314509.187500 Penalty: 2622.943115 Iteration 114Q: 3 clusters Score -314509.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2867 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -314511.750000 Penalty: 2622.943115 Iteration 115Q: 3 clusters Score -314511.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -314513.781250 Penalty: 2622.943115 Iteration 116Q: 3 clusters Score -314513.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -314515.312500 Penalty: 2622.943115 Iteration 117Q: 3 clusters Score -314515.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2878 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -314518.187500 Penalty: 2622.943115 Iteration 118Q: 3 clusters Score -314518.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2880 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -314519.781250 Penalty: 2622.943115 Iteration 119Q: 3 clusters Score -314519.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2883 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -314521.468750 Penalty: 2622.943115 Iteration 120F: 3 clusters Score -314521.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2884 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -314523.281250 Penalty: 2622.943115 Iteration 121Q: 3 clusters Score -314523.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2885 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -314524.406250 Penalty: 2622.943115 Iteration 122Q: 3 clusters Score -314524.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2885 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -314524.406250 Penalty: 2622.943115 Iteration 123F: 3 clusters Score -314524.4 nChanged 0 --- Evaluating fit on full set of 1033838 points --- Entering Unmasked Estep Score: -99307384.000000 Penalty: 47258.988281 24->22 Clusters: Score -99307384.000000, best is -99363920.000000 Starting from 25 clusters... Entering ConstructFrom: --- Running on subset of 344612 points --- Entering CEM Assigned 25 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14412 members Mstep: Class 2 contains 14270 members Mstep: Class 3 contains 14211 members Mstep: Class 4 contains 14425 members Mstep: Class 5 contains 14421 members Mstep: Class 6 contains 14429 members Mstep: Class 7 contains 14494 members Mstep: Class 8 contains 14471 members Mstep: Class 9 contains 14296 members Mstep: Class 10 contains 14453 members Mstep: Class 11 contains 14160 members Mstep: Class 12 contains 14332 members Mstep: Class 13 contains 14349 members Mstep: Class 14 contains 14197 members Mstep: Class 15 contains 14326 members Mstep: Class 16 contains 14530 members Mstep: Class 17 contains 14337 members Mstep: Class 18 contains 14292 members Mstep: Class 19 contains 14352 members Mstep: Class 20 contains 14462 members Mstep: Class 21 contains 14331 members Mstep: Class 22 contains 14402 members Mstep: Class 23 contains 14306 members Mstep: Class 24 contains 14354 members Entering Unmasked Estep ConsiderDeletion Deleting Class 4. Lose 218.003632 but Gain 2071.902344 Score: -30807052.000000 Penalty: 47653.777344 Iteration 0F: 24 clusters Score -3.080705e+07 nChanged 328369 Entering Unmasked Mstep Mstep: Class 0 contains 945 members Mstep: Class 1 contains 4892 members Mstep: Class 2 contains 37004 members Mstep: Class 3 contains 11546 members Mstep: Class 5 contains 5133 members Mstep: Class 6 contains 26137 members Mstep: Class 7 contains 13196 members Mstep: Class 8 contains 37560 members Mstep: Class 9 contains 3247 members Mstep: Class 10 contains 17251 members Mstep: Class 11 contains 8177 members Mstep: Class 12 contains 14808 members Mstep: Class 13 contains 10102 members Mstep: Class 14 contains 5158 members Mstep: Class 15 contains 8797 members Mstep: Class 16 contains 20586 members Mstep: Class 17 contains 13149 members Mstep: Class 18 contains 15987 members Mstep: Class 19 contains 5611 members Mstep: Class 20 contains 4732 members Mstep: Class 21 contains 10081 members Mstep: Class 22 contains 53125 members Mstep: Class 23 contains 9482 members Mstep: Class 24 contains 7906 members Entering Unmasked Estep ConsiderDeletion Deleting Class 9. Lose 1376.532227 but Gain 2071.902344 Score: -32185802.000000 Penalty: 45581.875000 Iteration 1F: 23 clusters Score -3.21858e+07 nChanged 131930 Entering Unmasked Mstep Mstep: Class 0 contains 276 members Mstep: Class 1 contains 3192 members Mstep: Class 2 contains 44109 members Mstep: Class 3 contains 6715 members Mstep: Class 5 contains 3364 members Mstep: Class 6 contains 33753 members Mstep: Class 7 contains 8550 members Mstep: Class 8 contains 46964 members Mstep: Class 10 contains 10793 members Mstep: Class 11 contains 4245 members Mstep: Class 12 contains 15103 members Mstep: Class 13 contains 6674 members Mstep: Class 14 contains 3562 members Mstep: Class 15 contains 4514 members Mstep: Class 16 contains 15654 members Mstep: Class 17 contains 7141 members Mstep: Class 18 contains 15727 members Mstep: Class 19 contains 3223 members Mstep: Class 20 contains 1729 members Mstep: Class 21 contains 7934 members Mstep: Class 22 contains 85820 members Mstep: Class 23 contains 10401 members Mstep: Class 24 contains 5169 members Entering Unmasked Estep ConsiderDeletion Deleting Class 5. Lose 1863.378906 but Gain 2071.906250 Score: -32430102.000000 Penalty: 43509.968750 Iteration 2F: 22 clusters Score -3.24301e+07 nChanged 78669 Entering Unmasked Mstep Mstep: Class 0 contains 124 members Mstep: Class 1 contains 2778 members Mstep: Class 2 contains 43247 members Mstep: Class 3 contains 4359 members Mstep: Class 6 contains 32058 members Mstep: Class 7 contains 6318 members Mstep: Class 8 contains 48844 members Mstep: Class 10 contains 5892 members Mstep: Class 11 contains 2931 members Mstep: Class 12 contains 11464 members Mstep: Class 13 contains 5533 members Mstep: Class 14 contains 3200 members Mstep: Class 15 contains 1854 members Mstep: Class 16 contains 13729 members Mstep: Class 17 contains 5734 members Mstep: Class 18 contains 16361 members Mstep: Class 19 contains 2743 members Mstep: Class 20 contains 1228 members Mstep: Class 21 contains 7899 members Mstep: Class 22 contains 110219 members Mstep: Class 23 contains 14842 members Mstep: Class 24 contains 3255 members Entering Unmasked Estep ConsiderDeletion Deleting Class 24. Lose 1820.779663 but Gain 2071.902344 Score: -32530958.000000 Penalty: 41438.066406 Iteration 3F: 21 clusters Score -3.253096e+07 nChanged 61009 Entering Unmasked Mstep Mstep: Class 0 contains 95 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 39497 members Mstep: Class 3 contains 3415 members Mstep: Class 6 contains 25888 members Mstep: Class 7 contains 4541 members Mstep: Class 8 contains 45905 members Mstep: Class 10 contains 2601 members Mstep: Class 11 contains 2667 members Mstep: Class 12 contains 7964 members Mstep: Class 13 contains 4757 members Mstep: Class 14 contains 3316 members Mstep: Class 15 contains 1057 members Mstep: Class 16 contains 13599 members Mstep: Class 17 contains 5393 members Mstep: Class 18 contains 14739 members Mstep: Class 19 contains 2678 members Mstep: Class 20 contains 1251 members Mstep: Class 21 contains 8550 members Mstep: Class 22 contains 135856 members Mstep: Class 23 contains 18464 members Entering Unmasked Estep ConsiderDeletion Score: -32602642.000000 Penalty: 41438.066406 Iteration 4F: 21 clusters Score -3.260264e+07 nChanged 49436 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 35021 members Mstep: Class 3 contains 2985 members Mstep: Class 6 contains 17769 members Mstep: Class 7 contains 2638 members Mstep: Class 8 contains 39742 members Mstep: Class 10 contains 1310 members Mstep: Class 11 contains 2700 members Mstep: Class 12 contains 5433 members Mstep: Class 13 contains 4109 members Mstep: Class 14 contains 3369 members Mstep: Class 15 contains 940 members Mstep: Class 16 contains 13087 members Mstep: Class 17 contains 5215 members Mstep: Class 18 contains 13167 members Mstep: Class 19 contains 2527 members Mstep: Class 20 contains 1279 members Mstep: Class 21 contains 9152 members Mstep: Class 22 contains 161907 members Mstep: Class 23 contains 20101 members Entering Unmasked Estep ConsiderDeletion Score: -32657838.000000 Penalty: 41438.066406 Iteration 5F: 21 clusters Score -3.265784e+07 nChanged 39135 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 31976 members Mstep: Class 3 contains 2503 members Mstep: Class 6 contains 10910 members Mstep: Class 7 contains 1216 members Mstep: Class 8 contains 33136 members Mstep: Class 10 contains 913 members Mstep: Class 11 contains 2545 members Mstep: Class 12 contains 3858 members Mstep: Class 13 contains 3624 members Mstep: Class 14 contains 3331 members Mstep: Class 15 contains 969 members Mstep: Class 16 contains 12135 members Mstep: Class 17 contains 5033 members Mstep: Class 18 contains 12969 members Mstep: Class 19 contains 2292 members Mstep: Class 20 contains 1328 members Mstep: Class 21 contains 9163 members Mstep: Class 22 contains 184014 members Mstep: Class 23 contains 20684 members Entering Unmasked Estep ConsiderDeletion Score: -32705368.000000 Penalty: 41438.066406 Iteration 6F: 21 clusters Score -3.270537e+07 nChanged 28950 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 30901 members Mstep: Class 3 contains 1950 members Mstep: Class 6 contains 7362 members Mstep: Class 7 contains 652 members Mstep: Class 8 contains 27782 members Mstep: Class 10 contains 780 members Mstep: Class 11 contains 2231 members Mstep: Class 12 contains 2661 members Mstep: Class 13 contains 3410 members Mstep: Class 14 contains 3265 members Mstep: Class 15 contains 1024 members Mstep: Class 16 contains 11878 members Mstep: Class 17 contains 5031 members Mstep: Class 18 contains 12812 members Mstep: Class 19 contains 1865 members Mstep: Class 20 contains 1363 members Mstep: Class 21 contains 8568 members Mstep: Class 22 contains 198125 members Mstep: Class 23 contains 20987 members Entering Unmasked Estep ConsiderDeletion Deleting Class 19. Lose 1601.478271 but Gain 2071.902344 Score: -32749186.000000 Penalty: 39366.164062 Iteration 7F: 20 clusters Score -3.274919e+07 nChanged 23327 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 37379 members Mstep: Class 3 contains 1461 members Mstep: Class 6 contains 6428 members Mstep: Class 7 contains 598 members Mstep: Class 8 contains 23602 members Mstep: Class 10 contains 731 members Mstep: Class 11 contains 1890 members Mstep: Class 12 contains 1589 members Mstep: Class 13 contains 3364 members Mstep: Class 14 contains 3244 members Mstep: Class 15 contains 1044 members Mstep: Class 16 contains 10956 members Mstep: Class 17 contains 4978 members Mstep: Class 18 contains 12794 members Mstep: Class 20 contains 1435 members Mstep: Class 21 contains 7475 members Mstep: Class 22 contains 202555 members Mstep: Class 23 contains 21156 members Entering Unmasked Estep ConsiderDeletion Deleting Class 12. Lose 1015.150452 but Gain 2071.902344 Score: -32782330.000000 Penalty: 37294.261719 Iteration 8F: 19 clusters Score -3.278233e+07 nChanged 20039 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 46840 members Mstep: Class 3 contains 1256 members Mstep: Class 6 contains 5941 members Mstep: Class 7 contains 608 members Mstep: Class 8 contains 20346 members Mstep: Class 10 contains 746 members Mstep: Class 11 contains 1700 members Mstep: Class 13 contains 3358 members Mstep: Class 14 contains 3215 members Mstep: Class 15 contains 1023 members Mstep: Class 16 contains 9420 members Mstep: Class 17 contains 4826 members Mstep: Class 18 contains 12628 members Mstep: Class 20 contains 1514 members Mstep: Class 21 contains 6262 members Mstep: Class 22 contains 201760 members Mstep: Class 23 contains 21272 members Entering Unmasked Estep ConsiderDeletion Score: -32799246.000000 Penalty: 37294.261719 Iteration 9F: 19 clusters Score -3.279925e+07 nChanged 14573 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 55610 members Mstep: Class 3 contains 1194 members Mstep: Class 6 contains 5752 members Mstep: Class 7 contains 635 members Mstep: Class 8 contains 17622 members Mstep: Class 10 contains 772 members Mstep: Class 11 contains 1640 members Mstep: Class 13 contains 3353 members Mstep: Class 14 contains 3183 members Mstep: Class 15 contains 997 members Mstep: Class 16 contains 8246 members Mstep: Class 17 contains 4585 members Mstep: Class 18 contains 12637 members Mstep: Class 20 contains 1577 members Mstep: Class 21 contains 5332 members Mstep: Class 22 contains 198236 members Mstep: Class 23 contains 21352 members Entering Unmasked Estep ConsiderDeletion Score: -32809896.000000 Penalty: 37294.261719 Iteration 10Q: 19 clusters Score -3.28099e+07 nChanged 12453 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 63724 members Mstep: Class 3 contains 1144 members Mstep: Class 6 contains 5930 members Mstep: Class 7 contains 652 members Mstep: Class 8 contains 15805 members Mstep: Class 10 contains 814 members Mstep: Class 11 contains 1633 members Mstep: Class 13 contains 3346 members Mstep: Class 14 contains 3155 members Mstep: Class 15 contains 966 members Mstep: Class 16 contains 7519 members Mstep: Class 17 contains 4346 members Mstep: Class 18 contains 12732 members Mstep: Class 20 contains 1648 members Mstep: Class 21 contains 4698 members Mstep: Class 22 contains 193235 members Mstep: Class 23 contains 21377 members Entering Unmasked Estep ConsiderDeletion Score: -32819268.000000 Penalty: 37294.261719 Iteration 11Q: 19 clusters Score -3.281927e+07 nChanged 11814 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 71570 members Mstep: Class 3 contains 1104 members Mstep: Class 6 contains 6524 members Mstep: Class 7 contains 663 members Mstep: Class 8 contains 14750 members Mstep: Class 10 contains 856 members Mstep: Class 11 contains 1641 members Mstep: Class 13 contains 3337 members Mstep: Class 14 contains 3114 members Mstep: Class 15 contains 951 members Mstep: Class 16 contains 7150 members Mstep: Class 17 contains 4118 members Mstep: Class 18 contains 12919 members Mstep: Class 20 contains 1719 members Mstep: Class 21 contains 4100 members Mstep: Class 22 contains 186801 members Mstep: Class 23 contains 21401 members Entering Unmasked Estep ConsiderDeletion Score: -32829580.000000 Penalty: 37294.261719 Iteration 12Q: 19 clusters Score -3.282958e+07 nChanged 12433 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 79302 members Mstep: Class 3 contains 1104 members Mstep: Class 6 contains 7684 members Mstep: Class 7 contains 668 members Mstep: Class 8 contains 14932 members Mstep: Class 10 contains 912 members Mstep: Class 11 contains 1651 members Mstep: Class 13 contains 3334 members Mstep: Class 14 contains 3044 members Mstep: Class 15 contains 938 members Mstep: Class 16 contains 6964 members Mstep: Class 17 contains 3920 members Mstep: Class 18 contains 13102 members Mstep: Class 20 contains 1800 members Mstep: Class 21 contains 3478 members Mstep: Class 22 contains 178448 members Mstep: Class 23 contains 21425 members Entering Unmasked Estep ConsiderDeletion Score: -32845916.000000 Penalty: 37294.261719 Iteration 13Q: 19 clusters Score -3.284592e+07 nChanged 14067 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 86790 members Mstep: Class 3 contains 1096 members Mstep: Class 6 contains 9298 members Mstep: Class 7 contains 671 members Mstep: Class 8 contains 17735 members Mstep: Class 10 contains 960 members Mstep: Class 11 contains 1662 members Mstep: Class 13 contains 3334 members Mstep: Class 14 contains 2968 members Mstep: Class 15 contains 939 members Mstep: Class 16 contains 6751 members Mstep: Class 17 contains 3785 members Mstep: Class 18 contains 13207 members Mstep: Class 20 contains 1889 members Mstep: Class 21 contains 2730 members Mstep: Class 22 contains 167426 members Mstep: Class 23 contains 21434 members Entering Unmasked Estep ConsiderDeletion Score: -32857066.000000 Penalty: 37294.261719 Iteration 14Q: 19 clusters Score -3.285707e+07 nChanged 15439 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 95042 members Mstep: Class 3 contains 1086 members Mstep: Class 6 contains 11388 members Mstep: Class 7 contains 670 members Mstep: Class 8 contains 20857 members Mstep: Class 10 contains 1004 members Mstep: Class 11 contains 1681 members Mstep: Class 13 contains 3334 members Mstep: Class 14 contains 2890 members Mstep: Class 15 contains 930 members Mstep: Class 16 contains 6597 members Mstep: Class 17 contains 3689 members Mstep: Class 18 contains 13439 members Mstep: Class 20 contains 1988 members Mstep: Class 21 contains 2260 members Mstep: Class 22 contains 154351 members Mstep: Class 23 contains 21442 members Entering Unmasked Estep ConsiderDeletion Score: -32867304.000000 Penalty: 37294.261719 Iteration 15Q: 19 clusters Score -3.28673e+07 nChanged 16894 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 104330 members Mstep: Class 3 contains 1107 members Mstep: Class 6 contains 13885 members Mstep: Class 7 contains 670 members Mstep: Class 8 contains 23993 members Mstep: Class 10 contains 1057 members Mstep: Class 11 contains 1707 members Mstep: Class 13 contains 3334 members Mstep: Class 14 contains 2787 members Mstep: Class 15 contains 905 members Mstep: Class 16 contains 6510 members Mstep: Class 17 contains 3606 members Mstep: Class 18 contains 13798 members Mstep: Class 20 contains 2092 members Mstep: Class 21 contains 1962 members Mstep: Class 22 contains 139444 members Mstep: Class 23 contains 21443 members Entering Unmasked Estep ConsiderDeletion Score: -32878602.000000 Penalty: 37294.261719 Iteration 16Q: 19 clusters Score -3.28786e+07 nChanged 18942 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 114734 members Mstep: Class 3 contains 1113 members Mstep: Class 6 contains 16543 members Mstep: Class 7 contains 670 members Mstep: Class 8 contains 27511 members Mstep: Class 10 contains 1115 members Mstep: Class 11 contains 1734 members Mstep: Class 13 contains 3335 members Mstep: Class 14 contains 2619 members Mstep: Class 15 contains 858 members Mstep: Class 16 contains 6452 members Mstep: Class 17 contains 3574 members Mstep: Class 18 contains 14233 members Mstep: Class 20 contains 2280 members Mstep: Class 21 contains 1776 members Mstep: Class 22 contains 122624 members Mstep: Class 23 contains 21447 members Entering Unmasked Estep ConsiderDeletion Score: -32892132.000000 Penalty: 37294.261719 Iteration 17F: 19 clusters Score -3.289213e+07 nChanged 21233 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 125846 members Mstep: Class 3 contains 1156 members Mstep: Class 6 contains 19269 members Mstep: Class 7 contains 679 members Mstep: Class 8 contains 31857 members Mstep: Class 10 contains 1182 members Mstep: Class 11 contains 1767 members Mstep: Class 13 contains 3335 members Mstep: Class 14 contains 2413 members Mstep: Class 15 contains 784 members Mstep: Class 16 contains 6464 members Mstep: Class 17 contains 3548 members Mstep: Class 18 contains 14702 members Mstep: Class 20 contains 2505 members Mstep: Class 21 contains 1656 members Mstep: Class 22 contains 104014 members Mstep: Class 23 contains 21449 members Entering Unmasked Estep ConsiderDeletion Score: -32909844.000000 Penalty: 37294.261719 Iteration 18F: 19 clusters Score -3.290984e+07 nChanged 22797 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 136771 members Mstep: Class 3 contains 1165 members Mstep: Class 6 contains 21579 members Mstep: Class 7 contains 685 members Mstep: Class 8 contains 37435 members Mstep: Class 10 contains 1284 members Mstep: Class 11 contains 1788 members Mstep: Class 13 contains 3337 members Mstep: Class 14 contains 2192 members Mstep: Class 15 contains 690 members Mstep: Class 16 contains 6501 members Mstep: Class 17 contains 3578 members Mstep: Class 18 contains 15326 members Mstep: Class 20 contains 2770 members Mstep: Class 21 contains 1583 members Mstep: Class 22 contains 84478 members Mstep: Class 23 contains 21461 members Entering Unmasked Estep ConsiderDeletion Score: -32931296.000000 Penalty: 37294.261719 Iteration 19F: 19 clusters Score -3.29313e+07 nChanged 22006 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 146115 members Mstep: Class 3 contains 1169 members Mstep: Class 6 contains 22884 members Mstep: Class 7 contains 686 members Mstep: Class 8 contains 43869 members Mstep: Class 10 contains 1424 members Mstep: Class 11 contains 1810 members Mstep: Class 13 contains 3342 members Mstep: Class 14 contains 1970 members Mstep: Class 15 contains 602 members Mstep: Class 16 contains 6575 members Mstep: Class 17 contains 3705 members Mstep: Class 18 contains 16093 members Mstep: Class 20 contains 3008 members Mstep: Class 21 contains 1533 members Mstep: Class 22 contains 66316 members Mstep: Class 23 contains 21473 members Entering Unmasked Estep ConsiderDeletion Score: -32961566.000000 Penalty: 37294.261719 Iteration 20F: 19 clusters Score -3.296157e+07 nChanged 14919 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 151033 members Mstep: Class 3 contains 1191 members Mstep: Class 6 contains 22875 members Mstep: Class 7 contains 687 members Mstep: Class 8 contains 48326 members Mstep: Class 10 contains 1577 members Mstep: Class 11 contains 1830 members Mstep: Class 13 contains 3351 members Mstep: Class 14 contains 1745 members Mstep: Class 15 contains 528 members Mstep: Class 16 contains 6743 members Mstep: Class 17 contains 3804 members Mstep: Class 18 contains 16854 members Mstep: Class 20 contains 3270 members Mstep: Class 21 contains 1512 members Mstep: Class 22 contains 55729 members Mstep: Class 23 contains 21471 members Entering Unmasked Estep ConsiderDeletion Score: -33005982.000000 Penalty: 37294.261719 Iteration 21Q: 19 clusters Score -3.300598e+07 nChanged 9438 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 151512 members Mstep: Class 3 contains 1240 members Mstep: Class 6 contains 22013 members Mstep: Class 7 contains 687 members Mstep: Class 8 contains 44503 members Mstep: Class 10 contains 1749 members Mstep: Class 11 contains 1849 members Mstep: Class 13 contains 3360 members Mstep: Class 14 contains 1518 members Mstep: Class 15 contains 473 members Mstep: Class 16 contains 6920 members Mstep: Class 17 contains 3764 members Mstep: Class 18 contains 17545 members Mstep: Class 20 contains 3503 members Mstep: Class 21 contains 1498 members Mstep: Class 22 contains 58888 members Mstep: Class 23 contains 21473 members Entering Unmasked Estep ConsiderDeletion Deleting Class 21. Lose 2046.979492 but Gain 2071.906250 Score: -33014006.000000 Penalty: 35222.355469 Iteration 22Q: 18 clusters Score -3.301401e+07 nChanged 10123 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 151962 members Mstep: Class 3 contains 1246 members Mstep: Class 6 contains 21114 members Mstep: Class 7 contains 690 members Mstep: Class 8 contains 40419 members Mstep: Class 10 contains 1900 members Mstep: Class 11 contains 1859 members Mstep: Class 13 contains 3366 members Mstep: Class 14 contains 1363 members Mstep: Class 15 contains 445 members Mstep: Class 16 contains 7058 members Mstep: Class 17 contains 3742 members Mstep: Class 18 contains 19037 members Mstep: Class 20 contains 3670 members Mstep: Class 22 contains 63122 members Mstep: Class 23 contains 21477 members Entering Unmasked Estep ConsiderDeletion Score: -33020170.000000 Penalty: 35222.355469 Iteration 23Q: 18 clusters Score -3.302017e+07 nChanged 7855 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 152241 members Mstep: Class 3 contains 1165 members Mstep: Class 6 contains 20238 members Mstep: Class 7 contains 692 members Mstep: Class 8 contains 36171 members Mstep: Class 10 contains 2074 members Mstep: Class 11 contains 1862 members Mstep: Class 13 contains 3381 members Mstep: Class 14 contains 1261 members Mstep: Class 15 contains 427 members Mstep: Class 16 contains 7147 members Mstep: Class 17 contains 3726 members Mstep: Class 18 contains 19375 members Mstep: Class 20 contains 3756 members Mstep: Class 22 contains 67477 members Mstep: Class 23 contains 21468 members Entering Unmasked Estep ConsiderDeletion Score: -33023908.000000 Penalty: 35222.355469 Iteration 24Q: 18 clusters Score -3.302391e+07 nChanged 7214 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 152675 members Mstep: Class 3 contains 1101 members Mstep: Class 6 contains 19288 members Mstep: Class 7 contains 694 members Mstep: Class 8 contains 32102 members Mstep: Class 10 contains 2255 members Mstep: Class 11 contains 1865 members Mstep: Class 13 contains 3393 members Mstep: Class 14 contains 1204 members Mstep: Class 15 contains 428 members Mstep: Class 16 contains 7205 members Mstep: Class 17 contains 3703 members Mstep: Class 18 contains 19573 members Mstep: Class 20 contains 3793 members Mstep: Class 22 contains 71730 members Mstep: Class 23 contains 21471 members Entering Unmasked Estep ConsiderDeletion Score: -33027404.000000 Penalty: 35222.355469 Iteration 25Q: 18 clusters Score -3.30274e+07 nChanged 6318 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 153213 members Mstep: Class 3 contains 1053 members Mstep: Class 6 contains 18312 members Mstep: Class 7 contains 694 members Mstep: Class 8 contains 28464 members Mstep: Class 10 contains 2380 members Mstep: Class 11 contains 1868 members Mstep: Class 13 contains 3402 members Mstep: Class 14 contains 1182 members Mstep: Class 15 contains 424 members Mstep: Class 16 contains 7253 members Mstep: Class 17 contains 3687 members Mstep: Class 18 contains 19706 members Mstep: Class 20 contains 3812 members Mstep: Class 22 contains 75573 members Mstep: Class 23 contains 21476 members Entering Unmasked Estep ConsiderDeletion Score: -33030308.000000 Penalty: 35222.355469 Iteration 26Q: 18 clusters Score -3.303031e+07 nChanged 5624 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 153772 members Mstep: Class 3 contains 1026 members Mstep: Class 6 contains 17305 members Mstep: Class 7 contains 696 members Mstep: Class 8 contains 25258 members Mstep: Class 10 contains 2481 members Mstep: Class 11 contains 1869 members Mstep: Class 13 contains 3406 members Mstep: Class 14 contains 1166 members Mstep: Class 15 contains 427 members Mstep: Class 16 contains 7298 members Mstep: Class 17 contains 3682 members Mstep: Class 18 contains 19845 members Mstep: Class 20 contains 3819 members Mstep: Class 22 contains 78985 members Mstep: Class 23 contains 21475 members Entering Unmasked Estep ConsiderDeletion Score: -33032336.000000 Penalty: 35222.355469 Iteration 27Q: 18 clusters Score -3.303234e+07 nChanged 4766 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 154393 members Mstep: Class 3 contains 1016 members Mstep: Class 6 contains 16288 members Mstep: Class 7 contains 698 members Mstep: Class 8 contains 22709 members Mstep: Class 10 contains 2551 members Mstep: Class 11 contains 1863 members Mstep: Class 13 contains 3408 members Mstep: Class 14 contains 1149 members Mstep: Class 15 contains 429 members Mstep: Class 16 contains 7308 members Mstep: Class 17 contains 3676 members Mstep: Class 18 contains 20013 members Mstep: Class 20 contains 3827 members Mstep: Class 22 contains 81704 members Mstep: Class 23 contains 21481 members Entering Unmasked Estep ConsiderDeletion Score: -33034310.000000 Penalty: 35222.355469 Iteration 28Q: 18 clusters Score -3.303431e+07 nChanged 4120 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 155006 members Mstep: Class 3 contains 1043 members Mstep: Class 6 contains 15293 members Mstep: Class 7 contains 701 members Mstep: Class 8 contains 20653 members Mstep: Class 10 contains 2600 members Mstep: Class 11 contains 1858 members Mstep: Class 13 contains 3408 members Mstep: Class 14 contains 1133 members Mstep: Class 15 contains 430 members Mstep: Class 16 contains 7274 members Mstep: Class 17 contains 3671 members Mstep: Class 18 contains 20233 members Mstep: Class 20 contains 3833 members Mstep: Class 22 contains 83892 members Mstep: Class 23 contains 21482 members Entering Unmasked Estep ConsiderDeletion Score: -33035634.000000 Penalty: 35222.355469 Iteration 29Q: 18 clusters Score -3.303563e+07 nChanged 3662 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 155549 members Mstep: Class 3 contains 1070 members Mstep: Class 6 contains 14341 members Mstep: Class 7 contains 703 members Mstep: Class 8 contains 19085 members Mstep: Class 10 contains 2655 members Mstep: Class 11 contains 1851 members Mstep: Class 13 contains 3408 members Mstep: Class 14 contains 1094 members Mstep: Class 15 contains 434 members Mstep: Class 16 contains 7159 members Mstep: Class 17 contains 3668 members Mstep: Class 18 contains 20542 members Mstep: Class 20 contains 3841 members Mstep: Class 22 contains 85602 members Mstep: Class 23 contains 21487 members Entering Unmasked Estep ConsiderDeletion Score: -33037014.000000 Penalty: 35222.355469 Iteration 30Q: 18 clusters Score -3.303701e+07 nChanged 3228 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 155975 members Mstep: Class 3 contains 1146 members Mstep: Class 6 contains 13494 members Mstep: Class 7 contains 706 members Mstep: Class 8 contains 17929 members Mstep: Class 10 contains 2699 members Mstep: Class 11 contains 1845 members Mstep: Class 13 contains 3408 members Mstep: Class 14 contains 1056 members Mstep: Class 15 contains 436 members Mstep: Class 16 contains 6994 members Mstep: Class 17 contains 3663 members Mstep: Class 18 contains 20891 members Mstep: Class 20 contains 3851 members Mstep: Class 22 contains 86898 members Mstep: Class 23 contains 21479 members Entering Unmasked Estep ConsiderDeletion Score: -33038646.000000 Penalty: 35222.355469 Iteration 31Q: 18 clusters Score -3.303865e+07 nChanged 3168 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 156340 members Mstep: Class 3 contains 1294 members Mstep: Class 6 contains 12652 members Mstep: Class 7 contains 712 members Mstep: Class 8 contains 17021 members Mstep: Class 10 contains 2714 members Mstep: Class 11 contains 1836 members Mstep: Class 13 contains 3408 members Mstep: Class 14 contains 1022 members Mstep: Class 15 contains 444 members Mstep: Class 16 contains 6766 members Mstep: Class 17 contains 3662 members Mstep: Class 18 contains 21291 members Mstep: Class 20 contains 3863 members Mstep: Class 22 contains 87945 members Mstep: Class 23 contains 21475 members Entering Unmasked Estep ConsiderDeletion Score: -33040464.000000 Penalty: 35222.355469 Iteration 32Q: 18 clusters Score -3.304046e+07 nChanged 3133 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 156584 members Mstep: Class 3 contains 1545 members Mstep: Class 6 contains 11852 members Mstep: Class 7 contains 719 members Mstep: Class 8 contains 16331 members Mstep: Class 10 contains 2711 members Mstep: Class 11 contains 1824 members Mstep: Class 13 contains 3408 members Mstep: Class 14 contains 998 members Mstep: Class 15 contains 450 members Mstep: Class 16 contains 6445 members Mstep: Class 17 contains 3660 members Mstep: Class 18 contains 21833 members Mstep: Class 20 contains 3875 members Mstep: Class 22 contains 88731 members Mstep: Class 23 contains 21462 members Entering Unmasked Estep ConsiderDeletion Score: -33042868.000000 Penalty: 35222.355469 Iteration 33Q: 18 clusters Score -3.304287e+07 nChanged 3126 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 156790 members Mstep: Class 3 contains 1799 members Mstep: Class 6 contains 11032 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 15810 members Mstep: Class 10 contains 2700 members Mstep: Class 11 contains 1806 members Mstep: Class 13 contains 3408 members Mstep: Class 14 contains 993 members Mstep: Class 15 contains 455 members Mstep: Class 16 contains 5994 members Mstep: Class 17 contains 3653 members Mstep: Class 18 contains 22604 members Mstep: Class 20 contains 3876 members Mstep: Class 22 contains 89322 members Mstep: Class 23 contains 21454 members Entering Unmasked Estep ConsiderDeletion Score: -33045188.000000 Penalty: 35222.355469 Iteration 34Q: 18 clusters Score -3.304519e+07 nChanged 3097 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 156990 members Mstep: Class 3 contains 2061 members Mstep: Class 6 contains 10177 members Mstep: Class 7 contains 747 members Mstep: Class 8 contains 15422 members Mstep: Class 10 contains 2673 members Mstep: Class 11 contains 1791 members Mstep: Class 13 contains 3408 members Mstep: Class 14 contains 980 members Mstep: Class 15 contains 446 members Mstep: Class 16 contains 5457 members Mstep: Class 17 contains 3648 members Mstep: Class 18 contains 23551 members Mstep: Class 20 contains 3879 members Mstep: Class 22 contains 89741 members Mstep: Class 23 contains 21439 members Entering Unmasked Estep ConsiderDeletion Score: -33047294.000000 Penalty: 35222.355469 Iteration 35Q: 18 clusters Score -3.304729e+07 nChanged 3089 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 157058 members Mstep: Class 3 contains 2358 members Mstep: Class 6 contains 9336 members Mstep: Class 7 contains 757 members Mstep: Class 8 contains 15136 members Mstep: Class 10 contains 2663 members Mstep: Class 11 contains 1765 members Mstep: Class 13 contains 3408 members Mstep: Class 14 contains 970 members Mstep: Class 15 contains 447 members Mstep: Class 16 contains 4840 members Mstep: Class 17 contains 3647 members Mstep: Class 18 contains 24687 members Mstep: Class 20 contains 3884 members Mstep: Class 22 contains 90024 members Mstep: Class 23 contains 21424 members Entering Unmasked Estep ConsiderDeletion Score: -33049252.000000 Penalty: 35222.355469 Iteration 36Q: 18 clusters Score -3.304925e+07 nChanged 3018 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 156996 members Mstep: Class 3 contains 2639 members Mstep: Class 6 contains 8554 members Mstep: Class 7 contains 767 members Mstep: Class 8 contains 14934 members Mstep: Class 10 contains 2663 members Mstep: Class 11 contains 1743 members Mstep: Class 13 contains 3408 members Mstep: Class 14 contains 959 members Mstep: Class 15 contains 444 members Mstep: Class 16 contains 4229 members Mstep: Class 17 contains 3646 members Mstep: Class 18 contains 25900 members Mstep: Class 20 contains 3890 members Mstep: Class 22 contains 90213 members Mstep: Class 23 contains 21420 members Entering Unmasked Estep ConsiderDeletion Score: -33050648.000000 Penalty: 35222.355469 Iteration 37Q: 18 clusters Score -3.305065e+07 nChanged 2904 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 156854 members Mstep: Class 3 contains 2919 members Mstep: Class 6 contains 7783 members Mstep: Class 7 contains 773 members Mstep: Class 8 contains 14812 members Mstep: Class 10 contains 2680 members Mstep: Class 11 contains 1721 members Mstep: Class 13 contains 3408 members Mstep: Class 14 contains 944 members Mstep: Class 15 contains 452 members Mstep: Class 16 contains 3640 members Mstep: Class 17 contains 3650 members Mstep: Class 18 contains 27141 members Mstep: Class 20 contains 3902 members Mstep: Class 22 contains 90312 members Mstep: Class 23 contains 21411 members Entering Unmasked Estep ConsiderDeletion Score: -33051926.000000 Penalty: 35222.355469 Iteration 38Q: 18 clusters Score -3.305193e+07 nChanged 2784 Entering ConstructFrom: Score: -33051926.000000 Penalty: 35222.355469 Entering ConstructFrom: Trying to split cluster 1 (2188 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Entering Unmasked Estep Score: -194752.281250 Penalty: 1249.745728 Iteration 0F: 2 clusters Score -194752.3 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 1092 members Entering Unmasked Estep Score: -192570.062500 Penalty: 2499.491455 Iteration 0F: 3 clusters Score -192570.1 nChanged 812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -193261.156250 Penalty: 2499.491455 Iteration 1F: 3 clusters Score -193261.2 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -193598.765625 Penalty: 2499.491455 Iteration 2F: 3 clusters Score -193598.8 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -193844.750000 Penalty: 2499.491455 Iteration 3F: 3 clusters Score -193844.8 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -194144.437500 Penalty: 2499.491455 Iteration 4F: 3 clusters Score -194144.4 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -194337.265625 Penalty: 2499.491455 Iteration 5F: 3 clusters Score -194337.3 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -194452.796875 Penalty: 2499.491455 Iteration 6Q: 3 clusters Score -194452.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -194533.078125 Penalty: 2499.491455 Iteration 7Q: 3 clusters Score -194533.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -194580.687500 Penalty: 2499.491455 Iteration 8Q: 3 clusters Score -194580.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -194619.578125 Penalty: 2499.491455 Iteration 9Q: 3 clusters Score -194619.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -194637.750000 Penalty: 2499.491455 Iteration 10Q: 3 clusters Score -194637.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -194650.125000 Penalty: 2499.491455 Iteration 11Q: 3 clusters Score -194650.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -194661.140625 Penalty: 2499.491455 Iteration 12Q: 3 clusters Score -194661.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -194672.265625 Penalty: 2499.491455 Iteration 13Q: 3 clusters Score -194672.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -194675.500000 Penalty: 2499.491455 Iteration 14Q: 3 clusters Score -194675.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -194679.937500 Penalty: 2499.491455 Iteration 15Q: 3 clusters Score -194679.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -194682.734375 Penalty: 2499.491455 Iteration 16Q: 3 clusters Score -194682.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -194685.031250 Penalty: 2499.491455 Iteration 17Q: 3 clusters Score -194685 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -194686.203125 Penalty: 2499.491455 Iteration 18Q: 3 clusters Score -194686.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -194687.500000 Penalty: 2499.491455 Iteration 19Q: 3 clusters Score -194687.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -194687.593750 Penalty: 2499.491455 Iteration 20F: 3 clusters Score -194687.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (156714 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156714 members Entering Unmasked Estep Score: -15467263.000000 Penalty: 1943.854004 Iteration 0F: 2 clusters Score -1.546726e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78427 members Mstep: Class 2 contains 78287 members Entering Unmasked Estep Score: -15362610.000000 Penalty: 3887.708008 Iteration 0F: 3 clusters Score -1.536261e+07 nChanged 75626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78733 members Mstep: Class 2 contains 77981 members Entering Unmasked Estep Score: -15408409.000000 Penalty: 3887.708008 Iteration 1F: 3 clusters Score -1.540841e+07 nChanged 6143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78500 members Mstep: Class 2 contains 78214 members Entering Unmasked Estep Score: -15410896.000000 Penalty: 3887.708008 Iteration 2Q: 3 clusters Score -1.54109e+07 nChanged 7303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78071 members Mstep: Class 2 contains 78643 members Entering Unmasked Estep Score: -15414284.000000 Penalty: 3887.708008 Iteration 3Q: 3 clusters Score -1.541428e+07 nChanged 8480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77043 members Mstep: Class 2 contains 79671 members Entering Unmasked Estep Score: -15418829.000000 Penalty: 3887.708008 Iteration 4F: 3 clusters Score -1.541883e+07 nChanged 9338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75233 members Mstep: Class 2 contains 81481 members Entering Unmasked Estep Score: -15423870.000000 Penalty: 3887.708008 Iteration 5F: 3 clusters Score -1.542387e+07 nChanged 9963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72192 members Mstep: Class 2 contains 84522 members Entering Unmasked Estep Score: -15429640.000000 Penalty: 3887.708008 Iteration 6F: 3 clusters Score -1.542964e+07 nChanged 10036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67976 members Mstep: Class 2 contains 88738 members Entering Unmasked Estep Score: -15435632.000000 Penalty: 3887.708008 Iteration 7F: 3 clusters Score -1.543563e+07 nChanged 9175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62967 members Mstep: Class 2 contains 93747 members Entering Unmasked Estep Score: -15441791.000000 Penalty: 3887.708008 Iteration 8F: 3 clusters Score -1.544179e+07 nChanged 8067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57724 members Mstep: Class 2 contains 98990 members Entering Unmasked Estep Score: -15447582.000000 Penalty: 3887.708008 Iteration 9F: 3 clusters Score -1.544758e+07 nChanged 6597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52895 members Mstep: Class 2 contains 103819 members Entering Unmasked Estep Score: -15452105.000000 Penalty: 3887.708008 Iteration 10Q: 3 clusters Score -1.54521e+07 nChanged 5390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48535 members Mstep: Class 2 contains 108179 members Entering Unmasked Estep Score: -15455559.000000 Penalty: 3887.708008 Iteration 11Q: 3 clusters Score -1.545556e+07 nChanged 4513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44730 members Mstep: Class 2 contains 111984 members Entering Unmasked Estep Score: -15458090.000000 Penalty: 3887.708008 Iteration 12Q: 3 clusters Score -1.545809e+07 nChanged 3887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41439 members Mstep: Class 2 contains 115275 members Entering Unmasked Estep Score: -15460059.000000 Penalty: 3887.708008 Iteration 13Q: 3 clusters Score -1.546006e+07 nChanged 3277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38714 members Mstep: Class 2 contains 118000 members Entering Unmasked Estep Score: -15461517.000000 Penalty: 3887.708008 Iteration 14Q: 3 clusters Score -1.546152e+07 nChanged 2699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36513 members Mstep: Class 2 contains 120201 members Entering Unmasked Estep Score: -15462648.000000 Penalty: 3887.708008 Iteration 15Q: 3 clusters Score -1.546265e+07 nChanged 2323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34610 members Mstep: Class 2 contains 122104 members Entering Unmasked Estep Score: -15463429.000000 Penalty: 3887.708008 Iteration 16Q: 3 clusters Score -1.546343e+07 nChanged 1931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33057 members Mstep: Class 2 contains 123657 members Entering Unmasked Estep Score: -15464058.000000 Penalty: 3887.708008 Iteration 17Q: 3 clusters Score -1.546406e+07 nChanged 1626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31793 members Mstep: Class 2 contains 124921 members Entering Unmasked Estep Score: -15464645.000000 Penalty: 3887.708008 Iteration 18Q: 3 clusters Score -1.546464e+07 nChanged 1361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30722 members Mstep: Class 2 contains 125992 members Entering Unmasked Estep Score: -15464961.000000 Penalty: 3887.708008 Iteration 19Q: 3 clusters Score -1.546496e+07 nChanged 1104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29826 members Mstep: Class 2 contains 126888 members Entering Unmasked Estep Score: -15465262.000000 Penalty: 3887.708008 Iteration 20F: 3 clusters Score -1.546526e+07 nChanged 989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29029 members Mstep: Class 2 contains 127685 members Entering Unmasked Estep Score: -15465508.000000 Penalty: 3887.708008 Iteration 21Q: 3 clusters Score -1.546551e+07 nChanged 843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28340 members Mstep: Class 2 contains 128374 members Entering Unmasked Estep Score: -15465670.000000 Penalty: 3887.708008 Iteration 22Q: 3 clusters Score -1.546567e+07 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27739 members Mstep: Class 2 contains 128975 members Entering Unmasked Estep Score: -15465822.000000 Penalty: 3887.708008 Iteration 23Q: 3 clusters Score -1.546582e+07 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27187 members Mstep: Class 2 contains 129527 members Entering Unmasked Estep Score: -15465911.000000 Penalty: 3887.708008 Iteration 24Q: 3 clusters Score -1.546591e+07 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26701 members Mstep: Class 2 contains 130013 members Entering Unmasked Estep Score: -15465932.000000 Penalty: 3887.708008 Iteration 25Q: 3 clusters Score -1.546593e+07 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26279 members Mstep: Class 2 contains 130435 members Entering Unmasked Estep Score: -15465963.000000 Penalty: 3887.708008 Iteration 26Q: 3 clusters Score -1.546596e+07 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25899 members Mstep: Class 2 contains 130815 members Entering Unmasked Estep Score: -15465987.000000 Penalty: 3887.708008 Iteration 27Q: 3 clusters Score -1.546599e+07 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25570 members Mstep: Class 2 contains 131144 members Entering Unmasked Estep Score: -15466007.000000 Penalty: 3887.708008 Iteration 28Q: 3 clusters Score -1.546601e+07 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25297 members Mstep: Class 2 contains 131417 members Entering Unmasked Estep Score: -15466054.000000 Penalty: 3887.708008 Iteration 29Q: 3 clusters Score -1.546605e+07 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25033 members Mstep: Class 2 contains 131681 members Entering Unmasked Estep Score: -15466087.000000 Penalty: 3887.708008 Iteration 30Q: 3 clusters Score -1.546609e+07 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24807 members Mstep: Class 2 contains 131907 members Entering Unmasked Estep Score: -15466115.000000 Penalty: 3887.708008 Iteration 31Q: 3 clusters Score -1.546612e+07 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24618 members Mstep: Class 2 contains 132096 members Entering Unmasked Estep Score: -15466094.000000 Penalty: 3887.708008 Iteration 32Q: 3 clusters Score -1.546609e+07 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24474 members Mstep: Class 2 contains 132240 members Entering Unmasked Estep Score: -15466116.000000 Penalty: 3887.708008 Iteration 33Q: 3 clusters Score -1.546612e+07 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24316 members Mstep: Class 2 contains 132398 members Entering Unmasked Estep Score: -15466120.000000 Penalty: 3887.708008 Iteration 34Q: 3 clusters Score -1.546612e+07 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24168 members Mstep: Class 2 contains 132546 members Entering Unmasked Estep Score: -15466152.000000 Penalty: 3887.708008 Iteration 35Q: 3 clusters Score -1.546615e+07 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24032 members Mstep: Class 2 contains 132682 members Entering Unmasked Estep Score: -15466172.000000 Penalty: 3887.708008 Iteration 36Q: 3 clusters Score -1.546617e+07 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23877 members Mstep: Class 2 contains 132837 members Entering Unmasked Estep Score: -15466200.000000 Penalty: 3887.708008 Iteration 37Q: 3 clusters Score -1.54662e+07 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23739 members Mstep: Class 2 contains 132975 members Entering Unmasked Estep Score: -15466205.000000 Penalty: 3887.708008 Iteration 38Q: 3 clusters Score -1.54662e+07 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23597 members Mstep: Class 2 contains 133117 members Entering Unmasked Estep Score: -15466209.000000 Penalty: 3887.708008 Iteration 39Q: 3 clusters Score -1.546621e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23477 members Mstep: Class 2 contains 133237 members Entering Unmasked Estep Score: -15466193.000000 Penalty: 3887.708008 Iteration 40F: 3 clusters Score -1.546619e+07 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23360 members Mstep: Class 2 contains 133354 members Entering Unmasked Estep Score: -15466197.000000 Penalty: 3887.708008 Iteration 41Q: 3 clusters Score -1.54662e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23265 members Mstep: Class 2 contains 133449 members Entering Unmasked Estep Score: -15466175.000000 Penalty: 3887.708008 Iteration 42Q: 3 clusters Score -1.546618e+07 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23161 members Mstep: Class 2 contains 133553 members Entering Unmasked Estep Score: -15466171.000000 Penalty: 3887.708008 Iteration 43Q: 3 clusters Score -1.546617e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23077 members Mstep: Class 2 contains 133637 members Entering Unmasked Estep Score: -15466205.000000 Penalty: 3887.708008 Iteration 44Q: 3 clusters Score -1.54662e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23001 members Mstep: Class 2 contains 133713 members Entering Unmasked Estep Score: -15466191.000000 Penalty: 3887.708008 Iteration 45Q: 3 clusters Score -1.546619e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22936 members Mstep: Class 2 contains 133778 members Entering Unmasked Estep Score: -15466200.000000 Penalty: 3887.708008 Iteration 46Q: 3 clusters Score -1.54662e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22880 members Mstep: Class 2 contains 133834 members Entering Unmasked Estep Score: -15466192.000000 Penalty: 3887.708008 Iteration 47Q: 3 clusters Score -1.546619e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22824 members Mstep: Class 2 contains 133890 members Entering Unmasked Estep Score: -15466170.000000 Penalty: 3887.708008 Iteration 48Q: 3 clusters Score -1.546617e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22774 members Mstep: Class 2 contains 133940 members Entering Unmasked Estep Score: -15466189.000000 Penalty: 3887.708008 Iteration 49Q: 3 clusters Score -1.546619e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22729 members Mstep: Class 2 contains 133985 members Entering Unmasked Estep Score: -15466219.000000 Penalty: 3887.708008 Iteration 50Q: 3 clusters Score -1.546622e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22690 members Mstep: Class 2 contains 134024 members Entering Unmasked Estep Score: -15466219.000000 Penalty: 3887.708008 Iteration 51Q: 3 clusters Score -1.546622e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22660 members Mstep: Class 2 contains 134054 members Entering Unmasked Estep Score: -15466230.000000 Penalty: 3887.708008 Iteration 52Q: 3 clusters Score -1.546623e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22614 members Mstep: Class 2 contains 134100 members Entering Unmasked Estep Score: -15466208.000000 Penalty: 3887.708008 Iteration 53Q: 3 clusters Score -1.546621e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22569 members Mstep: Class 2 contains 134145 members Entering Unmasked Estep Score: -15466208.000000 Penalty: 3887.708008 Iteration 54Q: 3 clusters Score -1.546621e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22532 members Mstep: Class 2 contains 134182 members Entering Unmasked Estep Score: -15466202.000000 Penalty: 3887.708008 Iteration 55Q: 3 clusters Score -1.54662e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22492 members Mstep: Class 2 contains 134222 members Entering Unmasked Estep Score: -15466191.000000 Penalty: 3887.708008 Iteration 56Q: 3 clusters Score -1.546619e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22461 members Mstep: Class 2 contains 134253 members Entering Unmasked Estep Score: -15466203.000000 Penalty: 3887.708008 Iteration 57Q: 3 clusters Score -1.54662e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22429 members Mstep: Class 2 contains 134285 members Entering Unmasked Estep Score: -15466213.000000 Penalty: 3887.708008 Iteration 58Q: 3 clusters Score -1.546621e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22395 members Mstep: Class 2 contains 134319 members Entering Unmasked Estep Score: -15466191.000000 Penalty: 3887.708008 Iteration 59Q: 3 clusters Score -1.546619e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22366 members Mstep: Class 2 contains 134348 members Entering Unmasked Estep Score: -15466171.000000 Penalty: 3887.708008 Iteration 60F: 3 clusters Score -1.546617e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22339 members Mstep: Class 2 contains 134375 members Entering Unmasked Estep Score: -15466176.000000 Penalty: 3887.708008 Iteration 61Q: 3 clusters Score -1.546618e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22328 members Mstep: Class 2 contains 134386 members Entering Unmasked Estep Score: -15466158.000000 Penalty: 3887.708008 Iteration 62Q: 3 clusters Score -1.546616e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22316 members Mstep: Class 2 contains 134398 members Entering Unmasked Estep Score: -15466168.000000 Penalty: 3887.708008 Iteration 63Q: 3 clusters Score -1.546617e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22306 members Mstep: Class 2 contains 134408 members Entering Unmasked Estep Score: -15466169.000000 Penalty: 3887.708008 Iteration 64Q: 3 clusters Score -1.546617e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22301 members Mstep: Class 2 contains 134413 members Entering Unmasked Estep Score: -15466159.000000 Penalty: 3887.708008 Iteration 65Q: 3 clusters Score -1.546616e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22294 members Mstep: Class 2 contains 134420 members Entering Unmasked Estep Score: -15466153.000000 Penalty: 3887.708008 Iteration 66Q: 3 clusters Score -1.546615e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22290 members Mstep: Class 2 contains 134424 members Entering Unmasked Estep Score: -15466154.000000 Penalty: 3887.708008 Iteration 67Q: 3 clusters Score -1.546615e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22283 members Mstep: Class 2 contains 134431 members Entering Unmasked Estep Score: -15466156.000000 Penalty: 3887.708008 Iteration 68Q: 3 clusters Score -1.546616e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22277 members Mstep: Class 2 contains 134437 members Entering Unmasked Estep Score: -15466155.000000 Penalty: 3887.708008 Iteration 69Q: 3 clusters Score -1.546616e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22273 members Mstep: Class 2 contains 134441 members Entering Unmasked Estep Score: -15466167.000000 Penalty: 3887.708008 Iteration 70Q: 3 clusters Score -1.546617e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22272 members Mstep: Class 2 contains 134442 members Entering Unmasked Estep Score: -15466160.000000 Penalty: 3887.708008 Iteration 71Q: 3 clusters Score -1.546616e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22270 members Mstep: Class 2 contains 134444 members Entering Unmasked Estep Score: -15466167.000000 Penalty: 3887.708008 Iteration 72Q: 3 clusters Score -1.546617e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22268 members Mstep: Class 2 contains 134446 members Entering Unmasked Estep Score: -15466171.000000 Penalty: 3887.708008 Iteration 73Q: 3 clusters Score -1.546617e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22266 members Mstep: Class 2 contains 134448 members Entering Unmasked Estep Score: -15466176.000000 Penalty: 3887.708008 Iteration 74Q: 3 clusters Score -1.546618e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22264 members Mstep: Class 2 contains 134450 members Entering Unmasked Estep Score: -15466165.000000 Penalty: 3887.708008 Iteration 75Q: 3 clusters Score -1.546616e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22262 members Mstep: Class 2 contains 134452 members Entering Unmasked Estep Score: -15466165.000000 Penalty: 3887.708008 Iteration 76Q: 3 clusters Score -1.546616e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22262 members Mstep: Class 2 contains 134452 members Entering Unmasked Estep Score: -15466163.000000 Penalty: 3887.708008 Iteration 77Q: 3 clusters Score -1.546616e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22262 members Mstep: Class 2 contains 134452 members Entering Unmasked Estep Score: -15466163.000000 Penalty: 3887.708008 Iteration 78F: 3 clusters Score -1.546616e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (3212 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3212 members Entering Unmasked Estep Score: -276690.968750 Penalty: 1312.130493 Iteration 0F: 2 clusters Score -276691 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -273835.343750 Penalty: 2624.260986 Iteration 0F: 3 clusters Score -273835.3 nChanged 1218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -274568.437500 Penalty: 2624.260986 Iteration 1F: 3 clusters Score -274568.4 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -274775.468750 Penalty: 2624.260986 Iteration 2F: 3 clusters Score -274775.5 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -275038.875000 Penalty: 2624.260986 Iteration 3F: 3 clusters Score -275038.9 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -275352.031250 Penalty: 2624.260986 Iteration 4F: 3 clusters Score -275352 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -275752.312500 Penalty: 2624.260986 Iteration 5F: 3 clusters Score -275752.3 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -276236.906250 Penalty: 2624.260986 Iteration 6F: 3 clusters Score -276236.9 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -276644.375000 Penalty: 2624.260986 Iteration 7F: 3 clusters Score -276644.4 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -276933.125000 Penalty: 2624.260986 Iteration 8F: 3 clusters Score -276933.1 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -277114.750000 Penalty: 2624.260986 Iteration 9Q: 3 clusters Score -277114.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -277193.781250 Penalty: 2624.260986 Iteration 10Q: 3 clusters Score -277193.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -277224.468750 Penalty: 2624.260986 Iteration 11Q: 3 clusters Score -277224.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -277237.468750 Penalty: 2624.260986 Iteration 12Q: 3 clusters Score -277237.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -277243.687500 Penalty: 2624.260986 Iteration 13Q: 3 clusters Score -277243.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -277246.875000 Penalty: 2624.260986 Iteration 14Q: 3 clusters Score -277246.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -277248.531250 Penalty: 2624.260986 Iteration 15Q: 3 clusters Score -277248.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -277248.593750 Penalty: 2624.260986 Iteration 16Q: 3 clusters Score -277248.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -277248.593750 Penalty: 2624.260986 Iteration 17F: 3 clusters Score -277248.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 156714 members Mstep: Class 3 contains 2309 members Mstep: Class 4 contains 903 members Mstep: Class 6 contains 7045 members Mstep: Class 7 contains 773 members Mstep: Class 8 contains 14690 members Mstep: Class 10 contains 2700 members Mstep: Class 11 contains 1692 members Mstep: Class 13 contains 3408 members Mstep: Class 14 contains 939 members Mstep: Class 15 contains 467 members Mstep: Class 16 contains 3092 members Mstep: Class 17 contains 3651 members Mstep: Class 18 contains 28307 members Mstep: Class 20 contains 3906 members Mstep: Class 22 contains 90395 members Mstep: Class 23 contains 21407 members Entering Unmasked Estep Score: -33052288.000000 Penalty: 37294.261719 Splitting cluster 3 changes total score from -33051926.000000 to -33052288.000000 So it's getting split into cluster 4. Entering ConstructFrom: Trying to split cluster 6 (7045 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7045 members Entering Unmasked Estep Score: -756581.687500 Penalty: 1439.761841 Iteration 0F: 2 clusters Score -756581.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3527 members Mstep: Class 2 contains 3518 members Entering Unmasked Estep Score: -751296.437500 Penalty: 2879.523682 Iteration 0F: 3 clusters Score -751296.4 nChanged 2968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3545 members Mstep: Class 2 contains 3500 members Entering Unmasked Estep Score: -752838.562500 Penalty: 2879.523682 Iteration 1F: 3 clusters Score -752838.6 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3534 members Mstep: Class 2 contains 3511 members Entering Unmasked Estep Score: -752999.812500 Penalty: 2879.523682 Iteration 2F: 3 clusters Score -752999.8 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3507 members Mstep: Class 2 contains 3538 members Entering Unmasked Estep Score: -753087.375000 Penalty: 2879.523682 Iteration 3Q: 3 clusters Score -753087.4 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3483 members Mstep: Class 2 contains 3562 members Entering Unmasked Estep Score: -753149.937500 Penalty: 2879.523682 Iteration 4Q: 3 clusters Score -753149.9 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3461 members Mstep: Class 2 contains 3584 members Entering Unmasked Estep Score: -753196.687500 Penalty: 2879.523682 Iteration 5Q: 3 clusters Score -753196.7 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3451 members Mstep: Class 2 contains 3594 members Entering Unmasked Estep Score: -753234.500000 Penalty: 2879.523682 Iteration 6Q: 3 clusters Score -753234.5 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3452 members Mstep: Class 2 contains 3593 members Entering Unmasked Estep Score: -753269.750000 Penalty: 2879.523682 Iteration 7Q: 3 clusters Score -753269.8 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3439 members Mstep: Class 2 contains 3606 members Entering Unmasked Estep Score: -753301.000000 Penalty: 2879.523682 Iteration 8Q: 3 clusters Score -753301 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3415 members Mstep: Class 2 contains 3630 members Entering Unmasked Estep Score: -753327.312500 Penalty: 2879.523682 Iteration 9Q: 3 clusters Score -753327.3 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3401 members Mstep: Class 2 contains 3644 members Entering Unmasked Estep Score: -753345.062500 Penalty: 2879.523682 Iteration 10Q: 3 clusters Score -753345.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3388 members Mstep: Class 2 contains 3657 members Entering Unmasked Estep Score: -753359.062500 Penalty: 2879.523682 Iteration 11Q: 3 clusters Score -753359.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3380 members Mstep: Class 2 contains 3665 members Entering Unmasked Estep Score: -753375.500000 Penalty: 2879.523682 Iteration 12Q: 3 clusters Score -753375.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3376 members Mstep: Class 2 contains 3669 members Entering Unmasked Estep Score: -753390.000000 Penalty: 2879.523682 Iteration 13Q: 3 clusters Score -753390 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3369 members Mstep: Class 2 contains 3676 members Entering Unmasked Estep Score: -753401.062500 Penalty: 2879.523682 Iteration 14Q: 3 clusters Score -753401.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3371 members Mstep: Class 2 contains 3674 members Entering Unmasked Estep Score: -753414.562500 Penalty: 2879.523682 Iteration 15Q: 3 clusters Score -753414.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3356 members Mstep: Class 2 contains 3689 members Entering Unmasked Estep Score: -753420.062500 Penalty: 2879.523682 Iteration 16Q: 3 clusters Score -753420.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3349 members Mstep: Class 2 contains 3696 members Entering Unmasked Estep Score: -753429.437500 Penalty: 2879.523682 Iteration 17Q: 3 clusters Score -753429.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3346 members Mstep: Class 2 contains 3699 members Entering Unmasked Estep Score: -753436.500000 Penalty: 2879.523682 Iteration 18Q: 3 clusters Score -753436.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3337 members Mstep: Class 2 contains 3708 members Entering Unmasked Estep Score: -753444.000000 Penalty: 2879.523682 Iteration 19Q: 3 clusters Score -753444 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3327 members Mstep: Class 2 contains 3718 members Entering Unmasked Estep Score: -753453.375000 Penalty: 2879.523682 Iteration 20F: 3 clusters Score -753453.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3316 members Mstep: Class 2 contains 3729 members Entering Unmasked Estep Score: -753459.812500 Penalty: 2879.523682 Iteration 21Q: 3 clusters Score -753459.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3301 members Mstep: Class 2 contains 3744 members Entering Unmasked Estep Score: -753467.250000 Penalty: 2879.523682 Iteration 22Q: 3 clusters Score -753467.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3296 members Mstep: Class 2 contains 3749 members Entering Unmasked Estep Score: -753472.875000 Penalty: 2879.523682 Iteration 23Q: 3 clusters Score -753472.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3294 members Mstep: Class 2 contains 3751 members Entering Unmasked Estep Score: -753476.937500 Penalty: 2879.523682 Iteration 24Q: 3 clusters Score -753476.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3285 members Mstep: Class 2 contains 3760 members Entering Unmasked Estep Score: -753485.625000 Penalty: 2879.523682 Iteration 25Q: 3 clusters Score -753485.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3277 members Mstep: Class 2 contains 3768 members Entering Unmasked Estep Score: -753489.125000 Penalty: 2879.523682 Iteration 26Q: 3 clusters Score -753489.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3273 members Mstep: Class 2 contains 3772 members Entering Unmasked Estep Score: -753490.000000 Penalty: 2879.523682 Iteration 27Q: 3 clusters Score -753490 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3265 members Mstep: Class 2 contains 3780 members Entering Unmasked Estep Score: -753491.687500 Penalty: 2879.523682 Iteration 28Q: 3 clusters Score -753491.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3252 members Mstep: Class 2 contains 3793 members Entering Unmasked Estep Score: -753494.625000 Penalty: 2879.523682 Iteration 29Q: 3 clusters Score -753494.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3237 members Mstep: Class 2 contains 3808 members Entering Unmasked Estep Score: -753496.625000 Penalty: 2879.523682 Iteration 30Q: 3 clusters Score -753496.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3221 members Mstep: Class 2 contains 3824 members Entering Unmasked Estep Score: -753502.187500 Penalty: 2879.523682 Iteration 31Q: 3 clusters Score -753502.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3207 members Mstep: Class 2 contains 3838 members Entering Unmasked Estep Score: -753506.375000 Penalty: 2879.523682 Iteration 32Q: 3 clusters Score -753506.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3188 members Mstep: Class 2 contains 3857 members Entering Unmasked Estep Score: -753513.375000 Penalty: 2879.523682 Iteration 33Q: 3 clusters Score -753513.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3171 members Mstep: Class 2 contains 3874 members Entering Unmasked Estep Score: -753520.125000 Penalty: 2879.523682 Iteration 34Q: 3 clusters Score -753520.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3157 members Mstep: Class 2 contains 3888 members Entering Unmasked Estep Score: -753520.375000 Penalty: 2879.523682 Iteration 35Q: 3 clusters Score -753520.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3134 members Mstep: Class 2 contains 3911 members Entering Unmasked Estep Score: -753527.375000 Penalty: 2879.523682 Iteration 36Q: 3 clusters Score -753527.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3104 members Mstep: Class 2 contains 3941 members Entering Unmasked Estep Score: -753535.875000 Penalty: 2879.523682 Iteration 37Q: 3 clusters Score -753535.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3076 members Mstep: Class 2 contains 3969 members Entering Unmasked Estep Score: -753541.437500 Penalty: 2879.523682 Iteration 38Q: 3 clusters Score -753541.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3044 members Mstep: Class 2 contains 4001 members Entering Unmasked Estep Score: -753551.250000 Penalty: 2879.523682 Iteration 39Q: 3 clusters Score -753551.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3005 members Mstep: Class 2 contains 4040 members Entering Unmasked Estep Score: -753561.500000 Penalty: 2879.523682 Iteration 40F: 3 clusters Score -753561.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2965 members Mstep: Class 2 contains 4080 members Entering Unmasked Estep Score: -753572.687500 Penalty: 2879.523682 Iteration 41Q: 3 clusters Score -753572.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2917 members Mstep: Class 2 contains 4128 members Entering Unmasked Estep Score: -753590.187500 Penalty: 2879.523682 Iteration 42Q: 3 clusters Score -753590.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2866 members Mstep: Class 2 contains 4179 members Entering Unmasked Estep Score: -753604.000000 Penalty: 2879.523682 Iteration 43Q: 3 clusters Score -753604 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2819 members Mstep: Class 2 contains 4226 members Entering Unmasked Estep Score: -753616.375000 Penalty: 2879.523682 Iteration 44Q: 3 clusters Score -753616.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 4283 members Entering Unmasked Estep Score: -753632.562500 Penalty: 2879.523682 Iteration 45Q: 3 clusters Score -753632.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2704 members Mstep: Class 2 contains 4341 members Entering Unmasked Estep Score: -753651.562500 Penalty: 2879.523682 Iteration 46Q: 3 clusters Score -753651.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2639 members Mstep: Class 2 contains 4406 members Entering Unmasked Estep Score: -753666.000000 Penalty: 2879.523682 Iteration 47Q: 3 clusters Score -753666 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2588 members Mstep: Class 2 contains 4457 members Entering Unmasked Estep Score: -753679.187500 Penalty: 2879.523682 Iteration 48Q: 3 clusters Score -753679.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2530 members Mstep: Class 2 contains 4515 members Entering Unmasked Estep Score: -753694.937500 Penalty: 2879.523682 Iteration 49Q: 3 clusters Score -753694.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2474 members Mstep: Class 2 contains 4571 members Entering Unmasked Estep Score: -753713.500000 Penalty: 2879.523682 Iteration 50Q: 3 clusters Score -753713.5 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 4652 members Entering Unmasked Estep Score: -753737.062500 Penalty: 2879.523682 Iteration 51Q: 3 clusters Score -753737.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 4739 members Entering Unmasked Estep Score: -753763.625000 Penalty: 2879.523682 Iteration 52Q: 3 clusters Score -753763.6 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 4850 members Entering Unmasked Estep Score: -753803.312500 Penalty: 2879.523682 Iteration 53Q: 3 clusters Score -753803.3 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 4982 members Entering Unmasked Estep Score: -753858.875000 Penalty: 2879.523682 Iteration 54Q: 3 clusters Score -753858.9 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 5156 members Entering Unmasked Estep Score: -753944.812500 Penalty: 2879.523682 Iteration 55Q: 3 clusters Score -753944.8 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 5358 members Entering Unmasked Estep Score: -754057.562500 Penalty: 2879.523682 Iteration 56Q: 3 clusters Score -754057.6 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 5615 members Entering Unmasked Estep Score: -754224.250000 Penalty: 2879.523682 Iteration 57Q: 3 clusters Score -754224.2 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 5871 members Entering Unmasked Estep Score: -754420.062500 Penalty: 2879.523682 Iteration 58Q: 3 clusters Score -754420.1 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 6121 members Entering Unmasked Estep Score: -754621.500000 Penalty: 2879.523682 Iteration 59Q: 3 clusters Score -754621.5 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 6340 members Entering Unmasked Estep Score: -754797.437500 Penalty: 2879.523682 Iteration 60F: 3 clusters Score -754797.4 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 6501 members Entering Unmasked Estep Score: -754943.812500 Penalty: 2879.523682 Iteration 61Q: 3 clusters Score -754943.8 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 6613 members Entering Unmasked Estep Score: -755053.625000 Penalty: 2879.523682 Iteration 62Q: 3 clusters Score -755053.6 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 6689 members Entering Unmasked Estep Score: -755124.687500 Penalty: 2879.523682 Iteration 63Q: 3 clusters Score -755124.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 6740 members Entering Unmasked Estep Score: -755175.687500 Penalty: 2879.523682 Iteration 64Q: 3 clusters Score -755175.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 6775 members Entering Unmasked Estep Score: -755233.687500 Penalty: 2879.523682 Iteration 65Q: 3 clusters Score -755233.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 6804 members Entering Unmasked Estep Score: -755275.375000 Penalty: 2879.523682 Iteration 66Q: 3 clusters Score -755275.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 6823 members Entering Unmasked Estep Score: -755300.875000 Penalty: 2879.523682 Iteration 67Q: 3 clusters Score -755300.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 6836 members Entering Unmasked Estep Score: -755319.937500 Penalty: 2879.523682 Iteration 68Q: 3 clusters Score -755319.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 6846 members Entering Unmasked Estep Score: -755338.375000 Penalty: 2879.523682 Iteration 69Q: 3 clusters Score -755338.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 6852 members Entering Unmasked Estep Score: -755350.625000 Penalty: 2879.523682 Iteration 70Q: 3 clusters Score -755350.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 6854 members Entering Unmasked Estep Score: -755353.187500 Penalty: 2879.523682 Iteration 71Q: 3 clusters Score -755353.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 6856 members Entering Unmasked Estep Score: -755357.312500 Penalty: 2879.523682 Iteration 72Q: 3 clusters Score -755357.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 6859 members Entering Unmasked Estep Score: -755360.625000 Penalty: 2879.523682 Iteration 73Q: 3 clusters Score -755360.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 6860 members Entering Unmasked Estep Score: -755360.937500 Penalty: 2879.523682 Iteration 74Q: 3 clusters Score -755360.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 6859 members Entering Unmasked Estep Score: -755362.937500 Penalty: 2879.523682 Iteration 75Q: 3 clusters Score -755362.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 6859 members Entering Unmasked Estep Score: -755362.937500 Penalty: 2879.523682 Iteration 76F: 3 clusters Score -755362.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (773 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Entering Unmasked Estep Score: -65384.804688 Penalty: 1080.670288 Iteration 0F: 2 clusters Score -65384.8 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 370 members Entering Unmasked Estep Score: -64172.785156 Penalty: 2161.340576 Iteration 0F: 3 clusters Score -64172.79 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -64514.269531 Penalty: 2161.340576 Iteration 1F: 3 clusters Score -64514.27 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -64715.367188 Penalty: 2161.340576 Iteration 2F: 3 clusters Score -64715.37 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -64815.617188 Penalty: 2161.340576 Iteration 3F: 3 clusters Score -64815.62 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -64979.015625 Penalty: 2161.340576 Iteration 4F: 3 clusters Score -64979.02 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -65183.980469 Penalty: 2161.340576 Iteration 5F: 3 clusters Score -65183.98 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -65534.074219 Penalty: 2161.340576 Iteration 6F: 3 clusters Score -65534.07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -66079.343750 Penalty: 2161.340576 Iteration 7F: 3 clusters Score -66079.34 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -66205.171875 Penalty: 2161.340576 Iteration 8F: 3 clusters Score -66205.17 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -66225.109375 Penalty: 2161.340576 Iteration 9Q: 3 clusters Score -66225.11 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -66231.781250 Penalty: 2161.340576 Iteration 10Q: 3 clusters Score -66231.78 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -66232.765625 Penalty: 2161.340576 Iteration 11Q: 3 clusters Score -66232.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -66232.765625 Penalty: 2161.340576 Iteration 12F: 3 clusters Score -66232.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 156714 members Mstep: Class 3 contains 2309 members Mstep: Class 4 contains 903 members Mstep: Class 5 contains 439 members Mstep: Class 6 contains 7045 members Mstep: Class 7 contains 334 members Mstep: Class 8 contains 14690 members Mstep: Class 10 contains 2700 members Mstep: Class 11 contains 1692 members Mstep: Class 13 contains 3408 members Mstep: Class 14 contains 939 members Mstep: Class 15 contains 467 members Mstep: Class 16 contains 3092 members Mstep: Class 17 contains 3651 members Mstep: Class 18 contains 28307 members Mstep: Class 20 contains 3906 members Mstep: Class 22 contains 90395 members Mstep: Class 23 contains 21407 members Entering Unmasked Estep Score: -33052148.000000 Penalty: 39366.164062 Splitting cluster 7 changes total score from -33051926.000000 to -33052148.000000 So it's getting split into cluster 5. Entering ConstructFrom: Trying to split cluster 8 (14690 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14690 members Entering Unmasked Estep Score: -1404081.875000 Penalty: 1559.174805 Iteration 0F: 2 clusters Score -1404082 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7375 members Mstep: Class 2 contains 7315 members Entering Unmasked Estep Score: -1393927.875000 Penalty: 3118.349609 Iteration 0F: 3 clusters Score -1393928 nChanged 6498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7207 members Mstep: Class 2 contains 7483 members Entering Unmasked Estep Score: -1397743.750000 Penalty: 3118.349609 Iteration 1F: 3 clusters Score -1397744 nChanged 1073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6922 members Mstep: Class 2 contains 7768 members Entering Unmasked Estep Score: -1398560.250000 Penalty: 3118.349609 Iteration 2F: 3 clusters Score -1398560 nChanged 1185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6485 members Mstep: Class 2 contains 8205 members Entering Unmasked Estep Score: -1399660.000000 Penalty: 3118.349609 Iteration 3F: 3 clusters Score -1399660 nChanged 1277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5898 members Mstep: Class 2 contains 8792 members Entering Unmasked Estep Score: -1400811.625000 Penalty: 3118.349609 Iteration 4F: 3 clusters Score -1400812 nChanged 1198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5306 members Mstep: Class 2 contains 9384 members Entering Unmasked Estep Score: -1401799.375000 Penalty: 3118.349609 Iteration 5F: 3 clusters Score -1401799 nChanged 944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4858 members Mstep: Class 2 contains 9832 members Entering Unmasked Estep Score: -1402399.625000 Penalty: 3118.349609 Iteration 6F: 3 clusters Score -1402400 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4512 members Mstep: Class 2 contains 10178 members Entering Unmasked Estep Score: -1402730.625000 Penalty: 3118.349609 Iteration 7Q: 3 clusters Score -1402731 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4277 members Mstep: Class 2 contains 10413 members Entering Unmasked Estep Score: -1402906.625000 Penalty: 3118.349609 Iteration 8Q: 3 clusters Score -1402907 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4131 members Mstep: Class 2 contains 10559 members Entering Unmasked Estep Score: -1403001.000000 Penalty: 3118.349609 Iteration 9Q: 3 clusters Score -1403001 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4030 members Mstep: Class 2 contains 10660 members Entering Unmasked Estep Score: -1403050.625000 Penalty: 3118.349609 Iteration 10Q: 3 clusters Score -1403051 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3941 members Mstep: Class 2 contains 10749 members Entering Unmasked Estep Score: -1403078.375000 Penalty: 3118.349609 Iteration 11Q: 3 clusters Score -1403078 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3863 members Mstep: Class 2 contains 10827 members Entering Unmasked Estep Score: -1403094.000000 Penalty: 3118.349609 Iteration 12Q: 3 clusters Score -1403094 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3788 members Mstep: Class 2 contains 10902 members Entering Unmasked Estep Score: -1403113.500000 Penalty: 3118.349609 Iteration 13Q: 3 clusters Score -1403114 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3715 members Mstep: Class 2 contains 10975 members Entering Unmasked Estep Score: -1403127.625000 Penalty: 3118.349609 Iteration 14Q: 3 clusters Score -1403128 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3646 members Mstep: Class 2 contains 11044 members Entering Unmasked Estep Score: -1403147.875000 Penalty: 3118.349609 Iteration 15Q: 3 clusters Score -1403148 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3577 members Mstep: Class 2 contains 11113 members Entering Unmasked Estep Score: -1403160.125000 Penalty: 3118.349609 Iteration 16Q: 3 clusters Score -1403160 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3516 members Mstep: Class 2 contains 11174 members Entering Unmasked Estep Score: -1403170.125000 Penalty: 3118.349609 Iteration 17Q: 3 clusters Score -1403170 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3465 members Mstep: Class 2 contains 11225 members Entering Unmasked Estep Score: -1403180.500000 Penalty: 3118.349609 Iteration 18Q: 3 clusters Score -1403180 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3420 members Mstep: Class 2 contains 11270 members Entering Unmasked Estep Score: -1403185.250000 Penalty: 3118.349609 Iteration 19Q: 3 clusters Score -1403185 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3383 members Mstep: Class 2 contains 11307 members Entering Unmasked Estep Score: -1403191.250000 Penalty: 3118.349609 Iteration 20F: 3 clusters Score -1403191 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3345 members Mstep: Class 2 contains 11345 members Entering Unmasked Estep Score: -1403200.625000 Penalty: 3118.349609 Iteration 21Q: 3 clusters Score -1403201 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3300 members Mstep: Class 2 contains 11390 members Entering Unmasked Estep Score: -1403215.000000 Penalty: 3118.349609 Iteration 22Q: 3 clusters Score -1403215 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3259 members Mstep: Class 2 contains 11431 members Entering Unmasked Estep Score: -1403217.250000 Penalty: 3118.349609 Iteration 23Q: 3 clusters Score -1403217 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3228 members Mstep: Class 2 contains 11462 members Entering Unmasked Estep Score: -1403220.000000 Penalty: 3118.349609 Iteration 24Q: 3 clusters Score -1403220 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3201 members Mstep: Class 2 contains 11489 members Entering Unmasked Estep Score: -1403223.375000 Penalty: 3118.349609 Iteration 25Q: 3 clusters Score -1403223 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3169 members Mstep: Class 2 contains 11521 members Entering Unmasked Estep Score: -1403231.250000 Penalty: 3118.349609 Iteration 26Q: 3 clusters Score -1403231 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3129 members Mstep: Class 2 contains 11561 members Entering Unmasked Estep Score: -1403239.000000 Penalty: 3118.349609 Iteration 27Q: 3 clusters Score -1403239 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3095 members Mstep: Class 2 contains 11595 members Entering Unmasked Estep Score: -1403240.625000 Penalty: 3118.349609 Iteration 28Q: 3 clusters Score -1403241 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 11631 members Entering Unmasked Estep Score: -1403247.750000 Penalty: 3118.349609 Iteration 29Q: 3 clusters Score -1403248 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3027 members Mstep: Class 2 contains 11663 members Entering Unmasked Estep Score: -1403253.500000 Penalty: 3118.349609 Iteration 30Q: 3 clusters Score -1403254 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2994 members Mstep: Class 2 contains 11696 members Entering Unmasked Estep Score: -1403258.250000 Penalty: 3118.349609 Iteration 31Q: 3 clusters Score -1403258 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 11728 members Entering Unmasked Estep Score: -1403265.250000 Penalty: 3118.349609 Iteration 32Q: 3 clusters Score -1403265 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2927 members Mstep: Class 2 contains 11763 members Entering Unmasked Estep Score: -1403271.500000 Penalty: 3118.349609 Iteration 33Q: 3 clusters Score -1403272 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2887 members Mstep: Class 2 contains 11803 members Entering Unmasked Estep Score: -1403279.125000 Penalty: 3118.349609 Iteration 34Q: 3 clusters Score -1403279 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2851 members Mstep: Class 2 contains 11839 members Entering Unmasked Estep Score: -1403284.250000 Penalty: 3118.349609 Iteration 35Q: 3 clusters Score -1403284 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2822 members Mstep: Class 2 contains 11868 members Entering Unmasked Estep Score: -1403290.250000 Penalty: 3118.349609 Iteration 36Q: 3 clusters Score -1403290 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2789 members Mstep: Class 2 contains 11901 members Entering Unmasked Estep Score: -1403299.125000 Penalty: 3118.349609 Iteration 37Q: 3 clusters Score -1403299 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 11935 members Entering Unmasked Estep Score: -1403309.500000 Penalty: 3118.349609 Iteration 38Q: 3 clusters Score -1403310 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2718 members Mstep: Class 2 contains 11972 members Entering Unmasked Estep Score: -1403312.000000 Penalty: 3118.349609 Iteration 39Q: 3 clusters Score -1403312 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2691 members Mstep: Class 2 contains 11999 members Entering Unmasked Estep Score: -1403316.125000 Penalty: 3118.349609 Iteration 40F: 3 clusters Score -1403316 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2660 members Mstep: Class 2 contains 12030 members Entering Unmasked Estep Score: -1403326.500000 Penalty: 3118.349609 Iteration 41Q: 3 clusters Score -1403326 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 12069 members Entering Unmasked Estep Score: -1403335.750000 Penalty: 3118.349609 Iteration 42Q: 3 clusters Score -1403336 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2584 members Mstep: Class 2 contains 12106 members Entering Unmasked Estep Score: -1403353.250000 Penalty: 3118.349609 Iteration 43Q: 3 clusters Score -1403353 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 12157 members Entering Unmasked Estep Score: -1403380.000000 Penalty: 3118.349609 Iteration 44Q: 3 clusters Score -1403380 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 12208 members Entering Unmasked Estep Score: -1403410.750000 Penalty: 3118.349609 Iteration 45Q: 3 clusters Score -1403411 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 12277 members Entering Unmasked Estep Score: -1403462.000000 Penalty: 3118.349609 Iteration 46Q: 3 clusters Score -1403462 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 12369 members Entering Unmasked Estep Score: -1403542.125000 Penalty: 3118.349609 Iteration 47Q: 3 clusters Score -1403542 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2227 members Mstep: Class 2 contains 12463 members Entering Unmasked Estep Score: -1403604.375000 Penalty: 3118.349609 Iteration 48Q: 3 clusters Score -1403604 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 12538 members Entering Unmasked Estep Score: -1403655.875000 Penalty: 3118.349609 Iteration 49Q: 3 clusters Score -1403656 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 12601 members Entering Unmasked Estep Score: -1403705.500000 Penalty: 3118.349609 Iteration 50Q: 3 clusters Score -1403706 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 12656 members Entering Unmasked Estep Score: -1403741.625000 Penalty: 3118.349609 Iteration 51Q: 3 clusters Score -1403742 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 12718 members Entering Unmasked Estep Score: -1403770.000000 Penalty: 3118.349609 Iteration 52Q: 3 clusters Score -1403770 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 12774 members Entering Unmasked Estep Score: -1403791.250000 Penalty: 3118.349609 Iteration 53Q: 3 clusters Score -1403791 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 12826 members Entering Unmasked Estep Score: -1403808.375000 Penalty: 3118.349609 Iteration 54Q: 3 clusters Score -1403808 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 12866 members Entering Unmasked Estep Score: -1403824.500000 Penalty: 3118.349609 Iteration 55Q: 3 clusters Score -1403824 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 12904 members Entering Unmasked Estep Score: -1403838.125000 Penalty: 3118.349609 Iteration 56Q: 3 clusters Score -1403838 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 12944 members Entering Unmasked Estep Score: -1403850.375000 Penalty: 3118.349609 Iteration 57Q: 3 clusters Score -1403850 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 12976 members Entering Unmasked Estep Score: -1403858.125000 Penalty: 3118.349609 Iteration 58Q: 3 clusters Score -1403858 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 12996 members Entering Unmasked Estep Score: -1403865.875000 Penalty: 3118.349609 Iteration 59Q: 3 clusters Score -1403866 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 13013 members Entering Unmasked Estep Score: -1403866.500000 Penalty: 3118.349609 Iteration 60F: 3 clusters Score -1403866 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 13022 members Entering Unmasked Estep Score: -1403870.250000 Penalty: 3118.349609 Iteration 61Q: 3 clusters Score -1403870 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 13025 members Entering Unmasked Estep Score: -1403871.000000 Penalty: 3118.349609 Iteration 62Q: 3 clusters Score -1403871 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 13028 members Entering Unmasked Estep Score: -1403872.125000 Penalty: 3118.349609 Iteration 63Q: 3 clusters Score -1403872 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 13031 members Entering Unmasked Estep Score: -1403872.000000 Penalty: 3118.349609 Iteration 64Q: 3 clusters Score -1403872 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 13033 members Entering Unmasked Estep Score: -1403871.125000 Penalty: 3118.349609 Iteration 65Q: 3 clusters Score -1403871 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 13037 members Entering Unmasked Estep Score: -1403872.375000 Penalty: 3118.349609 Iteration 66Q: 3 clusters Score -1403872 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 13041 members Entering Unmasked Estep Score: -1403876.000000 Penalty: 3118.349609 Iteration 67Q: 3 clusters Score -1403876 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 13043 members Entering Unmasked Estep Score: -1403877.250000 Penalty: 3118.349609 Iteration 68Q: 3 clusters Score -1403877 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 13045 members Entering Unmasked Estep Score: -1403876.750000 Penalty: 3118.349609 Iteration 69Q: 3 clusters Score -1403877 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 13045 members Entering Unmasked Estep Score: -1403876.750000 Penalty: 3118.349609 Iteration 70F: 3 clusters Score -1403877 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (2700 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2700 members Entering Unmasked Estep Score: -230623.671875 Penalty: 1283.913696 Iteration 0F: 2 clusters Score -230623.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -228104.921875 Penalty: 2567.827393 Iteration 0F: 3 clusters Score -228104.9 nChanged 1023 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -228739.421875 Penalty: 2567.827393 Iteration 1F: 3 clusters Score -228739.4 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -228892.531250 Penalty: 2567.827393 Iteration 2F: 3 clusters Score -228892.5 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -228992.906250 Penalty: 2567.827393 Iteration 3F: 3 clusters Score -228992.9 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -229094.468750 Penalty: 2567.827393 Iteration 4Q: 3 clusters Score -229094.5 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -229205.406250 Penalty: 2567.827393 Iteration 5Q: 3 clusters Score -229205.4 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -229318.562500 Penalty: 2567.827393 Iteration 6Q: 3 clusters Score -229318.6 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -229405.031250 Penalty: 2567.827393 Iteration 7Q: 3 clusters Score -229405 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -229462.875000 Penalty: 2567.827393 Iteration 8Q: 3 clusters Score -229462.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -229509.859375 Penalty: 2567.827393 Iteration 9Q: 3 clusters Score -229509.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -229541.296875 Penalty: 2567.827393 Iteration 10Q: 3 clusters Score -229541.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -229578.562500 Penalty: 2567.827393 Iteration 11Q: 3 clusters Score -229578.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -229611.062500 Penalty: 2567.827393 Iteration 12Q: 3 clusters Score -229611.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -229625.203125 Penalty: 2567.827393 Iteration 13Q: 3 clusters Score -229625.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2176 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -229633.359375 Penalty: 2567.827393 Iteration 14Q: 3 clusters Score -229633.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -229641.515625 Penalty: 2567.827393 Iteration 15Q: 3 clusters Score -229641.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -229649.718750 Penalty: 2567.827393 Iteration 16Q: 3 clusters Score -229649.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2213 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -229654.484375 Penalty: 2567.827393 Iteration 17Q: 3 clusters Score -229654.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -229659.218750 Penalty: 2567.827393 Iteration 18Q: 3 clusters Score -229659.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -229662.906250 Penalty: 2567.827393 Iteration 19Q: 3 clusters Score -229662.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -229666.218750 Penalty: 2567.827393 Iteration 20F: 3 clusters Score -229666.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -229669.437500 Penalty: 2567.827393 Iteration 21Q: 3 clusters Score -229669.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -229670.796875 Penalty: 2567.827393 Iteration 22Q: 3 clusters Score -229670.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -229671.484375 Penalty: 2567.827393 Iteration 23Q: 3 clusters Score -229671.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -229672.234375 Penalty: 2567.827393 Iteration 24Q: 3 clusters Score -229672.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -229673.140625 Penalty: 2567.827393 Iteration 25Q: 3 clusters Score -229673.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -229673.796875 Penalty: 2567.827393 Iteration 26Q: 3 clusters Score -229673.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -229673.796875 Penalty: 2567.827393 Iteration 27F: 3 clusters Score -229673.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1692 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Entering Unmasked Estep Score: -157286.546875 Penalty: 1207.970825 Iteration 0F: 2 clusters Score -157286.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -155442.656250 Penalty: 2415.941650 Iteration 0F: 3 clusters Score -155442.7 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -155939.718750 Penalty: 2415.941650 Iteration 1F: 3 clusters Score -155939.7 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -156227.718750 Penalty: 2415.941650 Iteration 2F: 3 clusters Score -156227.7 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -156582.953125 Penalty: 2415.941650 Iteration 3F: 3 clusters Score -156583 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -157037.828125 Penalty: 2415.941650 Iteration 4F: 3 clusters Score -157037.8 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -157418.078125 Penalty: 2415.941650 Iteration 5F: 3 clusters Score -157418.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -157598.140625 Penalty: 2415.941650 Iteration 6Q: 3 clusters Score -157598.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -157680.343750 Penalty: 2415.941650 Iteration 7Q: 3 clusters Score -157680.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -157708.718750 Penalty: 2415.941650 Iteration 8Q: 3 clusters Score -157708.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -157732.500000 Penalty: 2415.941650 Iteration 9Q: 3 clusters Score -157732.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -157758.062500 Penalty: 2415.941650 Iteration 10Q: 3 clusters Score -157758.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -157772.328125 Penalty: 2415.941650 Iteration 11Q: 3 clusters Score -157772.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -157775.687500 Penalty: 2415.941650 Iteration 12Q: 3 clusters Score -157775.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -157775.687500 Penalty: 2415.941650 Iteration 13F: 3 clusters Score -157775.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 156714 members Mstep: Class 3 contains 2309 members Mstep: Class 4 contains 903 members Mstep: Class 5 contains 439 members Mstep: Class 6 contains 7045 members Mstep: Class 7 contains 334 members Mstep: Class 8 contains 14690 members Mstep: Class 9 contains 518 members Mstep: Class 10 contains 2700 members Mstep: Class 11 contains 1174 members Mstep: Class 13 contains 3408 members Mstep: Class 14 contains 939 members Mstep: Class 15 contains 467 members Mstep: Class 16 contains 3092 members Mstep: Class 17 contains 3651 members Mstep: Class 18 contains 28307 members Mstep: Class 20 contains 3906 members Mstep: Class 22 contains 90395 members Mstep: Class 23 contains 21407 members Entering Unmasked Estep Score: -33051772.000000 Penalty: 41438.066406 Splitting cluster 11 changes total score from -33051926.000000 to -33051772.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 13 (3408 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3408 members Entering Unmasked Estep Score: -323141.531250 Penalty: 1321.755615 Iteration 0F: 2 clusters Score -323141.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -320302.125000 Penalty: 2643.511230 Iteration 0F: 3 clusters Score -320302.1 nChanged 1326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -321982.656250 Penalty: 2643.511230 Iteration 1F: 3 clusters Score -321982.7 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -324335.718750 Penalty: 2643.511230 Iteration 2F: 3 clusters Score -324335.7 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2394 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -326245.312500 Penalty: 2643.511230 Iteration 3F: 3 clusters Score -326245.3 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -327924.375000 Penalty: 2643.511230 Iteration 4F: 3 clusters Score -327924.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -328059.531250 Penalty: 2643.511230 Iteration 5Q: 3 clusters Score -328059.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -328068.593750 Penalty: 2643.511230 Iteration 6Q: 3 clusters Score -328068.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -328069.906250 Penalty: 2643.511230 Iteration 7Q: 3 clusters Score -328069.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2345 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -328070.187500 Penalty: 2643.511230 Iteration 8Q: 3 clusters Score -328070.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -328070.562500 Penalty: 2643.511230 Iteration 9Q: 3 clusters Score -328070.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -328070.500000 Penalty: 2643.511230 Iteration 10Q: 3 clusters Score -328070.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -328070.875000 Penalty: 2643.511230 Iteration 11Q: 3 clusters Score -328070.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -328070.875000 Penalty: 2643.511230 Iteration 12F: 3 clusters Score -328070.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 156714 members Mstep: Class 3 contains 2309 members Mstep: Class 4 contains 903 members Mstep: Class 5 contains 439 members Mstep: Class 6 contains 7045 members Mstep: Class 7 contains 334 members Mstep: Class 8 contains 14690 members Mstep: Class 9 contains 1066 members Mstep: Class 10 contains 2700 members Mstep: Class 11 contains 1692 members Mstep: Class 13 contains 2342 members Mstep: Class 14 contains 939 members Mstep: Class 15 contains 467 members Mstep: Class 16 contains 3092 members Mstep: Class 17 contains 3651 members Mstep: Class 18 contains 28307 members Mstep: Class 20 contains 3906 members Mstep: Class 22 contains 90395 members Mstep: Class 23 contains 21407 members Entering Unmasked Estep Score: -33056340.000000 Penalty: 41438.066406 Splitting cluster 13 changes total score from -33051926.000000 to -33056340.000000 So it's getting split into cluster 9. Entering ConstructFrom: Trying to split cluster 14 (939 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Entering Unmasked Estep Score: -82494.523438 Penalty: 1112.282471 Iteration 0F: 2 clusters Score -82494.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -81278.890625 Penalty: 2224.564941 Iteration 0F: 3 clusters Score -81278.89 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -82144.351562 Penalty: 2224.564941 Iteration 1F: 3 clusters Score -82144.35 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -82478.671875 Penalty: 2224.564941 Iteration 2F: 3 clusters Score -82478.67 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -82611.234375 Penalty: 2224.564941 Iteration 3F: 3 clusters Score -82611.23 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -82684.273438 Penalty: 2224.564941 Iteration 4Q: 3 clusters Score -82684.27 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -82742.171875 Penalty: 2224.564941 Iteration 5Q: 3 clusters Score -82742.17 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -82816.882812 Penalty: 2224.564941 Iteration 6Q: 3 clusters Score -82816.88 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -82912.554688 Penalty: 2224.564941 Iteration 7Q: 3 clusters Score -82912.55 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -82980.484375 Penalty: 2224.564941 Iteration 8Q: 3 clusters Score -82980.48 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -83011.562500 Penalty: 2224.564941 Iteration 9Q: 3 clusters Score -83011.56 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -83033.773438 Penalty: 2224.564941 Iteration 10Q: 3 clusters Score -83033.77 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -83037.882812 Penalty: 2224.564941 Iteration 11Q: 3 clusters Score -83037.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -83038.789062 Penalty: 2224.564941 Iteration 12Q: 3 clusters Score -83038.79 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -83038.789062 Penalty: 2224.564941 Iteration 13F: 3 clusters Score -83038.79 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 156714 members Mstep: Class 3 contains 2309 members Mstep: Class 4 contains 903 members Mstep: Class 5 contains 439 members Mstep: Class 6 contains 7045 members Mstep: Class 7 contains 334 members Mstep: Class 8 contains 14690 members Mstep: Class 9 contains 1066 members Mstep: Class 10 contains 2700 members Mstep: Class 11 contains 1692 members Mstep: Class 12 contains 683 members Mstep: Class 13 contains 2342 members Mstep: Class 14 contains 256 members Mstep: Class 15 contains 467 members Mstep: Class 16 contains 3092 members Mstep: Class 17 contains 3651 members Mstep: Class 18 contains 28307 members Mstep: Class 20 contains 3906 members Mstep: Class 22 contains 90395 members Mstep: Class 23 contains 21407 members Entering Unmasked Estep Score: -33055940.000000 Penalty: 43509.968750 Splitting cluster 14 changes total score from -33051926.000000 to -33055940.000000 So it's getting split into cluster 12. Entering ConstructFrom: Trying to split cluster 15 (467 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Entering Unmasked Estep Score: -31882.632812 Penalty: 998.778503 Iteration 0F: 2 clusters Score -31882.63 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -30950.564453 Penalty: 1997.557007 Iteration 0F: 3 clusters Score -30950.56 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -31427.058594 Penalty: 1997.557007 Iteration 1F: 3 clusters Score -31427.06 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -31580.214844 Penalty: 1997.557007 Iteration 2F: 3 clusters Score -31580.21 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -31719.517578 Penalty: 1997.557007 Iteration 3F: 3 clusters Score -31719.52 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -31805.636719 Penalty: 1997.557007 Iteration 4F: 3 clusters Score -31805.64 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -31855.777344 Penalty: 1997.557007 Iteration 5Q: 3 clusters Score -31855.78 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -31902.201172 Penalty: 1997.557007 Iteration 6Q: 3 clusters Score -31902.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -31929.982422 Penalty: 1997.557007 Iteration 7Q: 3 clusters Score -31929.98 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -31967.613281 Penalty: 1997.557007 Iteration 8Q: 3 clusters Score -31967.61 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -32016.593750 Penalty: 1997.557007 Iteration 9Q: 3 clusters Score -32016.59 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -32063.992188 Penalty: 1997.557007 Iteration 10Q: 3 clusters Score -32063.99 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -32093.460938 Penalty: 1997.557007 Iteration 11Q: 3 clusters Score -32093.46 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -32108.628906 Penalty: 1997.557007 Iteration 12Q: 3 clusters Score -32108.63 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -32120.109375 Penalty: 1997.557007 Iteration 13Q: 3 clusters Score -32120.11 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -32127.097656 Penalty: 1997.557007 Iteration 14Q: 3 clusters Score -32127.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -32131.193359 Penalty: 1997.557007 Iteration 15Q: 3 clusters Score -32131.19 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -32131.695312 Penalty: 1997.557007 Iteration 16Q: 3 clusters Score -32131.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -32137.531250 Penalty: 1997.557007 Iteration 17F: 3 clusters Score -32137.53 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -32174.005859 Penalty: 1997.557007 Iteration 18Q: 3 clusters Score -32174.01 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -32207.017578 Penalty: 1997.557007 Iteration 19Q: 3 clusters Score -32207.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -32248.988281 Penalty: 1997.557007 Iteration 20F: 3 clusters Score -32248.99 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -32255.314453 Penalty: 1997.557007 Iteration 21Q: 3 clusters Score -32255.31 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -32299.359375 Penalty: 1997.557007 Iteration 22Q: 3 clusters Score -32299.36 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -32397.744141 Penalty: 1997.557007 Iteration 23Q: 3 clusters Score -32397.74 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -32417.771484 Penalty: 1997.557007 Iteration 24Q: 3 clusters Score -32417.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -32419.062500 Penalty: 1997.557007 Iteration 25Q: 3 clusters Score -32419.06 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -32419.701172 Penalty: 1997.557007 Iteration 26Q: 3 clusters Score -32419.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -32419.701172 Penalty: 1997.557007 Iteration 27F: 3 clusters Score -32419.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 156714 members Mstep: Class 3 contains 2309 members Mstep: Class 4 contains 903 members Mstep: Class 5 contains 439 members Mstep: Class 6 contains 7045 members Mstep: Class 7 contains 334 members Mstep: Class 8 contains 14690 members Mstep: Class 9 contains 1066 members Mstep: Class 10 contains 2700 members Mstep: Class 11 contains 1692 members Mstep: Class 12 contains 683 members Mstep: Class 13 contains 2342 members Mstep: Class 14 contains 256 members Mstep: Class 15 contains 216 members Mstep: Class 16 contains 3092 members Mstep: Class 17 contains 3651 members Mstep: Class 18 contains 28307 members Mstep: Class 19 contains 251 members Mstep: Class 20 contains 3906 members Mstep: Class 22 contains 90395 members Mstep: Class 23 contains 21407 members Entering Unmasked Estep Score: -33055400.000000 Penalty: 45581.875000 Splitting cluster 15 changes total score from -33051926.000000 to -33055400.000000 So it's getting split into cluster 19. Entering ConstructFrom: Trying to split cluster 16 (3092 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3092 members Entering Unmasked Estep Score: -294772.125000 Penalty: 1305.943237 Iteration 0F: 2 clusters Score -294772.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -291959.406250 Penalty: 2611.886475 Iteration 0F: 3 clusters Score -291959.4 nChanged 1214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -292679.656250 Penalty: 2611.886475 Iteration 1F: 3 clusters Score -292679.7 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -292866.375000 Penalty: 2611.886475 Iteration 2F: 3 clusters Score -292866.4 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -292965.593750 Penalty: 2611.886475 Iteration 3F: 3 clusters Score -292965.6 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -293011.406250 Penalty: 2611.886475 Iteration 4Q: 3 clusters Score -293011.4 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -293057.812500 Penalty: 2611.886475 Iteration 5Q: 3 clusters Score -293057.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -293092.781250 Penalty: 2611.886475 Iteration 6Q: 3 clusters Score -293092.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -293117.406250 Penalty: 2611.886475 Iteration 7Q: 3 clusters Score -293117.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -293146.843750 Penalty: 2611.886475 Iteration 8Q: 3 clusters Score -293146.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -293183.187500 Penalty: 2611.886475 Iteration 9Q: 3 clusters Score -293183.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -293227.718750 Penalty: 2611.886475 Iteration 10Q: 3 clusters Score -293227.7 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -293303.000000 Penalty: 2611.886475 Iteration 11Q: 3 clusters Score -293303 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -293397.687500 Penalty: 2611.886475 Iteration 12Q: 3 clusters Score -293397.7 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -293506.593750 Penalty: 2611.886475 Iteration 13Q: 3 clusters Score -293506.6 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -293660.656250 Penalty: 2611.886475 Iteration 14Q: 3 clusters Score -293660.7 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -293898.218750 Penalty: 2611.886475 Iteration 15Q: 3 clusters Score -293898.2 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -294266.156250 Penalty: 2611.886475 Iteration 16F: 3 clusters Score -294266.2 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -294829.687500 Penalty: 2611.886475 Iteration 17F: 3 clusters Score -294829.7 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -295570.343750 Penalty: 2611.886475 Iteration 18F: 3 clusters Score -295570.3 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -296201.437500 Penalty: 2611.886475 Iteration 19F: 3 clusters Score -296201.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -296336.062500 Penalty: 2611.886475 Iteration 20F: 3 clusters Score -296336.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -296342.843750 Penalty: 2611.886475 Iteration 21Q: 3 clusters Score -296342.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -296342.843750 Penalty: 2611.886475 Iteration 22F: 3 clusters Score -296342.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 156714 members Mstep: Class 3 contains 2309 members Mstep: Class 4 contains 903 members Mstep: Class 5 contains 439 members Mstep: Class 6 contains 7045 members Mstep: Class 7 contains 334 members Mstep: Class 8 contains 14690 members Mstep: Class 9 contains 1066 members Mstep: Class 10 contains 2700 members Mstep: Class 11 contains 1692 members Mstep: Class 12 contains 683 members Mstep: Class 13 contains 2342 members Mstep: Class 14 contains 256 members Mstep: Class 15 contains 216 members Mstep: Class 16 contains 1358 members Mstep: Class 17 contains 3651 members Mstep: Class 18 contains 28307 members Mstep: Class 19 contains 251 members Mstep: Class 20 contains 3906 members Mstep: Class 21 contains 1734 members Mstep: Class 22 contains 90395 members Mstep: Class 23 contains 21407 members Entering Unmasked Estep Score: -33056238.000000 Penalty: 47653.777344 Splitting cluster 16 changes total score from -33051926.000000 to -33056238.000000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 17 (3651 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3651 members Entering Unmasked Estep Score: -357155.375000 Penalty: 1332.947876 Iteration 0F: 2 clusters Score -357155.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -354043.656250 Penalty: 2665.895752 Iteration 0F: 3 clusters Score -354043.7 nChanged 1411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -354837.718750 Penalty: 2665.895752 Iteration 1F: 3 clusters Score -354837.7 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -355004.468750 Penalty: 2665.895752 Iteration 2F: 3 clusters Score -355004.5 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -355121.187500 Penalty: 2665.895752 Iteration 3F: 3 clusters Score -355121.2 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -355221.250000 Penalty: 2665.895752 Iteration 4Q: 3 clusters Score -355221.2 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -355318.531250 Penalty: 2665.895752 Iteration 5Q: 3 clusters Score -355318.5 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -355397.843750 Penalty: 2665.895752 Iteration 6Q: 3 clusters Score -355397.8 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -355479.625000 Penalty: 2665.895752 Iteration 7Q: 3 clusters Score -355479.6 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -355550.125000 Penalty: 2665.895752 Iteration 8Q: 3 clusters Score -355550.1 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -355623.781250 Penalty: 2665.895752 Iteration 9Q: 3 clusters Score -355623.8 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -355699.937500 Penalty: 2665.895752 Iteration 10Q: 3 clusters Score -355699.9 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -355787.093750 Penalty: 2665.895752 Iteration 11Q: 3 clusters Score -355787.1 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -355869.062500 Penalty: 2665.895752 Iteration 12Q: 3 clusters Score -355869.1 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 2250 members Entering Unmasked Estep Score: -355937.250000 Penalty: 2665.895752 Iteration 13Q: 3 clusters Score -355937.2 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -355999.281250 Penalty: 2665.895752 Iteration 14Q: 3 clusters Score -355999.3 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 2394 members Entering Unmasked Estep Score: -356043.937500 Penalty: 2665.895752 Iteration 15Q: 3 clusters Score -356043.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 2443 members Entering Unmasked Estep Score: -356076.250000 Penalty: 2665.895752 Iteration 16Q: 3 clusters Score -356076.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 2498 members Entering Unmasked Estep Score: -356107.937500 Penalty: 2665.895752 Iteration 17Q: 3 clusters Score -356107.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 2559 members Entering Unmasked Estep Score: -356147.062500 Penalty: 2665.895752 Iteration 18Q: 3 clusters Score -356147.1 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -356188.656250 Penalty: 2665.895752 Iteration 19Q: 3 clusters Score -356188.7 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 2674 members Entering Unmasked Estep Score: -356226.437500 Penalty: 2665.895752 Iteration 20F: 3 clusters Score -356226.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 2710 members Entering Unmasked Estep Score: -356248.812500 Penalty: 2665.895752 Iteration 21Q: 3 clusters Score -356248.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 2750 members Entering Unmasked Estep Score: -356273.625000 Penalty: 2665.895752 Iteration 22Q: 3 clusters Score -356273.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 2775 members Entering Unmasked Estep Score: -356287.562500 Penalty: 2665.895752 Iteration 23Q: 3 clusters Score -356287.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 2797 members Entering Unmasked Estep Score: -356298.062500 Penalty: 2665.895752 Iteration 24Q: 3 clusters Score -356298.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 2810 members Entering Unmasked Estep Score: -356304.031250 Penalty: 2665.895752 Iteration 25Q: 3 clusters Score -356304 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 2823 members Entering Unmasked Estep Score: -356310.593750 Penalty: 2665.895752 Iteration 26Q: 3 clusters Score -356310.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 2831 members Entering Unmasked Estep Score: -356314.250000 Penalty: 2665.895752 Iteration 27Q: 3 clusters Score -356314.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 2836 members Entering Unmasked Estep Score: -356316.562500 Penalty: 2665.895752 Iteration 28Q: 3 clusters Score -356316.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 2840 members Entering Unmasked Estep Score: -356317.562500 Penalty: 2665.895752 Iteration 29Q: 3 clusters Score -356317.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 2841 members Entering Unmasked Estep Score: -356317.687500 Penalty: 2665.895752 Iteration 30Q: 3 clusters Score -356317.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 2841 members Entering Unmasked Estep Score: -356317.687500 Penalty: 2665.895752 Iteration 31F: 3 clusters Score -356317.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (28307 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28307 members Entering Unmasked Estep Score: -2640617.500000 Penalty: 1665.765381 Iteration 0F: 2 clusters Score -2640618 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14343 members Mstep: Class 2 contains 13964 members Entering Unmasked Estep Score: -2621654.000000 Penalty: 3331.530762 Iteration 0F: 3 clusters Score -2621654 nChanged 12951 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15704 members Mstep: Class 2 contains 12603 members Entering Unmasked Estep Score: -2629338.000000 Penalty: 3331.530762 Iteration 1F: 3 clusters Score -2629338 nChanged 1947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16687 members Mstep: Class 2 contains 11620 members Entering Unmasked Estep Score: -2630831.000000 Penalty: 3331.530762 Iteration 2F: 3 clusters Score -2630831 nChanged 2434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18067 members Mstep: Class 2 contains 10240 members Entering Unmasked Estep Score: -2633216.500000 Penalty: 3331.530762 Iteration 3F: 3 clusters Score -2633216 nChanged 2836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19891 members Mstep: Class 2 contains 8416 members Entering Unmasked Estep Score: -2636214.500000 Penalty: 3331.530762 Iteration 4F: 3 clusters Score -2636214 nChanged 2616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21597 members Mstep: Class 2 contains 6710 members Entering Unmasked Estep Score: -2638940.750000 Penalty: 3331.530762 Iteration 5F: 3 clusters Score -2638941 nChanged 1742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22653 members Mstep: Class 2 contains 5654 members Entering Unmasked Estep Score: -2640618.750000 Penalty: 3331.530762 Iteration 6F: 3 clusters Score -2640619 nChanged 838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23123 members Mstep: Class 2 contains 5184 members Entering Unmasked Estep Score: -2641428.750000 Penalty: 3331.530762 Iteration 7Q: 3 clusters Score -2641429 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23380 members Mstep: Class 2 contains 4927 members Entering Unmasked Estep Score: -2641690.750000 Penalty: 3331.530762 Iteration 8Q: 3 clusters Score -2641691 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23560 members Mstep: Class 2 contains 4747 members Entering Unmasked Estep Score: -2641780.500000 Penalty: 3331.530762 Iteration 9Q: 3 clusters Score -2641780 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23699 members Mstep: Class 2 contains 4608 members Entering Unmasked Estep Score: -2641813.250000 Penalty: 3331.530762 Iteration 10Q: 3 clusters Score -2641813 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23808 members Mstep: Class 2 contains 4499 members Entering Unmasked Estep Score: -2641834.500000 Penalty: 3331.530762 Iteration 11Q: 3 clusters Score -2641834 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23899 members Mstep: Class 2 contains 4408 members Entering Unmasked Estep Score: -2641846.500000 Penalty: 3331.530762 Iteration 12Q: 3 clusters Score -2641846 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23966 members Mstep: Class 2 contains 4341 members Entering Unmasked Estep Score: -2641862.250000 Penalty: 3331.530762 Iteration 13Q: 3 clusters Score -2641862 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24019 members Mstep: Class 2 contains 4288 members Entering Unmasked Estep Score: -2641875.000000 Penalty: 3331.530762 Iteration 14Q: 3 clusters Score -2641875 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24065 members Mstep: Class 2 contains 4242 members Entering Unmasked Estep Score: -2641881.500000 Penalty: 3331.530762 Iteration 15Q: 3 clusters Score -2641882 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24122 members Mstep: Class 2 contains 4185 members Entering Unmasked Estep Score: -2641892.250000 Penalty: 3331.530762 Iteration 16Q: 3 clusters Score -2641892 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24164 members Mstep: Class 2 contains 4143 members Entering Unmasked Estep Score: -2641897.500000 Penalty: 3331.530762 Iteration 17Q: 3 clusters Score -2641898 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24195 members Mstep: Class 2 contains 4112 members Entering Unmasked Estep Score: -2641905.000000 Penalty: 3331.530762 Iteration 18Q: 3 clusters Score -2641905 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24227 members Mstep: Class 2 contains 4080 members Entering Unmasked Estep Score: -2641908.750000 Penalty: 3331.530762 Iteration 19Q: 3 clusters Score -2641909 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24243 members Mstep: Class 2 contains 4064 members Entering Unmasked Estep Score: -2641906.250000 Penalty: 3331.530762 Iteration 20F: 3 clusters Score -2641906 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24256 members Mstep: Class 2 contains 4051 members Entering Unmasked Estep Score: -2641902.500000 Penalty: 3331.530762 Iteration 21Q: 3 clusters Score -2641902 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24270 members Mstep: Class 2 contains 4037 members Entering Unmasked Estep Score: -2641898.500000 Penalty: 3331.530762 Iteration 22Q: 3 clusters Score -2641898 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24281 members Mstep: Class 2 contains 4026 members Entering Unmasked Estep Score: -2641899.000000 Penalty: 3331.530762 Iteration 23Q: 3 clusters Score -2641899 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24296 members Mstep: Class 2 contains 4011 members Entering Unmasked Estep Score: -2641898.000000 Penalty: 3331.530762 Iteration 24Q: 3 clusters Score -2641898 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24304 members Mstep: Class 2 contains 4003 members Entering Unmasked Estep Score: -2641892.500000 Penalty: 3331.530762 Iteration 25Q: 3 clusters Score -2641892 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24311 members Mstep: Class 2 contains 3996 members Entering Unmasked Estep Score: -2641896.750000 Penalty: 3331.530762 Iteration 26Q: 3 clusters Score -2641897 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24318 members Mstep: Class 2 contains 3989 members Entering Unmasked Estep Score: -2641900.000000 Penalty: 3331.530762 Iteration 27Q: 3 clusters Score -2641900 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24326 members Mstep: Class 2 contains 3981 members Entering Unmasked Estep Score: -2641903.500000 Penalty: 3331.530762 Iteration 28Q: 3 clusters Score -2641904 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24330 members Mstep: Class 2 contains 3977 members Entering Unmasked Estep Score: -2641901.250000 Penalty: 3331.530762 Iteration 29Q: 3 clusters Score -2641901 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24334 members Mstep: Class 2 contains 3973 members Entering Unmasked Estep Score: -2641904.250000 Penalty: 3331.530762 Iteration 30Q: 3 clusters Score -2641904 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24338 members Mstep: Class 2 contains 3969 members Entering Unmasked Estep Score: -2641905.000000 Penalty: 3331.530762 Iteration 31Q: 3 clusters Score -2641905 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24342 members Mstep: Class 2 contains 3965 members Entering Unmasked Estep Score: -2641901.000000 Penalty: 3331.530762 Iteration 32Q: 3 clusters Score -2641901 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24347 members Mstep: Class 2 contains 3960 members Entering Unmasked Estep Score: -2641905.500000 Penalty: 3331.530762 Iteration 33Q: 3 clusters Score -2641906 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24351 members Mstep: Class 2 contains 3956 members Entering Unmasked Estep Score: -2641903.750000 Penalty: 3331.530762 Iteration 34Q: 3 clusters Score -2641904 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24354 members Mstep: Class 2 contains 3953 members Entering Unmasked Estep Score: -2641901.000000 Penalty: 3331.530762 Iteration 35Q: 3 clusters Score -2641901 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24355 members Mstep: Class 2 contains 3952 members Entering Unmasked Estep Score: -2641902.250000 Penalty: 3331.530762 Iteration 36Q: 3 clusters Score -2641902 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24356 members Mstep: Class 2 contains 3951 members Entering Unmasked Estep Score: -2641904.750000 Penalty: 3331.530762 Iteration 37Q: 3 clusters Score -2641905 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24356 members Mstep: Class 2 contains 3951 members Entering Unmasked Estep Score: -2641904.750000 Penalty: 3331.530762 Iteration 38F: 3 clusters Score -2641905 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 156714 members Mstep: Class 3 contains 2309 members Mstep: Class 4 contains 903 members Mstep: Class 5 contains 439 members Mstep: Class 6 contains 7045 members Mstep: Class 7 contains 334 members Mstep: Class 8 contains 14690 members Mstep: Class 9 contains 1066 members Mstep: Class 10 contains 2700 members Mstep: Class 11 contains 1692 members Mstep: Class 12 contains 683 members Mstep: Class 13 contains 2342 members Mstep: Class 14 contains 256 members Mstep: Class 15 contains 216 members Mstep: Class 16 contains 1358 members Mstep: Class 17 contains 3651 members Mstep: Class 18 contains 24356 members Mstep: Class 19 contains 251 members Mstep: Class 20 contains 3906 members Mstep: Class 21 contains 1734 members Mstep: Class 22 contains 90395 members Mstep: Class 23 contains 21407 members Mstep: Class 24 contains 3951 members Entering Unmasked Estep Score: -33057050.000000 Penalty: 49725.679688 Splitting cluster 18 changes total score from -33051926.000000 to -33057050.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 20 (3906 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3906 members Entering Unmasked Estep Score: -363080.750000 Penalty: 1343.918823 Iteration 0F: 2 clusters Score -363080.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -359775.781250 Penalty: 2687.837646 Iteration 0F: 3 clusters Score -359775.8 nChanged 1533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -360707.000000 Penalty: 2687.837646 Iteration 1F: 3 clusters Score -360707 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -360899.718750 Penalty: 2687.837646 Iteration 2F: 3 clusters Score -360899.7 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -361044.593750 Penalty: 2687.837646 Iteration 3F: 3 clusters Score -361044.6 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -361178.500000 Penalty: 2687.837646 Iteration 4Q: 3 clusters Score -361178.5 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -361323.812500 Penalty: 2687.837646 Iteration 5Q: 3 clusters Score -361323.8 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2038 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -361460.875000 Penalty: 2687.837646 Iteration 6Q: 3 clusters Score -361460.9 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -361597.156250 Penalty: 2687.837646 Iteration 7Q: 3 clusters Score -361597.2 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -361715.500000 Penalty: 2687.837646 Iteration 8Q: 3 clusters Score -361715.5 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2182 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -361846.812500 Penalty: 2687.837646 Iteration 9Q: 3 clusters Score -361846.8 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -361974.687500 Penalty: 2687.837646 Iteration 10Q: 3 clusters Score -361974.7 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -362083.875000 Penalty: 2687.837646 Iteration 11Q: 3 clusters Score -362083.9 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -362213.218750 Penalty: 2687.837646 Iteration 12Q: 3 clusters Score -362213.2 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2564 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -362388.812500 Penalty: 2687.837646 Iteration 13Q: 3 clusters Score -362388.8 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2672 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -362577.906250 Penalty: 2687.837646 Iteration 14Q: 3 clusters Score -362577.9 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2740 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -362754.937500 Penalty: 2687.837646 Iteration 15Q: 3 clusters Score -362754.9 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2789 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -362920.562500 Penalty: 2687.837646 Iteration 16Q: 3 clusters Score -362920.6 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2825 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -363046.406250 Penalty: 2687.837646 Iteration 17Q: 3 clusters Score -363046.4 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2822 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -363129.343750 Penalty: 2687.837646 Iteration 18Q: 3 clusters Score -363129.3 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2814 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -363181.906250 Penalty: 2687.837646 Iteration 19Q: 3 clusters Score -363181.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -363212.750000 Penalty: 2687.837646 Iteration 20F: 3 clusters Score -363212.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -363228.218750 Penalty: 2687.837646 Iteration 21Q: 3 clusters Score -363228.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2795 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -363242.562500 Penalty: 2687.837646 Iteration 22Q: 3 clusters Score -363242.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2791 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -363252.312500 Penalty: 2687.837646 Iteration 23Q: 3 clusters Score -363252.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -363258.281250 Penalty: 2687.837646 Iteration 24Q: 3 clusters Score -363258.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2770 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -363268.125000 Penalty: 2687.837646 Iteration 25Q: 3 clusters Score -363268.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -363274.468750 Penalty: 2687.837646 Iteration 26Q: 3 clusters Score -363274.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2763 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -363278.718750 Penalty: 2687.837646 Iteration 27Q: 3 clusters Score -363278.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2754 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -363282.250000 Penalty: 2687.837646 Iteration 28Q: 3 clusters Score -363282.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -363285.750000 Penalty: 2687.837646 Iteration 29Q: 3 clusters Score -363285.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -363288.968750 Penalty: 2687.837646 Iteration 30Q: 3 clusters Score -363289 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2733 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -363289.312500 Penalty: 2687.837646 Iteration 31Q: 3 clusters Score -363289.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -363290.062500 Penalty: 2687.837646 Iteration 32Q: 3 clusters Score -363290.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2724 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -363291.187500 Penalty: 2687.837646 Iteration 33Q: 3 clusters Score -363291.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2721 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -363294.156250 Penalty: 2687.837646 Iteration 34Q: 3 clusters Score -363294.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2717 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -363295.437500 Penalty: 2687.837646 Iteration 35Q: 3 clusters Score -363295.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2715 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -363296.718750 Penalty: 2687.837646 Iteration 36Q: 3 clusters Score -363296.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -363296.687500 Penalty: 2687.837646 Iteration 37Q: 3 clusters Score -363296.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -363296.687500 Penalty: 2687.837646 Iteration 38F: 3 clusters Score -363296.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 156714 members Mstep: Class 3 contains 2309 members Mstep: Class 4 contains 903 members Mstep: Class 5 contains 439 members Mstep: Class 6 contains 7045 members Mstep: Class 7 contains 334 members Mstep: Class 8 contains 14690 members Mstep: Class 9 contains 1066 members Mstep: Class 10 contains 2700 members Mstep: Class 11 contains 1692 members Mstep: Class 12 contains 683 members Mstep: Class 13 contains 2342 members Mstep: Class 14 contains 256 members Mstep: Class 15 contains 216 members Mstep: Class 16 contains 1358 members Mstep: Class 17 contains 3651 members Mstep: Class 18 contains 24356 members Mstep: Class 19 contains 251 members Mstep: Class 20 contains 2713 members Mstep: Class 21 contains 1734 members Mstep: Class 22 contains 90395 members Mstep: Class 23 contains 21407 members Mstep: Class 24 contains 3951 members Mstep: Class 25 contains 1193 members Entering Unmasked Estep Score: -33056524.000000 Penalty: 51797.585938 Splitting cluster 20 changes total score from -33051926.000000 to -33056524.000000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 22 (90395 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90395 members Entering Unmasked Estep Score: -9034283.000000 Penalty: 1854.440918 Iteration 0F: 2 clusters Score -9034283 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45143 members Mstep: Class 2 contains 45252 members Entering Unmasked Estep Score: -8973381.000000 Penalty: 3708.881836 Iteration 0F: 3 clusters Score -8973381 nChanged 43317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43586 members Mstep: Class 2 contains 46809 members Entering Unmasked Estep Score: -8998650.000000 Penalty: 3708.881836 Iteration 1F: 3 clusters Score -8998650 nChanged 3166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42578 members Mstep: Class 2 contains 47817 members Entering Unmasked Estep Score: -8999436.000000 Penalty: 3708.881836 Iteration 2Q: 3 clusters Score -8999436 nChanged 3418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40966 members Mstep: Class 2 contains 49429 members Entering Unmasked Estep Score: -9000417.000000 Penalty: 3708.881836 Iteration 3Q: 3 clusters Score -9000417 nChanged 3827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38603 members Mstep: Class 2 contains 51792 members Entering Unmasked Estep Score: -9001789.000000 Penalty: 3708.881836 Iteration 4Q: 3 clusters Score -9001789 nChanged 4521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35160 members Mstep: Class 2 contains 55235 members Entering Unmasked Estep Score: -9003655.000000 Penalty: 3708.881836 Iteration 5F: 3 clusters Score -9003655 nChanged 5316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30466 members Mstep: Class 2 contains 59929 members Entering Unmasked Estep Score: -9006458.000000 Penalty: 3708.881836 Iteration 6F: 3 clusters Score -9006458 nChanged 6267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24479 members Mstep: Class 2 contains 65916 members Entering Unmasked Estep Score: -9010704.000000 Penalty: 3708.881836 Iteration 7F: 3 clusters Score -9010704 nChanged 6939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17630 members Mstep: Class 2 contains 72765 members Entering Unmasked Estep Score: -9016150.000000 Penalty: 3708.881836 Iteration 8F: 3 clusters Score -9016150 nChanged 6947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10701 members Mstep: Class 2 contains 79694 members Entering Unmasked Estep Score: -9022520.000000 Penalty: 3708.881836 Iteration 9F: 3 clusters Score -9022520 nChanged 5443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5258 members Mstep: Class 2 contains 85137 members Entering Unmasked Estep Score: -9027817.000000 Penalty: 3708.881836 Iteration 10F: 3 clusters Score -9027817 nChanged 3108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 88245 members Entering Unmasked Estep Score: -9030734.000000 Penalty: 3708.881836 Iteration 11Q: 3 clusters Score -9030734 nChanged 1364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 89609 members Entering Unmasked Estep Score: -9031971.000000 Penalty: 3708.881836 Iteration 12Q: 3 clusters Score -9031971 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 90044 members Entering Unmasked Estep Score: -9032370.000000 Penalty: 3708.881836 Iteration 13Q: 3 clusters Score -9032370 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 90158 members Entering Unmasked Estep Score: -9032512.000000 Penalty: 3708.881836 Iteration 14Q: 3 clusters Score -9032512 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 90198 members Entering Unmasked Estep Score: -9032578.000000 Penalty: 3708.881836 Iteration 15Q: 3 clusters Score -9032578 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 90214 members Entering Unmasked Estep Score: -9032622.000000 Penalty: 3708.881836 Iteration 16Q: 3 clusters Score -9032622 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 90218 members Entering Unmasked Estep Score: -9032631.000000 Penalty: 3708.881836 Iteration 17Q: 3 clusters Score -9032631 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 90222 members Entering Unmasked Estep Score: -9032643.000000 Penalty: 3708.881836 Iteration 18Q: 3 clusters Score -9032643 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 90230 members Entering Unmasked Estep Score: -9032649.000000 Penalty: 3708.881836 Iteration 19Q: 3 clusters Score -9032649 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 90235 members Entering Unmasked Estep Score: -9032661.000000 Penalty: 3708.881836 Iteration 20F: 3 clusters Score -9032661 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 90235 members Entering Unmasked Estep Score: -9032664.000000 Penalty: 3708.881836 Iteration 21Q: 3 clusters Score -9032664 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 90234 members Entering Unmasked Estep Score: -9032660.000000 Penalty: 3708.881836 Iteration 22Q: 3 clusters Score -9032660 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 90237 members Entering Unmasked Estep Score: -9032666.000000 Penalty: 3708.881836 Iteration 23Q: 3 clusters Score -9032666 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 90239 members Entering Unmasked Estep Score: -9032672.000000 Penalty: 3708.881836 Iteration 24Q: 3 clusters Score -9032672 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 90241 members Entering Unmasked Estep Score: -9032677.000000 Penalty: 3708.881836 Iteration 25Q: 3 clusters Score -9032677 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 90240 members Entering Unmasked Estep Score: -9032677.000000 Penalty: 3708.881836 Iteration 26Q: 3 clusters Score -9032677 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 90240 members Entering Unmasked Estep Score: -9032677.000000 Penalty: 3708.881836 Iteration 27F: 3 clusters Score -9032677 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (21407 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21407 members Entering Unmasked Estep Score: -1958954.750000 Penalty: 1620.364502 Iteration 0F: 2 clusters Score -1958955 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10605 members Mstep: Class 2 contains 10802 members Entering Unmasked Estep Score: -1944404.625000 Penalty: 3240.729004 Iteration 0F: 3 clusters Score -1944405 nChanged 9767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10266 members Mstep: Class 2 contains 11141 members Entering Unmasked Estep Score: -1949786.750000 Penalty: 3240.729004 Iteration 1F: 3 clusters Score -1949787 nChanged 1071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10105 members Mstep: Class 2 contains 11302 members Entering Unmasked Estep Score: -1950192.250000 Penalty: 3240.729004 Iteration 2F: 3 clusters Score -1950192 nChanged 986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9891 members Mstep: Class 2 contains 11516 members Entering Unmasked Estep Score: -1950576.000000 Penalty: 3240.729004 Iteration 3Q: 3 clusters Score -1950576 nChanged 923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9660 members Mstep: Class 2 contains 11747 members Entering Unmasked Estep Score: -1950984.500000 Penalty: 3240.729004 Iteration 4Q: 3 clusters Score -1950984 nChanged 958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9358 members Mstep: Class 2 contains 12049 members Entering Unmasked Estep Score: -1951395.125000 Penalty: 3240.729004 Iteration 5Q: 3 clusters Score -1951395 nChanged 939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9001 members Mstep: Class 2 contains 12406 members Entering Unmasked Estep Score: -1951830.875000 Penalty: 3240.729004 Iteration 6Q: 3 clusters Score -1951831 nChanged 911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8612 members Mstep: Class 2 contains 12795 members Entering Unmasked Estep Score: -1952270.375000 Penalty: 3240.729004 Iteration 7Q: 3 clusters Score -1952270 nChanged 868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8122 members Mstep: Class 2 contains 13285 members Entering Unmasked Estep Score: -1952683.750000 Penalty: 3240.729004 Iteration 8Q: 3 clusters Score -1952684 nChanged 840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7550 members Mstep: Class 2 contains 13857 members Entering Unmasked Estep Score: -1953115.250000 Penalty: 3240.729004 Iteration 9Q: 3 clusters Score -1953115 nChanged 842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6878 members Mstep: Class 2 contains 14529 members Entering Unmasked Estep Score: -1953561.875000 Penalty: 3240.729004 Iteration 10Q: 3 clusters Score -1953562 nChanged 835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6131 members Mstep: Class 2 contains 15276 members Entering Unmasked Estep Score: -1954019.375000 Penalty: 3240.729004 Iteration 11Q: 3 clusters Score -1954019 nChanged 888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5287 members Mstep: Class 2 contains 16120 members Entering Unmasked Estep Score: -1954531.250000 Penalty: 3240.729004 Iteration 12Q: 3 clusters Score -1954531 nChanged 904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4403 members Mstep: Class 2 contains 17004 members Entering Unmasked Estep Score: -1955066.875000 Penalty: 3240.729004 Iteration 13Q: 3 clusters Score -1955067 nChanged 873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3538 members Mstep: Class 2 contains 17869 members Entering Unmasked Estep Score: -1955605.375000 Penalty: 3240.729004 Iteration 14Q: 3 clusters Score -1955605 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2751 members Mstep: Class 2 contains 18656 members Entering Unmasked Estep Score: -1956105.250000 Penalty: 3240.729004 Iteration 15Q: 3 clusters Score -1956105 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 19288 members Entering Unmasked Estep Score: -1956512.375000 Penalty: 3240.729004 Iteration 16Q: 3 clusters Score -1956512 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 19787 members Entering Unmasked Estep Score: -1956837.750000 Penalty: 3240.729004 Iteration 17Q: 3 clusters Score -1956838 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 20153 members Entering Unmasked Estep Score: -1957062.375000 Penalty: 3240.729004 Iteration 18Q: 3 clusters Score -1957062 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 20405 members Entering Unmasked Estep Score: -1957227.375000 Penalty: 3240.729004 Iteration 19Q: 3 clusters Score -1957227 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 20579 members Entering Unmasked Estep Score: -1957340.625000 Penalty: 3240.729004 Iteration 20F: 3 clusters Score -1957341 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 20694 members Entering Unmasked Estep Score: -1957417.750000 Penalty: 3240.729004 Iteration 21Q: 3 clusters Score -1957418 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 20764 members Entering Unmasked Estep Score: -1957474.875000 Penalty: 3240.729004 Iteration 22Q: 3 clusters Score -1957475 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 20821 members Entering Unmasked Estep Score: -1957519.375000 Penalty: 3240.729004 Iteration 23Q: 3 clusters Score -1957519 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 20854 members Entering Unmasked Estep Score: -1957553.250000 Penalty: 3240.729004 Iteration 24Q: 3 clusters Score -1957553 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 20880 members Entering Unmasked Estep Score: -1957576.375000 Penalty: 3240.729004 Iteration 25Q: 3 clusters Score -1957576 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 20903 members Entering Unmasked Estep Score: -1957593.750000 Penalty: 3240.729004 Iteration 26Q: 3 clusters Score -1957594 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 20925 members Entering Unmasked Estep Score: -1957608.125000 Penalty: 3240.729004 Iteration 27Q: 3 clusters Score -1957608 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 20939 members Entering Unmasked Estep Score: -1957617.750000 Penalty: 3240.729004 Iteration 28Q: 3 clusters Score -1957618 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 20949 members Entering Unmasked Estep Score: -1957626.125000 Penalty: 3240.729004 Iteration 29Q: 3 clusters Score -1957626 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 20961 members Entering Unmasked Estep Score: -1957631.875000 Penalty: 3240.729004 Iteration 30Q: 3 clusters Score -1957632 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 20963 members Entering Unmasked Estep Score: -1957634.500000 Penalty: 3240.729004 Iteration 31Q: 3 clusters Score -1957634 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 20966 members Entering Unmasked Estep Score: -1957635.125000 Penalty: 3240.729004 Iteration 32Q: 3 clusters Score -1957635 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 20966 members Entering Unmasked Estep Score: -1957635.125000 Penalty: 3240.729004 Iteration 33F: 3 clusters Score -1957635 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 156714 members Mstep: Class 3 contains 2309 members Mstep: Class 6 contains 7045 members Mstep: Class 7 contains 334 members Mstep: Class 8 contains 14690 members Mstep: Class 10 contains 2700 members Mstep: Class 11 contains 1692 members Mstep: Class 13 contains 2342 members Mstep: Class 14 contains 256 members Mstep: Class 15 contains 216 members Mstep: Class 16 contains 1358 members Mstep: Class 17 contains 3651 members Mstep: Class 18 contains 24356 members Mstep: Class 20 contains 2713 members Mstep: Class 22 contains 90395 members Mstep: Class 23 contains 21407 members Entering Unmasked Estep ConsiderDeletion Deleting Class 19. Lose 2061.396729 but Gain 2071.906250 Score: -33059208.000000 Penalty: 49725.679688 Iteration 39Q: 25 clusters Score -3.305921e+07 nChanged 4793 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 155505 members Mstep: Class 3 contains 2455 members Mstep: Class 4 contains 909 members Mstep: Class 5 contains 435 members Mstep: Class 6 contains 6366 members Mstep: Class 7 contains 400 members Mstep: Class 8 contains 14551 members Mstep: Class 9 contains 1065 members Mstep: Class 10 contains 2747 members Mstep: Class 11 contains 1648 members Mstep: Class 12 contains 673 members Mstep: Class 13 contains 2359 members Mstep: Class 14 contains 285 members Mstep: Class 15 contains 266 members Mstep: Class 16 contains 1366 members Mstep: Class 17 contains 3639 members Mstep: Class 18 contains 26135 members Mstep: Class 20 contains 2938 members Mstep: Class 21 contains 1623 members Mstep: Class 22 contains 90452 members Mstep: Class 23 contains 21467 members Mstep: Class 24 contains 4015 members Mstep: Class 25 contains 1148 members Entering Unmasked Estep ConsiderDeletion Score: -33062722.000000 Penalty: 49725.679688 Iteration 40F: 25 clusters Score -3.306272e+07 nChanged 3618 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 2051 members Mstep: Class 2 contains 154613 members Mstep: Class 3 contains 2453 members Mstep: Class 4 contains 902 members Mstep: Class 5 contains 438 members Mstep: Class 6 contains 5680 members Mstep: Class 7 contains 412 members Mstep: Class 8 contains 14260 members Mstep: Class 9 contains 1095 members Mstep: Class 10 contains 2747 members Mstep: Class 11 contains 1622 members Mstep: Class 12 contains 686 members Mstep: Class 13 contains 2362 members Mstep: Class 14 contains 321 members Mstep: Class 15 contains 272 members Mstep: Class 16 contains 1368 members Mstep: Class 17 contains 3639 members Mstep: Class 18 contains 27433 members Mstep: Class 20 contains 3002 members Mstep: Class 21 contains 1750 members Mstep: Class 22 contains 90711 members Mstep: Class 23 contains 21422 members Mstep: Class 24 contains 4175 members Mstep: Class 25 contains 1173 members Entering Unmasked Estep ConsiderDeletion Score: -33064588.000000 Penalty: 49725.679688 Iteration 41Q: 25 clusters Score -3.306459e+07 nChanged 2937 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 153808 members Mstep: Class 3 contains 2457 members Mstep: Class 4 contains 890 members Mstep: Class 5 contains 441 members Mstep: Class 6 contains 5050 members Mstep: Class 7 contains 416 members Mstep: Class 8 contains 14090 members Mstep: Class 9 contains 1100 members Mstep: Class 10 contains 2757 members Mstep: Class 11 contains 1606 members Mstep: Class 12 contains 685 members Mstep: Class 13 contains 2364 members Mstep: Class 14 contains 347 members Mstep: Class 15 contains 277 members Mstep: Class 16 contains 1368 members Mstep: Class 17 contains 3640 members Mstep: Class 18 contains 28611 members Mstep: Class 20 contains 3009 members Mstep: Class 21 contains 1880 members Mstep: Class 22 contains 90865 members Mstep: Class 23 contains 21406 members Mstep: Class 24 contains 4316 members Mstep: Class 25 contains 1211 members Entering Unmasked Estep ConsiderDeletion Score: -33065708.000000 Penalty: 49725.679688 Iteration 42Q: 25 clusters Score -3.306571e+07 nChanged 2537 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 153091 members Mstep: Class 3 contains 2454 members Mstep: Class 4 contains 887 members Mstep: Class 5 contains 443 members Mstep: Class 6 contains 4493 members Mstep: Class 7 contains 415 members Mstep: Class 8 contains 13978 members Mstep: Class 9 contains 1097 members Mstep: Class 10 contains 2756 members Mstep: Class 11 contains 1588 members Mstep: Class 12 contains 685 members Mstep: Class 13 contains 2367 members Mstep: Class 14 contains 368 members Mstep: Class 15 contains 279 members Mstep: Class 16 contains 1368 members Mstep: Class 17 contains 3644 members Mstep: Class 18 contains 29653 members Mstep: Class 20 contains 3001 members Mstep: Class 21 contains 1990 members Mstep: Class 22 contains 90965 members Mstep: Class 23 contains 21396 members Mstep: Class 24 contains 4469 members Mstep: Class 25 contains 1244 members Entering Unmasked Estep ConsiderDeletion Score: -33066862.000000 Penalty: 49725.679688 Iteration 43Q: 25 clusters Score -3.306686e+07 nChanged 2288 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 152420 members Mstep: Class 3 contains 2443 members Mstep: Class 4 contains 887 members Mstep: Class 5 contains 444 members Mstep: Class 6 contains 3991 members Mstep: Class 7 contains 414 members Mstep: Class 8 contains 13875 members Mstep: Class 9 contains 1094 members Mstep: Class 10 contains 2771 members Mstep: Class 11 contains 1564 members Mstep: Class 12 contains 685 members Mstep: Class 13 contains 2370 members Mstep: Class 14 contains 380 members Mstep: Class 15 contains 282 members Mstep: Class 16 contains 1368 members Mstep: Class 17 contains 3646 members Mstep: Class 18 contains 30569 members Mstep: Class 20 contains 2988 members Mstep: Class 21 contains 2099 members Mstep: Class 22 contains 91062 members Mstep: Class 23 contains 21386 members Mstep: Class 24 contains 4639 members Mstep: Class 25 contains 1271 members Entering Unmasked Estep ConsiderDeletion Score: -33067554.000000 Penalty: 49725.679688 Iteration 44Q: 25 clusters Score -3.306755e+07 nChanged 2064 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 151842 members Mstep: Class 3 contains 2434 members Mstep: Class 4 contains 885 members Mstep: Class 5 contains 444 members Mstep: Class 6 contains 3541 members Mstep: Class 7 contains 417 members Mstep: Class 8 contains 13800 members Mstep: Class 9 contains 1092 members Mstep: Class 10 contains 2773 members Mstep: Class 11 contains 1538 members Mstep: Class 12 contains 683 members Mstep: Class 13 contains 2372 members Mstep: Class 14 contains 388 members Mstep: Class 15 contains 281 members Mstep: Class 16 contains 1368 members Mstep: Class 17 contains 3650 members Mstep: Class 18 contains 31331 members Mstep: Class 20 contains 2977 members Mstep: Class 21 contains 2198 members Mstep: Class 22 contains 91136 members Mstep: Class 23 contains 21379 members Mstep: Class 24 contains 4836 members Mstep: Class 25 contains 1296 members Entering Unmasked Estep ConsiderDeletion Score: -33068156.000000 Penalty: 49725.679688 Iteration 45Q: 25 clusters Score -3.306816e+07 nChanged 1882 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 151220 members Mstep: Class 3 contains 2427 members Mstep: Class 4 contains 882 members Mstep: Class 5 contains 444 members Mstep: Class 6 contains 3155 members Mstep: Class 7 contains 417 members Mstep: Class 8 contains 13755 members Mstep: Class 9 contains 1092 members Mstep: Class 10 contains 2766 members Mstep: Class 11 contains 1517 members Mstep: Class 12 contains 680 members Mstep: Class 13 contains 2372 members Mstep: Class 14 contains 395 members Mstep: Class 15 contains 281 members Mstep: Class 16 contains 1368 members Mstep: Class 17 contains 3646 members Mstep: Class 18 contains 32089 members Mstep: Class 20 contains 2973 members Mstep: Class 21 contains 2294 members Mstep: Class 22 contains 91181 members Mstep: Class 23 contains 21378 members Mstep: Class 24 contains 5020 members Mstep: Class 25 contains 1319 members Entering Unmasked Estep ConsiderDeletion Score: -33068608.000000 Penalty: 49725.679688 Iteration 46Q: 25 clusters Score -3.306861e+07 nChanged 1649 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 150667 members Mstep: Class 3 contains 2424 members Mstep: Class 4 contains 880 members Mstep: Class 5 contains 444 members Mstep: Class 6 contains 2831 members Mstep: Class 7 contains 417 members Mstep: Class 8 contains 13722 members Mstep: Class 9 contains 1092 members Mstep: Class 10 contains 2765 members Mstep: Class 11 contains 1499 members Mstep: Class 12 contains 677 members Mstep: Class 13 contains 2372 members Mstep: Class 14 contains 400 members Mstep: Class 15 contains 281 members Mstep: Class 16 contains 1368 members Mstep: Class 17 contains 3647 members Mstep: Class 18 contains 32757 members Mstep: Class 20 contains 2973 members Mstep: Class 21 contains 2349 members Mstep: Class 22 contains 91215 members Mstep: Class 23 contains 21380 members Mstep: Class 24 contains 5186 members Mstep: Class 25 contains 1335 members Entering Unmasked Estep ConsiderDeletion Score: -33069038.000000 Penalty: 49725.679688 Iteration 47Q: 25 clusters Score -3.306904e+07 nChanged 1451 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 150186 members Mstep: Class 3 contains 2424 members Mstep: Class 4 contains 877 members Mstep: Class 5 contains 444 members Mstep: Class 6 contains 2552 members Mstep: Class 7 contains 417 members Mstep: Class 8 contains 13695 members Mstep: Class 9 contains 1092 members Mstep: Class 10 contains 2764 members Mstep: Class 11 contains 1481 members Mstep: Class 12 contains 677 members Mstep: Class 13 contains 2372 members Mstep: Class 14 contains 405 members Mstep: Class 15 contains 281 members Mstep: Class 16 contains 1368 members Mstep: Class 17 contains 3649 members Mstep: Class 18 contains 33334 members Mstep: Class 20 contains 2961 members Mstep: Class 21 contains 2377 members Mstep: Class 22 contains 91243 members Mstep: Class 23 contains 21376 members Mstep: Class 24 contains 5359 members Mstep: Class 25 contains 1355 members Entering Unmasked Estep ConsiderDeletion Score: -33069386.000000 Penalty: 49725.679688 Iteration 48Q: 25 clusters Score -3.306939e+07 nChanged 1269 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 149730 members Mstep: Class 3 contains 2423 members Mstep: Class 4 contains 872 members Mstep: Class 5 contains 444 members Mstep: Class 6 contains 2324 members Mstep: Class 7 contains 417 members Mstep: Class 8 contains 13679 members Mstep: Class 9 contains 1092 members Mstep: Class 10 contains 2770 members Mstep: Class 11 contains 1466 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2372 members Mstep: Class 14 contains 412 members Mstep: Class 15 contains 282 members Mstep: Class 16 contains 1368 members Mstep: Class 17 contains 3652 members Mstep: Class 18 contains 33880 members Mstep: Class 20 contains 2952 members Mstep: Class 21 contains 2380 members Mstep: Class 22 contains 91260 members Mstep: Class 23 contains 21372 members Mstep: Class 24 contains 5503 members Mstep: Class 25 contains 1372 members Entering Unmasked Estep ConsiderDeletion Score: -33069674.000000 Penalty: 49725.679688 Iteration 49Q: 25 clusters Score -3.306967e+07 nChanged 1147 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 149266 members Mstep: Class 3 contains 2420 members Mstep: Class 4 contains 871 members Mstep: Class 5 contains 444 members Mstep: Class 6 contains 2147 members Mstep: Class 7 contains 417 members Mstep: Class 8 contains 13670 members Mstep: Class 9 contains 1092 members Mstep: Class 10 contains 2776 members Mstep: Class 11 contains 1449 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2372 members Mstep: Class 14 contains 418 members Mstep: Class 15 contains 282 members Mstep: Class 16 contains 1368 members Mstep: Class 17 contains 3652 members Mstep: Class 18 contains 34406 members Mstep: Class 20 contains 2946 members Mstep: Class 21 contains 2381 members Mstep: Class 22 contains 91272 members Mstep: Class 23 contains 21369 members Mstep: Class 24 contains 5625 members Mstep: Class 25 contains 1393 members Entering Unmasked Estep ConsiderDeletion Score: -33069912.000000 Penalty: 49725.679688 Iteration 50Q: 25 clusters Score -3.306991e+07 nChanged 1042 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 148824 members Mstep: Class 3 contains 2423 members Mstep: Class 4 contains 871 members Mstep: Class 5 contains 444 members Mstep: Class 6 contains 1999 members Mstep: Class 7 contains 417 members Mstep: Class 8 contains 13669 members Mstep: Class 9 contains 1092 members Mstep: Class 10 contains 2773 members Mstep: Class 11 contains 1434 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2372 members Mstep: Class 14 contains 421 members Mstep: Class 15 contains 283 members Mstep: Class 16 contains 1368 members Mstep: Class 17 contains 3652 members Mstep: Class 18 contains 34870 members Mstep: Class 20 contains 2940 members Mstep: Class 21 contains 2384 members Mstep: Class 22 contains 91274 members Mstep: Class 23 contains 21369 members Mstep: Class 24 contains 5755 members Mstep: Class 25 contains 1413 members Entering Unmasked Estep ConsiderDeletion Score: -33070060.000000 Penalty: 49725.679688 Iteration 51Q: 25 clusters Score -3.307006e+07 nChanged 951 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 148402 members Mstep: Class 3 contains 2428 members Mstep: Class 4 contains 868 members Mstep: Class 5 contains 444 members Mstep: Class 6 contains 1885 members Mstep: Class 7 contains 417 members Mstep: Class 8 contains 13665 members Mstep: Class 9 contains 1092 members Mstep: Class 10 contains 2778 members Mstep: Class 11 contains 1426 members Mstep: Class 12 contains 677 members Mstep: Class 13 contains 2372 members Mstep: Class 14 contains 424 members Mstep: Class 15 contains 282 members Mstep: Class 16 contains 1368 members Mstep: Class 17 contains 3653 members Mstep: Class 18 contains 35250 members Mstep: Class 20 contains 2929 members Mstep: Class 21 contains 2388 members Mstep: Class 22 contains 91279 members Mstep: Class 23 contains 21365 members Mstep: Class 24 contains 5911 members Mstep: Class 25 contains 1429 members Entering Unmasked Estep ConsiderDeletion Score: -33070244.000000 Penalty: 49725.679688 Iteration 52Q: 25 clusters Score -3.307024e+07 nChanged 863 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 148034 members Mstep: Class 3 contains 2432 members Mstep: Class 4 contains 868 members Mstep: Class 5 contains 444 members Mstep: Class 6 contains 1779 members Mstep: Class 7 contains 417 members Mstep: Class 8 contains 13662 members Mstep: Class 9 contains 1092 members Mstep: Class 10 contains 2787 members Mstep: Class 11 contains 1415 members Mstep: Class 12 contains 677 members Mstep: Class 13 contains 2372 members Mstep: Class 14 contains 425 members Mstep: Class 15 contains 282 members Mstep: Class 16 contains 1368 members Mstep: Class 17 contains 3651 members Mstep: Class 18 contains 35580 members Mstep: Class 20 contains 2926 members Mstep: Class 21 contains 2385 members Mstep: Class 22 contains 91283 members Mstep: Class 23 contains 21359 members Mstep: Class 24 contains 6057 members Mstep: Class 25 contains 1443 members Entering Unmasked Estep ConsiderDeletion Score: -33070388.000000 Penalty: 49725.679688 Iteration 53Q: 25 clusters Score -3.307039e+07 nChanged 763 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 147699 members Mstep: Class 3 contains 2434 members Mstep: Class 4 contains 869 members Mstep: Class 5 contains 444 members Mstep: Class 6 contains 1692 members Mstep: Class 7 contains 417 members Mstep: Class 8 contains 13659 members Mstep: Class 9 contains 1092 members Mstep: Class 10 contains 2791 members Mstep: Class 11 contains 1406 members Mstep: Class 12 contains 677 members Mstep: Class 13 contains 2372 members Mstep: Class 14 contains 425 members Mstep: Class 15 contains 282 members Mstep: Class 16 contains 1368 members Mstep: Class 17 contains 3651 members Mstep: Class 18 contains 35856 members Mstep: Class 20 contains 2927 members Mstep: Class 21 contains 2395 members Mstep: Class 22 contains 91286 members Mstep: Class 23 contains 21357 members Mstep: Class 24 contains 6192 members Mstep: Class 25 contains 1453 members Entering Unmasked Estep ConsiderDeletion Score: -33070466.000000 Penalty: 49725.679688 Iteration 54Q: 25 clusters Score -3.307047e+07 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 147400 members Mstep: Class 3 contains 2438 members Mstep: Class 4 contains 866 members Mstep: Class 5 contains 444 members Mstep: Class 6 contains 1627 members Mstep: Class 7 contains 417 members Mstep: Class 8 contains 13658 members Mstep: Class 9 contains 1092 members Mstep: Class 10 contains 2803 members Mstep: Class 11 contains 1396 members Mstep: Class 12 contains 677 members Mstep: Class 13 contains 2372 members Mstep: Class 14 contains 426 members Mstep: Class 15 contains 282 members Mstep: Class 16 contains 1368 members Mstep: Class 17 contains 3651 members Mstep: Class 18 contains 36089 members Mstep: Class 20 contains 2920 members Mstep: Class 21 contains 2400 members Mstep: Class 22 contains 91288 members Mstep: Class 23 contains 21358 members Mstep: Class 24 contains 6314 members Mstep: Class 25 contains 1463 members Entering Unmasked Estep ConsiderDeletion Deleting Class 6. Lose 2030.683960 but Gain 2071.902344 Score: -33070488.000000 Penalty: 47653.777344 Iteration 55Q: 24 clusters Score -3.307049e+07 nChanged 2173 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 148698 members Mstep: Class 3 contains 2442 members Mstep: Class 4 contains 865 members Mstep: Class 5 contains 444 members Mstep: Class 7 contains 417 members Mstep: Class 8 contains 13658 members Mstep: Class 9 contains 1092 members Mstep: Class 10 contains 2811 members Mstep: Class 11 contains 1388 members Mstep: Class 12 contains 677 members Mstep: Class 13 contains 2372 members Mstep: Class 14 contains 426 members Mstep: Class 15 contains 282 members Mstep: Class 16 contains 1368 members Mstep: Class 17 contains 3653 members Mstep: Class 18 contains 36300 members Mstep: Class 20 contains 2917 members Mstep: Class 21 contains 2398 members Mstep: Class 22 contains 91291 members Mstep: Class 23 contains 21356 members Mstep: Class 24 contains 6428 members Mstep: Class 25 contains 1474 members Entering Unmasked Estep ConsiderDeletion Score: -33072276.000000 Penalty: 47653.777344 Iteration 56Q: 24 clusters Score -3.307228e+07 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 148176 members Mstep: Class 3 contains 2444 members Mstep: Class 4 contains 866 members Mstep: Class 5 contains 444 members Mstep: Class 7 contains 417 members Mstep: Class 8 contains 13657 members Mstep: Class 9 contains 1092 members Mstep: Class 10 contains 2821 members Mstep: Class 11 contains 1386 members Mstep: Class 12 contains 677 members Mstep: Class 13 contains 2372 members Mstep: Class 14 contains 426 members Mstep: Class 15 contains 282 members Mstep: Class 16 contains 1368 members Mstep: Class 17 contains 3655 members Mstep: Class 18 contains 36687 members Mstep: Class 20 contains 2914 members Mstep: Class 21 contains 2398 members Mstep: Class 22 contains 91295 members Mstep: Class 23 contains 21354 members Mstep: Class 24 contains 6549 members Mstep: Class 25 contains 1483 members Entering Unmasked Estep ConsiderDeletion Score: -33072412.000000 Penalty: 47653.777344 Iteration 57Q: 24 clusters Score -3.307241e+07 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 147737 members Mstep: Class 3 contains 2460 members Mstep: Class 4 contains 865 members Mstep: Class 5 contains 444 members Mstep: Class 7 contains 417 members Mstep: Class 8 contains 13654 members Mstep: Class 9 contains 1092 members Mstep: Class 10 contains 2826 members Mstep: Class 11 contains 1381 members Mstep: Class 12 contains 677 members Mstep: Class 13 contains 2372 members Mstep: Class 14 contains 426 members Mstep: Class 15 contains 282 members Mstep: Class 16 contains 1368 members Mstep: Class 17 contains 3654 members Mstep: Class 18 contains 36983 members Mstep: Class 20 contains 2903 members Mstep: Class 21 contains 2403 members Mstep: Class 22 contains 91298 members Mstep: Class 23 contains 21353 members Mstep: Class 24 contains 6670 members Mstep: Class 25 contains 1499 members Entering Unmasked Estep ConsiderDeletion Score: -33072558.000000 Penalty: 47653.777344 Iteration 58Q: 24 clusters Score -3.307256e+07 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 147353 members Mstep: Class 3 contains 2465 members Mstep: Class 4 contains 864 members Mstep: Class 5 contains 444 members Mstep: Class 7 contains 418 members Mstep: Class 8 contains 13654 members Mstep: Class 9 contains 1092 members Mstep: Class 10 contains 2833 members Mstep: Class 11 contains 1376 members Mstep: Class 12 contains 677 members Mstep: Class 13 contains 2372 members Mstep: Class 14 contains 426 members Mstep: Class 15 contains 282 members Mstep: Class 16 contains 1368 members Mstep: Class 17 contains 3657 members Mstep: Class 18 contains 37245 members Mstep: Class 20 contains 2893 members Mstep: Class 21 contains 2399 members Mstep: Class 22 contains 91301 members Mstep: Class 23 contains 21355 members Mstep: Class 24 contains 6780 members Mstep: Class 25 contains 1512 members Entering Unmasked Estep ConsiderDeletion Score: -33072534.000000 Penalty: 47653.777344 Iteration 59Q: 24 clusters Score -3.307253e+07 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 147048 members Mstep: Class 3 contains 2471 members Mstep: Class 4 contains 864 members Mstep: Class 5 contains 444 members Mstep: Class 7 contains 418 members Mstep: Class 8 contains 13651 members Mstep: Class 9 contains 1092 members Mstep: Class 10 contains 2847 members Mstep: Class 11 contains 1373 members Mstep: Class 12 contains 677 members Mstep: Class 13 contains 2372 members Mstep: Class 14 contains 426 members Mstep: Class 15 contains 282 members Mstep: Class 16 contains 1368 members Mstep: Class 17 contains 3658 members Mstep: Class 18 contains 37420 members Mstep: Class 20 contains 2871 members Mstep: Class 21 contains 2386 members Mstep: Class 22 contains 91305 members Mstep: Class 23 contains 21356 members Mstep: Class 24 contains 6903 members Mstep: Class 25 contains 1537 members Entering Unmasked Estep ConsiderDeletion Score: -33072520.000000 Penalty: 47653.777344 Iteration 60F: 24 clusters Score -3.307252e+07 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 146735 members Mstep: Class 3 contains 2481 members Mstep: Class 4 contains 869 members Mstep: Class 5 contains 444 members Mstep: Class 7 contains 418 members Mstep: Class 8 contains 13646 members Mstep: Class 9 contains 1092 members Mstep: Class 10 contains 2847 members Mstep: Class 11 contains 1371 members Mstep: Class 12 contains 677 members Mstep: Class 13 contains 2372 members Mstep: Class 14 contains 433 members Mstep: Class 15 contains 282 members Mstep: Class 16 contains 1368 members Mstep: Class 17 contains 3659 members Mstep: Class 18 contains 37596 members Mstep: Class 20 contains 2845 members Mstep: Class 21 contains 2396 members Mstep: Class 22 contains 91311 members Mstep: Class 23 contains 21349 members Mstep: Class 24 contains 7021 members Mstep: Class 25 contains 1563 members Entering Unmasked Estep ConsiderDeletion Score: -33072750.000000 Penalty: 47653.777344 Iteration 61Q: 24 clusters Score -3.307275e+07 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 146485 members Mstep: Class 3 contains 2492 members Mstep: Class 4 contains 880 members Mstep: Class 5 contains 444 members Mstep: Class 7 contains 418 members Mstep: Class 8 contains 13646 members Mstep: Class 9 contains 1092 members Mstep: Class 10 contains 2854 members Mstep: Class 11 contains 1370 members Mstep: Class 12 contains 677 members Mstep: Class 13 contains 2372 members Mstep: Class 14 contains 445 members Mstep: Class 15 contains 280 members Mstep: Class 16 contains 1368 members Mstep: Class 17 contains 3658 members Mstep: Class 18 contains 37710 members Mstep: Class 20 contains 2824 members Mstep: Class 21 contains 2396 members Mstep: Class 22 contains 91313 members Mstep: Class 23 contains 21335 members Mstep: Class 24 contains 7137 members Mstep: Class 25 contains 1587 members Entering Unmasked Estep ConsiderDeletion Score: -33072868.000000 Penalty: 47653.777344 Iteration 62Q: 24 clusters Score -3.307287e+07 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 146254 members Mstep: Class 3 contains 2500 members Mstep: Class 4 contains 883 members Mstep: Class 5 contains 444 members Mstep: Class 7 contains 418 members Mstep: Class 8 contains 13645 members Mstep: Class 9 contains 1092 members Mstep: Class 10 contains 2865 members Mstep: Class 11 contains 1367 members Mstep: Class 12 contains 677 members Mstep: Class 13 contains 2372 members Mstep: Class 14 contains 459 members Mstep: Class 15 contains 280 members Mstep: Class 16 contains 1368 members Mstep: Class 17 contains 3657 members Mstep: Class 18 contains 37815 members Mstep: Class 20 contains 2810 members Mstep: Class 21 contains 2400 members Mstep: Class 22 contains 91317 members Mstep: Class 23 contains 21328 members Mstep: Class 24 contains 7244 members Mstep: Class 25 contains 1606 members Entering Unmasked Estep ConsiderDeletion Score: -33073004.000000 Penalty: 47653.777344 Iteration 63Q: 24 clusters Score -3.3073e+07 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 146002 members Mstep: Class 3 contains 2508 members Mstep: Class 4 contains 888 members Mstep: Class 5 contains 444 members Mstep: Class 7 contains 418 members Mstep: Class 8 contains 13646 members Mstep: Class 9 contains 1092 members Mstep: Class 10 contains 2870 members Mstep: Class 11 contains 1364 members Mstep: Class 12 contains 677 members Mstep: Class 13 contains 2372 members Mstep: Class 14 contains 476 members Mstep: Class 15 contains 278 members Mstep: Class 16 contains 1368 members Mstep: Class 17 contains 3658 members Mstep: Class 18 contains 37940 members Mstep: Class 20 contains 2797 members Mstep: Class 21 contains 2402 members Mstep: Class 22 contains 91318 members Mstep: Class 23 contains 21317 members Mstep: Class 24 contains 7355 members Mstep: Class 25 contains 1632 members Entering Unmasked Estep ConsiderDeletion Score: -33073120.000000 Penalty: 47653.777344 Iteration 64Q: 24 clusters Score -3.307312e+07 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 145797 members Mstep: Class 3 contains 2512 members Mstep: Class 4 contains 898 members Mstep: Class 5 contains 444 members Mstep: Class 7 contains 418 members Mstep: Class 8 contains 13648 members Mstep: Class 9 contains 1092 members Mstep: Class 10 contains 2874 members Mstep: Class 11 contains 1361 members Mstep: Class 12 contains 676 members Mstep: Class 13 contains 2372 members Mstep: Class 14 contains 490 members Mstep: Class 15 contains 277 members Mstep: Class 16 contains 1368 members Mstep: Class 17 contains 3659 members Mstep: Class 18 contains 38032 members Mstep: Class 20 contains 2773 members Mstep: Class 21 contains 2394 members Mstep: Class 22 contains 91319 members Mstep: Class 23 contains 21306 members Mstep: Class 24 contains 7461 members Mstep: Class 25 contains 1670 members Entering Unmasked Estep ConsiderDeletion Score: -33073276.000000 Penalty: 47653.777344 Iteration 65Q: 24 clusters Score -3.307328e+07 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 145623 members Mstep: Class 3 contains 2518 members Mstep: Class 4 contains 900 members Mstep: Class 5 contains 444 members Mstep: Class 7 contains 418 members Mstep: Class 8 contains 13651 members Mstep: Class 9 contains 1092 members Mstep: Class 10 contains 2883 members Mstep: Class 11 contains 1359 members Mstep: Class 12 contains 675 members Mstep: Class 13 contains 2372 members Mstep: Class 14 contains 502 members Mstep: Class 15 contains 279 members Mstep: Class 16 contains 1368 members Mstep: Class 17 contains 3661 members Mstep: Class 18 contains 38101 members Mstep: Class 20 contains 2733 members Mstep: Class 21 contains 2388 members Mstep: Class 22 contains 91319 members Mstep: Class 23 contains 21298 members Mstep: Class 24 contains 7558 members Mstep: Class 25 contains 1717 members Entering Unmasked Estep ConsiderDeletion Score: -33073396.000000 Penalty: 47653.777344 Iteration 66Q: 24 clusters Score -3.30734e+07 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 145472 members Mstep: Class 3 contains 2527 members Mstep: Class 4 contains 903 members Mstep: Class 5 contains 444 members Mstep: Class 7 contains 418 members Mstep: Class 8 contains 13655 members Mstep: Class 9 contains 1092 members Mstep: Class 10 contains 2890 members Mstep: Class 11 contains 1356 members Mstep: Class 12 contains 675 members Mstep: Class 13 contains 2372 members Mstep: Class 14 contains 515 members Mstep: Class 15 contains 281 members Mstep: Class 16 contains 1368 members Mstep: Class 17 contains 3661 members Mstep: Class 18 contains 38171 members Mstep: Class 20 contains 2688 members Mstep: Class 21 contains 2372 members Mstep: Class 22 contains 91317 members Mstep: Class 23 contains 21295 members Mstep: Class 24 contains 7637 members Mstep: Class 25 contains 1763 members Entering Unmasked Estep ConsiderDeletion Score: -33073556.000000 Penalty: 47653.777344 Iteration 67Q: 24 clusters Score -3.307356e+07 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 145319 members Mstep: Class 3 contains 2548 members Mstep: Class 4 contains 902 members Mstep: Class 5 contains 444 members Mstep: Class 7 contains 418 members Mstep: Class 8 contains 13655 members Mstep: Class 9 contains 1092 members Mstep: Class 10 contains 2889 members Mstep: Class 11 contains 1354 members Mstep: Class 12 contains 677 members Mstep: Class 13 contains 2372 members Mstep: Class 14 contains 522 members Mstep: Class 15 contains 281 members Mstep: Class 16 contains 1368 members Mstep: Class 17 contains 3660 members Mstep: Class 18 contains 38231 members Mstep: Class 20 contains 2631 members Mstep: Class 21 contains 2361 members Mstep: Class 22 contains 91317 members Mstep: Class 23 contains 21294 members Mstep: Class 24 contains 7713 members Mstep: Class 25 contains 1828 members Entering Unmasked Estep ConsiderDeletion Score: -33073716.000000 Penalty: 47653.777344 Iteration 68Q: 24 clusters Score -3.307372e+07 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 145147 members Mstep: Class 3 contains 2572 members Mstep: Class 4 contains 902 members Mstep: Class 5 contains 444 members Mstep: Class 7 contains 419 members Mstep: Class 8 contains 13649 members Mstep: Class 9 contains 1092 members Mstep: Class 10 contains 2890 members Mstep: Class 11 contains 1349 members Mstep: Class 12 contains 675 members Mstep: Class 13 contains 2372 members Mstep: Class 14 contains 532 members Mstep: Class 15 contains 284 members Mstep: Class 16 contains 1368 members Mstep: Class 17 contains 3661 members Mstep: Class 18 contains 38304 members Mstep: Class 20 contains 2600 members Mstep: Class 21 contains 2358 members Mstep: Class 22 contains 91317 members Mstep: Class 23 contains 21294 members Mstep: Class 24 contains 7778 members Mstep: Class 25 contains 1879 members Entering Unmasked Estep ConsiderDeletion Score: -33073800.000000 Penalty: 47653.777344 Iteration 69Q: 24 clusters Score -3.30738e+07 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 144983 members Mstep: Class 3 contains 2597 members Mstep: Class 4 contains 906 members Mstep: Class 5 contains 444 members Mstep: Class 7 contains 419 members Mstep: Class 8 contains 13643 members Mstep: Class 9 contains 1092 members Mstep: Class 10 contains 2895 members Mstep: Class 11 contains 1348 members Mstep: Class 12 contains 677 members Mstep: Class 13 contains 2372 members Mstep: Class 14 contains 549 members Mstep: Class 15 contains 285 members Mstep: Class 16 contains 1368 members Mstep: Class 17 contains 3665 members Mstep: Class 18 contains 38377 members Mstep: Class 20 contains 2558 members Mstep: Class 21 contains 2355 members Mstep: Class 22 contains 91319 members Mstep: Class 23 contains 21291 members Mstep: Class 24 contains 7843 members Mstep: Class 25 contains 1916 members Entering Unmasked Estep ConsiderDeletion Score: -33073924.000000 Penalty: 47653.777344 Iteration 70Q: 24 clusters Score -3.307392e+07 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 144833 members Mstep: Class 3 contains 2623 members Mstep: Class 4 contains 908 members Mstep: Class 5 contains 444 members Mstep: Class 7 contains 419 members Mstep: Class 8 contains 13638 members Mstep: Class 9 contains 1092 members Mstep: Class 10 contains 2893 members Mstep: Class 11 contains 1347 members Mstep: Class 12 contains 677 members Mstep: Class 13 contains 2372 members Mstep: Class 14 contains 566 members Mstep: Class 15 contains 286 members Mstep: Class 16 contains 1368 members Mstep: Class 17 contains 3665 members Mstep: Class 18 contains 38437 members Mstep: Class 20 contains 2531 members Mstep: Class 21 contains 2354 members Mstep: Class 22 contains 91322 members Mstep: Class 23 contains 21285 members Mstep: Class 24 contains 7908 members Mstep: Class 25 contains 1946 members Entering Unmasked Estep ConsiderDeletion Score: -33074060.000000 Penalty: 47653.777344 Iteration 71Q: 24 clusters Score -3.307406e+07 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 144699 members Mstep: Class 3 contains 2642 members Mstep: Class 4 contains 904 members Mstep: Class 5 contains 444 members Mstep: Class 7 contains 419 members Mstep: Class 8 contains 13631 members Mstep: Class 9 contains 1092 members Mstep: Class 10 contains 2897 members Mstep: Class 11 contains 1345 members Mstep: Class 12 contains 677 members Mstep: Class 13 contains 2372 members Mstep: Class 14 contains 591 members Mstep: Class 15 contains 288 members Mstep: Class 16 contains 1368 members Mstep: Class 17 contains 3666 members Mstep: Class 18 contains 38508 members Mstep: Class 20 contains 2514 members Mstep: Class 21 contains 2344 members Mstep: Class 22 contains 91324 members Mstep: Class 23 contains 21286 members Mstep: Class 24 contains 7966 members Mstep: Class 25 contains 1960 members Entering Unmasked Estep ConsiderDeletion Score: -33074082.000000 Penalty: 47653.777344 Iteration 72Q: 24 clusters Score -3.307408e+07 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 144567 members Mstep: Class 3 contains 2659 members Mstep: Class 4 contains 902 members Mstep: Class 5 contains 444 members Mstep: Class 7 contains 419 members Mstep: Class 8 contains 13628 members Mstep: Class 9 contains 1092 members Mstep: Class 10 contains 2899 members Mstep: Class 11 contains 1342 members Mstep: Class 12 contains 677 members Mstep: Class 13 contains 2372 members Mstep: Class 14 contains 613 members Mstep: Class 15 contains 288 members Mstep: Class 16 contains 1368 members Mstep: Class 17 contains 3667 members Mstep: Class 18 contains 38575 members Mstep: Class 20 contains 2510 members Mstep: Class 21 contains 2335 members Mstep: Class 22 contains 91327 members Mstep: Class 23 contains 21285 members Mstep: Class 24 contains 8018 members Mstep: Class 25 contains 1970 members Entering Unmasked Estep ConsiderDeletion Score: -33074204.000000 Penalty: 47653.777344 Iteration 73Q: 24 clusters Score -3.30742e+07 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 144451 members Mstep: Class 3 contains 2675 members Mstep: Class 4 contains 901 members Mstep: Class 5 contains 444 members Mstep: Class 7 contains 419 members Mstep: Class 8 contains 13628 members Mstep: Class 9 contains 1092 members Mstep: Class 10 contains 2910 members Mstep: Class 11 contains 1335 members Mstep: Class 12 contains 677 members Mstep: Class 13 contains 2372 members Mstep: Class 14 contains 628 members Mstep: Class 15 contains 285 members Mstep: Class 16 contains 1368 members Mstep: Class 17 contains 3666 members Mstep: Class 18 contains 38648 members Mstep: Class 20 contains 2498 members Mstep: Class 21 contains 2325 members Mstep: Class 22 contains 91328 members Mstep: Class 23 contains 21286 members Mstep: Class 24 contains 8053 members Mstep: Class 25 contains 1979 members Entering Unmasked Estep ConsiderDeletion Score: -33074208.000000 Penalty: 47653.777344 Iteration 74Q: 24 clusters Score -3.307421e+07 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 144356 members Mstep: Class 3 contains 2689 members Mstep: Class 4 contains 902 members Mstep: Class 5 contains 444 members Mstep: Class 7 contains 419 members Mstep: Class 8 contains 13629 members Mstep: Class 9 contains 1092 members Mstep: Class 10 contains 2927 members Mstep: Class 11 contains 1319 members Mstep: Class 12 contains 677 members Mstep: Class 13 contains 2372 members Mstep: Class 14 contains 644 members Mstep: Class 15 contains 285 members Mstep: Class 16 contains 1368 members Mstep: Class 17 contains 3665 members Mstep: Class 18 contains 38694 members Mstep: Class 20 contains 2496 members Mstep: Class 21 contains 2322 members Mstep: Class 22 contains 91326 members Mstep: Class 23 contains 21284 members Mstep: Class 24 contains 8091 members Mstep: Class 25 contains 1985 members Entering Unmasked Estep ConsiderDeletion Score: -33074276.000000 Penalty: 47653.777344 Iteration 75Q: 24 clusters Score -3.307428e+07 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 144273 members Mstep: Class 3 contains 2702 members Mstep: Class 4 contains 902 members Mstep: Class 5 contains 444 members Mstep: Class 7 contains 419 members Mstep: Class 8 contains 13628 members Mstep: Class 9 contains 1092 members Mstep: Class 10 contains 2950 members Mstep: Class 11 contains 1300 members Mstep: Class 12 contains 677 members Mstep: Class 13 contains 2372 members Mstep: Class 14 contains 666 members Mstep: Class 15 contains 285 members Mstep: Class 16 contains 1368 members Mstep: Class 17 contains 3665 members Mstep: Class 18 contains 38717 members Mstep: Class 20 contains 2491 members Mstep: Class 21 contains 2318 members Mstep: Class 22 contains 91326 members Mstep: Class 23 contains 21282 members Mstep: Class 24 contains 8137 members Mstep: Class 25 contains 1988 members Entering Unmasked Estep ConsiderDeletion Score: -33074368.000000 Penalty: 47653.777344 Iteration 76Q: 24 clusters Score -3.307437e+07 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 144188 members Mstep: Class 3 contains 2717 members Mstep: Class 4 contains 901 members Mstep: Class 5 contains 444 members Mstep: Class 7 contains 419 members Mstep: Class 8 contains 13629 members Mstep: Class 9 contains 1092 members Mstep: Class 10 contains 2976 members Mstep: Class 11 contains 1277 members Mstep: Class 12 contains 679 members Mstep: Class 13 contains 2372 members Mstep: Class 14 contains 674 members Mstep: Class 15 contains 284 members Mstep: Class 16 contains 1368 members Mstep: Class 17 contains 3665 members Mstep: Class 18 contains 38750 members Mstep: Class 20 contains 2489 members Mstep: Class 21 contains 2311 members Mstep: Class 22 contains 91325 members Mstep: Class 23 contains 21284 members Mstep: Class 24 contains 8174 members Mstep: Class 25 contains 1994 members Entering Unmasked Estep ConsiderDeletion Score: -33074342.000000 Penalty: 47653.777344 Iteration 77Q: 24 clusters Score -3.307434e+07 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 144100 members Mstep: Class 3 contains 2743 members Mstep: Class 4 contains 902 members Mstep: Class 5 contains 444 members Mstep: Class 7 contains 419 members Mstep: Class 8 contains 13628 members Mstep: Class 9 contains 1092 members Mstep: Class 10 contains 3007 members Mstep: Class 11 contains 1257 members Mstep: Class 12 contains 679 members Mstep: Class 13 contains 2372 members Mstep: Class 14 contains 675 members Mstep: Class 15 contains 285 members Mstep: Class 16 contains 1368 members Mstep: Class 17 contains 3666 members Mstep: Class 18 contains 38779 members Mstep: Class 20 contains 2489 members Mstep: Class 21 contains 2304 members Mstep: Class 22 contains 91325 members Mstep: Class 23 contains 21281 members Mstep: Class 24 contains 8204 members Mstep: Class 25 contains 1996 members Entering Unmasked Estep ConsiderDeletion Score: -33074364.000000 Penalty: 47653.777344 Iteration 78Q: 24 clusters Score -3.307436e+07 nChanged 240 Entering ConstructFrom: Score: -33074364.000000 Penalty: 47653.777344 Entering ConstructFrom: Trying to split cluster 1 (1571 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Entering Unmasked Estep Score: -140441.218750 Penalty: 1195.913452 Iteration 0F: 2 clusters Score -140441.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -138631.265625 Penalty: 2391.826904 Iteration 0F: 3 clusters Score -138631.3 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -139080.984375 Penalty: 2391.826904 Iteration 1F: 3 clusters Score -139081 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -139200.734375 Penalty: 2391.826904 Iteration 2F: 3 clusters Score -139200.7 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -139276.375000 Penalty: 2391.826904 Iteration 3Q: 3 clusters Score -139276.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -139346.750000 Penalty: 2391.826904 Iteration 4Q: 3 clusters Score -139346.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -139408.859375 Penalty: 2391.826904 Iteration 5Q: 3 clusters Score -139408.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -139478.671875 Penalty: 2391.826904 Iteration 6Q: 3 clusters Score -139478.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -139522.812500 Penalty: 2391.826904 Iteration 7Q: 3 clusters Score -139522.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -139561.359375 Penalty: 2391.826904 Iteration 8Q: 3 clusters Score -139561.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -139589.265625 Penalty: 2391.826904 Iteration 9Q: 3 clusters Score -139589.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -139612.046875 Penalty: 2391.826904 Iteration 10Q: 3 clusters Score -139612 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -139628.781250 Penalty: 2391.826904 Iteration 11Q: 3 clusters Score -139628.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -139639.828125 Penalty: 2391.826904 Iteration 12Q: 3 clusters Score -139639.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -139657.312500 Penalty: 2391.826904 Iteration 13Q: 3 clusters Score -139657.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -139674.046875 Penalty: 2391.826904 Iteration 14Q: 3 clusters Score -139674 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -139685.671875 Penalty: 2391.826904 Iteration 15Q: 3 clusters Score -139685.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -139693.578125 Penalty: 2391.826904 Iteration 16Q: 3 clusters Score -139693.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -139698.718750 Penalty: 2391.826904 Iteration 17Q: 3 clusters Score -139698.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -139704.921875 Penalty: 2391.826904 Iteration 18Q: 3 clusters Score -139704.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -139710.828125 Penalty: 2391.826904 Iteration 19Q: 3 clusters Score -139710.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -139713.640625 Penalty: 2391.826904 Iteration 20F: 3 clusters Score -139713.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -139717.109375 Penalty: 2391.826904 Iteration 21Q: 3 clusters Score -139717.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -139718.656250 Penalty: 2391.826904 Iteration 22Q: 3 clusters Score -139718.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -139720.312500 Penalty: 2391.826904 Iteration 23Q: 3 clusters Score -139720.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -139722.468750 Penalty: 2391.826904 Iteration 24Q: 3 clusters Score -139722.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -139723.562500 Penalty: 2391.826904 Iteration 25Q: 3 clusters Score -139723.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -139724.984375 Penalty: 2391.826904 Iteration 26Q: 3 clusters Score -139725 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -139724.984375 Penalty: 2391.826904 Iteration 27F: 3 clusters Score -139725 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (144009 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144009 members Entering Unmasked Estep Score: -14334350.000000 Penalty: 1930.115112 Iteration 0F: 2 clusters Score -1.433435e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72141 members Mstep: Class 2 contains 71868 members Entering Unmasked Estep Score: -14238133.000000 Penalty: 3860.230225 Iteration 0F: 3 clusters Score -1.423813e+07 nChanged 69348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73975 members Mstep: Class 2 contains 70034 members Entering Unmasked Estep Score: -14278437.000000 Penalty: 3860.230225 Iteration 1F: 3 clusters Score -1.427844e+07 nChanged 3654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74661 members Mstep: Class 2 contains 69348 members Entering Unmasked Estep Score: -14279077.000000 Penalty: 3860.230225 Iteration 2Q: 3 clusters Score -1.427908e+07 nChanged 3822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75805 members Mstep: Class 2 contains 68204 members Entering Unmasked Estep Score: -14279885.000000 Penalty: 3860.230225 Iteration 3Q: 3 clusters Score -1.427988e+07 nChanged 4179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77688 members Mstep: Class 2 contains 66321 members Entering Unmasked Estep Score: -14280801.000000 Penalty: 3860.230225 Iteration 4Q: 3 clusters Score -1.42808e+07 nChanged 4762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80568 members Mstep: Class 2 contains 63441 members Entering Unmasked Estep Score: -14282325.000000 Penalty: 3860.230225 Iteration 5Q: 3 clusters Score -1.428232e+07 nChanged 5831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85123 members Mstep: Class 2 contains 58886 members Entering Unmasked Estep Score: -14284425.000000 Penalty: 3860.230225 Iteration 6Q: 3 clusters Score -1.428442e+07 nChanged 7435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91750 members Mstep: Class 2 contains 52259 members Entering Unmasked Estep Score: -14288184.000000 Penalty: 3860.230225 Iteration 7F: 3 clusters Score -1.428818e+07 nChanged 9641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100965 members Mstep: Class 2 contains 43044 members Entering Unmasked Estep Score: -14294556.000000 Penalty: 3860.230225 Iteration 8F: 3 clusters Score -1.429456e+07 nChanged 11475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112256 members Mstep: Class 2 contains 31753 members Entering Unmasked Estep Score: -14304047.000000 Penalty: 3860.230225 Iteration 9F: 3 clusters Score -1.430405e+07 nChanged 11294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123466 members Mstep: Class 2 contains 20543 members Entering Unmasked Estep Score: -14314322.000000 Penalty: 3860.230225 Iteration 10F: 3 clusters Score -1.431432e+07 nChanged 8719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132173 members Mstep: Class 2 contains 11836 members Entering Unmasked Estep Score: -14322472.000000 Penalty: 3860.230225 Iteration 11F: 3 clusters Score -1.432247e+07 nChanged 5392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137555 members Mstep: Class 2 contains 6454 members Entering Unmasked Estep Score: -14327415.000000 Penalty: 3860.230225 Iteration 12Q: 3 clusters Score -1.432742e+07 nChanged 2978 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140529 members Mstep: Class 2 contains 3480 members Entering Unmasked Estep Score: -14330182.000000 Penalty: 3860.230225 Iteration 13Q: 3 clusters Score -1.433018e+07 nChanged 1516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142041 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -14331274.000000 Penalty: 3860.230225 Iteration 14Q: 3 clusters Score -1.433127e+07 nChanged 812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142851 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -14331957.000000 Penalty: 3860.230225 Iteration 15Q: 3 clusters Score -1.433196e+07 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143274 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -14332273.000000 Penalty: 3860.230225 Iteration 16Q: 3 clusters Score -1.433227e+07 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143478 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -14332420.000000 Penalty: 3860.230225 Iteration 17Q: 3 clusters Score -1.433242e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143575 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -14332520.000000 Penalty: 3860.230225 Iteration 18Q: 3 clusters Score -1.433252e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143627 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -14332567.000000 Penalty: 3860.230225 Iteration 19Q: 3 clusters Score -1.433257e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143661 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -14332571.000000 Penalty: 3860.230225 Iteration 20F: 3 clusters Score -1.433257e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143679 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -14332586.000000 Penalty: 3860.230225 Iteration 21Q: 3 clusters Score -1.433259e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143690 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -14332602.000000 Penalty: 3860.230225 Iteration 22Q: 3 clusters Score -1.43326e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143699 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -14332591.000000 Penalty: 3860.230225 Iteration 23Q: 3 clusters Score -1.433259e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143705 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -14332600.000000 Penalty: 3860.230225 Iteration 24Q: 3 clusters Score -1.43326e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143709 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -14332614.000000 Penalty: 3860.230225 Iteration 25Q: 3 clusters Score -1.433261e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143716 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -14332625.000000 Penalty: 3860.230225 Iteration 26Q: 3 clusters Score -1.433262e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143722 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -14332635.000000 Penalty: 3860.230225 Iteration 27Q: 3 clusters Score -1.433264e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143723 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -14332626.000000 Penalty: 3860.230225 Iteration 28Q: 3 clusters Score -1.433263e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143726 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -14332638.000000 Penalty: 3860.230225 Iteration 29Q: 3 clusters Score -1.433264e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143727 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -14332644.000000 Penalty: 3860.230225 Iteration 30Q: 3 clusters Score -1.433264e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143728 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -14332649.000000 Penalty: 3860.230225 Iteration 31Q: 3 clusters Score -1.433265e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143729 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -14332649.000000 Penalty: 3860.230225 Iteration 32Q: 3 clusters Score -1.433265e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143731 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -14332649.000000 Penalty: 3860.230225 Iteration 33Q: 3 clusters Score -1.433265e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143732 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -14332637.000000 Penalty: 3860.230225 Iteration 34Q: 3 clusters Score -1.433264e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143733 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -14332646.000000 Penalty: 3860.230225 Iteration 35Q: 3 clusters Score -1.433265e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143734 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -14332641.000000 Penalty: 3860.230225 Iteration 36Q: 3 clusters Score -1.433264e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143735 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -14332652.000000 Penalty: 3860.230225 Iteration 37Q: 3 clusters Score -1.433265e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143736 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -14332651.000000 Penalty: 3860.230225 Iteration 38Q: 3 clusters Score -1.433265e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143737 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -14332654.000000 Penalty: 3860.230225 Iteration 39Q: 3 clusters Score -1.433265e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143737 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -14332656.000000 Penalty: 3860.230225 Iteration 40F: 3 clusters Score -1.433266e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143736 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -14332656.000000 Penalty: 3860.230225 Iteration 41Q: 3 clusters Score -1.433266e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143736 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -14332656.000000 Penalty: 3860.230225 Iteration 42F: 3 clusters Score -1.433266e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (2753 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2753 members Entering Unmasked Estep Score: -241162.578125 Penalty: 1287.072510 Iteration 0F: 2 clusters Score -241162.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -238572.046875 Penalty: 2574.145020 Iteration 0F: 3 clusters Score -238572 nChanged 1071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -239196.234375 Penalty: 2574.145020 Iteration 1F: 3 clusters Score -239196.2 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -239305.375000 Penalty: 2574.145020 Iteration 2F: 3 clusters Score -239305.4 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -239357.984375 Penalty: 2574.145020 Iteration 3Q: 3 clusters Score -239358 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -239409.531250 Penalty: 2574.145020 Iteration 4Q: 3 clusters Score -239409.5 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -239454.437500 Penalty: 2574.145020 Iteration 5Q: 3 clusters Score -239454.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -239503.234375 Penalty: 2574.145020 Iteration 6Q: 3 clusters Score -239503.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -239557.375000 Penalty: 2574.145020 Iteration 7Q: 3 clusters Score -239557.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -239614.578125 Penalty: 2574.145020 Iteration 8Q: 3 clusters Score -239614.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -239654.328125 Penalty: 2574.145020 Iteration 9Q: 3 clusters Score -239654.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -239677.484375 Penalty: 2574.145020 Iteration 10Q: 3 clusters Score -239677.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -239687.937500 Penalty: 2574.145020 Iteration 11Q: 3 clusters Score -239687.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -239699.812500 Penalty: 2574.145020 Iteration 12Q: 3 clusters Score -239699.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -239709.593750 Penalty: 2574.145020 Iteration 13Q: 3 clusters Score -239709.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -239718.750000 Penalty: 2574.145020 Iteration 14Q: 3 clusters Score -239718.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -239731.046875 Penalty: 2574.145020 Iteration 15Q: 3 clusters Score -239731 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -239741.015625 Penalty: 2574.145020 Iteration 16Q: 3 clusters Score -239741 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -239752.546875 Penalty: 2574.145020 Iteration 17Q: 3 clusters Score -239752.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -239761.093750 Penalty: 2574.145020 Iteration 18Q: 3 clusters Score -239761.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -239766.625000 Penalty: 2574.145020 Iteration 19Q: 3 clusters Score -239766.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -239771.671875 Penalty: 2574.145020 Iteration 20F: 3 clusters Score -239771.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -239778.968750 Penalty: 2574.145020 Iteration 21Q: 3 clusters Score -239779 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -239788.531250 Penalty: 2574.145020 Iteration 22Q: 3 clusters Score -239788.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -239792.859375 Penalty: 2574.145020 Iteration 23Q: 3 clusters Score -239792.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -239795.125000 Penalty: 2574.145020 Iteration 24Q: 3 clusters Score -239795.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -239798.046875 Penalty: 2574.145020 Iteration 25Q: 3 clusters Score -239798 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -239802.453125 Penalty: 2574.145020 Iteration 26Q: 3 clusters Score -239802.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -239805.953125 Penalty: 2574.145020 Iteration 27Q: 3 clusters Score -239806 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -239808.421875 Penalty: 2574.145020 Iteration 28Q: 3 clusters Score -239808.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -239810.656250 Penalty: 2574.145020 Iteration 29Q: 3 clusters Score -239810.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -239813.578125 Penalty: 2574.145020 Iteration 30Q: 3 clusters Score -239813.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -239816.593750 Penalty: 2574.145020 Iteration 31Q: 3 clusters Score -239816.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -239819.796875 Penalty: 2574.145020 Iteration 32Q: 3 clusters Score -239819.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -239822.125000 Penalty: 2574.145020 Iteration 33Q: 3 clusters Score -239822.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -239824.390625 Penalty: 2574.145020 Iteration 34Q: 3 clusters Score -239824.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -239826.343750 Penalty: 2574.145020 Iteration 35Q: 3 clusters Score -239826.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -239827.656250 Penalty: 2574.145020 Iteration 36Q: 3 clusters Score -239827.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -239829.218750 Penalty: 2574.145020 Iteration 37Q: 3 clusters Score -239829.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -239829.656250 Penalty: 2574.145020 Iteration 38Q: 3 clusters Score -239829.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -239830.015625 Penalty: 2574.145020 Iteration 39Q: 3 clusters Score -239830 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -239831.890625 Penalty: 2574.145020 Iteration 40F: 3 clusters Score -239831.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -239833.140625 Penalty: 2574.145020 Iteration 41Q: 3 clusters Score -239833.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -239835.578125 Penalty: 2574.145020 Iteration 42Q: 3 clusters Score -239835.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -239843.093750 Penalty: 2574.145020 Iteration 43Q: 3 clusters Score -239843.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -239849.453125 Penalty: 2574.145020 Iteration 44Q: 3 clusters Score -239849.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -239852.109375 Penalty: 2574.145020 Iteration 45Q: 3 clusters Score -239852.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -239856.015625 Penalty: 2574.145020 Iteration 46Q: 3 clusters Score -239856 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -239858.000000 Penalty: 2574.145020 Iteration 47Q: 3 clusters Score -239858 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -239863.546875 Penalty: 2574.145020 Iteration 48Q: 3 clusters Score -239863.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -239867.625000 Penalty: 2574.145020 Iteration 49Q: 3 clusters Score -239867.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -239869.750000 Penalty: 2574.145020 Iteration 50Q: 3 clusters Score -239869.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -239871.109375 Penalty: 2574.145020 Iteration 51Q: 3 clusters Score -239871.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -239872.703125 Penalty: 2574.145020 Iteration 52Q: 3 clusters Score -239872.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -239874.093750 Penalty: 2574.145020 Iteration 53Q: 3 clusters Score -239874.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2061 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -239878.984375 Penalty: 2574.145020 Iteration 54Q: 3 clusters Score -239879 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -239884.515625 Penalty: 2574.145020 Iteration 55Q: 3 clusters Score -239884.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -239890.234375 Penalty: 2574.145020 Iteration 56Q: 3 clusters Score -239890.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -239897.406250 Penalty: 2574.145020 Iteration 57Q: 3 clusters Score -239897.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -239901.453125 Penalty: 2574.145020 Iteration 58Q: 3 clusters Score -239901.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -239905.015625 Penalty: 2574.145020 Iteration 59Q: 3 clusters Score -239905 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -239908.359375 Penalty: 2574.145020 Iteration 60F: 3 clusters Score -239908.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -239912.093750 Penalty: 2574.145020 Iteration 61Q: 3 clusters Score -239912.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -239914.703125 Penalty: 2574.145020 Iteration 62Q: 3 clusters Score -239914.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -239917.000000 Penalty: 2574.145020 Iteration 63Q: 3 clusters Score -239917 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -239919.703125 Penalty: 2574.145020 Iteration 64Q: 3 clusters Score -239919.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -239921.390625 Penalty: 2574.145020 Iteration 65Q: 3 clusters Score -239921.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -239925.828125 Penalty: 2574.145020 Iteration 66Q: 3 clusters Score -239925.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2145 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -239930.406250 Penalty: 2574.145020 Iteration 67Q: 3 clusters Score -239930.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -239935.500000 Penalty: 2574.145020 Iteration 68Q: 3 clusters Score -239935.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -239939.140625 Penalty: 2574.145020 Iteration 69Q: 3 clusters Score -239939.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -239940.390625 Penalty: 2574.145020 Iteration 70Q: 3 clusters Score -239940.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2171 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -239941.734375 Penalty: 2574.145020 Iteration 71Q: 3 clusters Score -239941.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -239941.984375 Penalty: 2574.145020 Iteration 72Q: 3 clusters Score -239942 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -239942.437500 Penalty: 2574.145020 Iteration 73Q: 3 clusters Score -239942.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -239942.437500 Penalty: 2574.145020 Iteration 74F: 3 clusters Score -239942.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (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: -75143.281250 Penalty: 1106.289429 Iteration 0F: 2 clusters Score -75143.28 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -73775.539062 Penalty: 2212.578857 Iteration 0F: 3 clusters Score -73775.54 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -74061.726562 Penalty: 2212.578857 Iteration 1F: 3 clusters Score -74061.73 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -74222.445312 Penalty: 2212.578857 Iteration 2F: 3 clusters Score -74222.45 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -74412.062500 Penalty: 2212.578857 Iteration 3F: 3 clusters Score -74412.06 nChanged 64 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: -74590.218750 Penalty: 2212.578857 Iteration 4F: 3 clusters Score -74590.22 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -74730.351562 Penalty: 2212.578857 Iteration 5Q: 3 clusters Score -74730.35 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -74847.171875 Penalty: 2212.578857 Iteration 6Q: 3 clusters Score -74847.17 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -74991.109375 Penalty: 2212.578857 Iteration 7Q: 3 clusters Score -74991.11 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -75114.539062 Penalty: 2212.578857 Iteration 8Q: 3 clusters Score -75114.54 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -75176.343750 Penalty: 2212.578857 Iteration 9Q: 3 clusters Score -75176.34 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -75215.109375 Penalty: 2212.578857 Iteration 10Q: 3 clusters Score -75215.11 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -75257.367188 Penalty: 2212.578857 Iteration 11Q: 3 clusters Score -75257.37 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -75291.171875 Penalty: 2212.578857 Iteration 12Q: 3 clusters Score -75291.17 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -75304.226562 Penalty: 2212.578857 Iteration 13Q: 3 clusters Score -75304.23 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -75329.640625 Penalty: 2212.578857 Iteration 14Q: 3 clusters Score -75329.64 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -75354.687500 Penalty: 2212.578857 Iteration 15Q: 3 clusters Score -75354.69 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -75364.734375 Penalty: 2212.578857 Iteration 16Q: 3 clusters Score -75364.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -75372.593750 Penalty: 2212.578857 Iteration 17Q: 3 clusters Score -75372.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -75376.796875 Penalty: 2212.578857 Iteration 18Q: 3 clusters Score -75376.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -75384.195312 Penalty: 2212.578857 Iteration 19Q: 3 clusters Score -75384.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -75393.421875 Penalty: 2212.578857 Iteration 20F: 3 clusters Score -75393.42 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -75404.976562 Penalty: 2212.578857 Iteration 21Q: 3 clusters Score -75404.98 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -75416.796875 Penalty: 2212.578857 Iteration 22Q: 3 clusters Score -75416.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -75431.625000 Penalty: 2212.578857 Iteration 23Q: 3 clusters Score -75431.62 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -75454.460938 Penalty: 2212.578857 Iteration 24Q: 3 clusters Score -75454.46 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -75473.132812 Penalty: 2212.578857 Iteration 25Q: 3 clusters Score -75473.13 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -75490.117188 Penalty: 2212.578857 Iteration 26Q: 3 clusters Score -75490.12 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -75501.585938 Penalty: 2212.578857 Iteration 27Q: 3 clusters Score -75501.59 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -75517.937500 Penalty: 2212.578857 Iteration 28Q: 3 clusters Score -75517.94 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -75529.796875 Penalty: 2212.578857 Iteration 29Q: 3 clusters Score -75529.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -75530.671875 Penalty: 2212.578857 Iteration 30Q: 3 clusters Score -75530.67 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -75537.671875 Penalty: 2212.578857 Iteration 31F: 3 clusters Score -75537.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -75539.523438 Penalty: 2212.578857 Iteration 32Q: 3 clusters Score -75539.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -75543.289062 Penalty: 2212.578857 Iteration 33Q: 3 clusters Score -75543.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -75543.289062 Penalty: 2212.578857 Iteration 34F: 3 clusters Score -75543.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 144009 members Mstep: Class 3 contains 2753 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 445 members Mstep: Class 6 contains 354 members Mstep: Class 7 contains 419 members Mstep: Class 8 contains 13627 members Mstep: Class 9 contains 1092 members Mstep: Class 10 contains 3035 members Mstep: Class 11 contains 1241 members Mstep: Class 12 contains 679 members Mstep: Class 13 contains 2372 members Mstep: Class 14 contains 678 members Mstep: Class 15 contains 285 members Mstep: Class 16 contains 1368 members Mstep: Class 17 contains 3666 members Mstep: Class 18 contains 38802 members Mstep: Class 20 contains 2490 members Mstep: Class 21 contains 2300 members Mstep: Class 22 contains 91324 members Mstep: Class 23 contains 21278 members Mstep: Class 24 contains 8255 members Mstep: Class 25 contains 1994 members Entering Unmasked Estep Score: -33073844.000000 Penalty: 49725.679688 Splitting cluster 4 changes total score from -33074364.000000 to -33073844.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 5 (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: -38378.839844 Penalty: 990.937073 Iteration 0F: 2 clusters Score -38378.84 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 221 members Entering Unmasked Estep Score: -37365.093750 Penalty: 1981.874146 Iteration 0F: 3 clusters Score -37365.09 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -37531.644531 Penalty: 1981.874146 Iteration 1F: 3 clusters Score -37531.64 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -37606.363281 Penalty: 1981.874146 Iteration 2F: 3 clusters Score -37606.36 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -37679.542969 Penalty: 1981.874146 Iteration 3F: 3 clusters Score -37679.54 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -37821.929688 Penalty: 1981.874146 Iteration 4F: 3 clusters Score -37821.93 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -37905.187500 Penalty: 1981.874146 Iteration 5F: 3 clusters Score -37905.19 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -37955.183594 Penalty: 1981.874146 Iteration 6Q: 3 clusters Score -37955.18 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -38042.957031 Penalty: 1981.874146 Iteration 7Q: 3 clusters Score -38042.96 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -38063.605469 Penalty: 1981.874146 Iteration 8Q: 3 clusters Score -38063.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -38067.535156 Penalty: 1981.874146 Iteration 9Q: 3 clusters Score -38067.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -38069.324219 Penalty: 1981.874146 Iteration 10Q: 3 clusters Score -38069.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -38074.898438 Penalty: 1981.874146 Iteration 11Q: 3 clusters Score -38074.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -38076.515625 Penalty: 1981.874146 Iteration 12Q: 3 clusters Score -38076.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -38078.062500 Penalty: 1981.874146 Iteration 13F: 3 clusters Score -38078.06 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -38087.238281 Penalty: 1981.874146 Iteration 14Q: 3 clusters Score -38087.24 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -38100.582031 Penalty: 1981.874146 Iteration 15Q: 3 clusters Score -38100.58 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -38124.664062 Penalty: 1981.874146 Iteration 16Q: 3 clusters Score -38124.66 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -38137.218750 Penalty: 1981.874146 Iteration 17Q: 3 clusters Score -38137.22 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -38146.808594 Penalty: 1981.874146 Iteration 18Q: 3 clusters Score -38146.81 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -38160.761719 Penalty: 1981.874146 Iteration 19Q: 3 clusters Score -38160.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -38170.375000 Penalty: 1981.874146 Iteration 20F: 3 clusters Score -38170.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -38172.750000 Penalty: 1981.874146 Iteration 21Q: 3 clusters Score -38172.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -38178.757812 Penalty: 1981.874146 Iteration 22Q: 3 clusters Score -38178.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -38178.757812 Penalty: 1981.874146 Iteration 23F: 3 clusters Score -38178.76 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (419 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Entering Unmasked Estep Score: -36757.863281 Penalty: 981.153992 Iteration 0F: 2 clusters Score -36757.86 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -35817.695312 Penalty: 1962.307983 Iteration 0F: 3 clusters Score -35817.7 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -36050.574219 Penalty: 1962.307983 Iteration 1F: 3 clusters Score -36050.57 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -36161.757812 Penalty: 1962.307983 Iteration 2F: 3 clusters Score -36161.76 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -36221.531250 Penalty: 1962.307983 Iteration 3F: 3 clusters Score -36221.53 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -36277.156250 Penalty: 1962.307983 Iteration 4Q: 3 clusters Score -36277.16 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -36340.828125 Penalty: 1962.307983 Iteration 5Q: 3 clusters Score -36340.83 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -36431.070312 Penalty: 1962.307983 Iteration 6Q: 3 clusters Score -36431.07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -36480.167969 Penalty: 1962.307983 Iteration 7Q: 3 clusters Score -36480.17 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -36506.421875 Penalty: 1962.307983 Iteration 8Q: 3 clusters Score -36506.42 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -36542.664062 Penalty: 1962.307983 Iteration 9Q: 3 clusters Score -36542.66 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -36570.914062 Penalty: 1962.307983 Iteration 10Q: 3 clusters Score -36570.91 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -36584.250000 Penalty: 1962.307983 Iteration 11Q: 3 clusters Score -36584.25 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -36598.937500 Penalty: 1962.307983 Iteration 12Q: 3 clusters Score -36598.94 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -36608.515625 Penalty: 1962.307983 Iteration 13Q: 3 clusters Score -36608.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -36622.238281 Penalty: 1962.307983 Iteration 14Q: 3 clusters Score -36622.24 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -36628.269531 Penalty: 1962.307983 Iteration 15Q: 3 clusters Score -36628.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -36641.070312 Penalty: 1962.307983 Iteration 16F: 3 clusters Score -36641.07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -36684.445312 Penalty: 1962.307983 Iteration 17Q: 3 clusters Score -36684.45 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -36747.960938 Penalty: 1962.307983 Iteration 18Q: 3 clusters Score -36747.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -36756.339844 Penalty: 1962.307983 Iteration 19Q: 3 clusters Score -36756.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -36756.339844 Penalty: 1962.307983 Iteration 20F: 3 clusters Score -36756.34 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (13627 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13627 members Entering Unmasked Estep Score: -1302617.000000 Penalty: 1546.968872 Iteration 0F: 2 clusters Score -1302617 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6851 members Mstep: Class 2 contains 6776 members Entering Unmasked Estep Score: -1293139.250000 Penalty: 3093.937744 Iteration 0F: 3 clusters Score -1293139 nChanged 5996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7221 members Mstep: Class 2 contains 6406 members Entering Unmasked Estep Score: -1296442.000000 Penalty: 3093.937744 Iteration 1F: 3 clusters Score -1296442 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7420 members Mstep: Class 2 contains 6207 members Entering Unmasked Estep Score: -1296765.125000 Penalty: 3093.937744 Iteration 2F: 3 clusters Score -1296765 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7672 members Mstep: Class 2 contains 5955 members Entering Unmasked Estep Score: -1297122.750000 Penalty: 3093.937744 Iteration 3F: 3 clusters Score -1297123 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7949 members Mstep: Class 2 contains 5678 members Entering Unmasked Estep Score: -1297551.500000 Penalty: 3093.937744 Iteration 4Q: 3 clusters Score -1297552 nChanged 776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8305 members Mstep: Class 2 contains 5322 members Entering Unmasked Estep Score: -1298108.000000 Penalty: 3093.937744 Iteration 5F: 3 clusters Score -1298108 nChanged 883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8776 members Mstep: Class 2 contains 4851 members Entering Unmasked Estep Score: -1298770.750000 Penalty: 3093.937744 Iteration 6F: 3 clusters Score -1298771 nChanged 914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9324 members Mstep: Class 2 contains 4303 members Entering Unmasked Estep Score: -1299465.625000 Penalty: 3093.937744 Iteration 7F: 3 clusters Score -1299466 nChanged 850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9860 members Mstep: Class 2 contains 3767 members Entering Unmasked Estep Score: -1300137.875000 Penalty: 3093.937744 Iteration 8F: 3 clusters Score -1300138 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10338 members Mstep: Class 2 contains 3289 members Entering Unmasked Estep Score: -1300647.000000 Penalty: 3093.937744 Iteration 9F: 3 clusters Score -1300647 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10723 members Mstep: Class 2 contains 2904 members Entering Unmasked Estep Score: -1301051.000000 Penalty: 3093.937744 Iteration 10Q: 3 clusters Score -1301051 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11042 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -1301429.250000 Penalty: 3093.937744 Iteration 11Q: 3 clusters Score -1301429 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11284 members Mstep: Class 2 contains 2343 members Entering Unmasked Estep Score: -1301734.000000 Penalty: 3093.937744 Iteration 12Q: 3 clusters Score -1301734 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11440 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -1301881.000000 Penalty: 3093.937744 Iteration 13Q: 3 clusters Score -1301881 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11556 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -1301952.625000 Penalty: 3093.937744 Iteration 14Q: 3 clusters Score -1301953 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11655 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -1302002.375000 Penalty: 3093.937744 Iteration 15Q: 3 clusters Score -1302002 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11731 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -1302025.250000 Penalty: 3093.937744 Iteration 16Q: 3 clusters Score -1302025 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11789 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -1302048.625000 Penalty: 3093.937744 Iteration 17Q: 3 clusters Score -1302049 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11835 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -1302056.750000 Penalty: 3093.937744 Iteration 18Q: 3 clusters Score -1302057 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11873 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -1302068.250000 Penalty: 3093.937744 Iteration 19Q: 3 clusters Score -1302068 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11897 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -1302073.000000 Penalty: 3093.937744 Iteration 20F: 3 clusters Score -1302073 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11916 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -1302078.250000 Penalty: 3093.937744 Iteration 21Q: 3 clusters Score -1302078 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11930 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -1302080.875000 Penalty: 3093.937744 Iteration 22Q: 3 clusters Score -1302081 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11937 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -1302082.000000 Penalty: 3093.937744 Iteration 23Q: 3 clusters Score -1302082 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11946 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -1302084.750000 Penalty: 3093.937744 Iteration 24Q: 3 clusters Score -1302085 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11963 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -1302091.125000 Penalty: 3093.937744 Iteration 25Q: 3 clusters Score -1302091 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11980 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -1302094.750000 Penalty: 3093.937744 Iteration 26Q: 3 clusters Score -1302095 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11996 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -1302099.750000 Penalty: 3093.937744 Iteration 27Q: 3 clusters Score -1302100 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12008 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -1302099.625000 Penalty: 3093.937744 Iteration 28Q: 3 clusters Score -1302100 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12017 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -1302104.125000 Penalty: 3093.937744 Iteration 29Q: 3 clusters Score -1302104 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12023 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -1302103.875000 Penalty: 3093.937744 Iteration 30Q: 3 clusters Score -1302104 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12028 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -1302102.875000 Penalty: 3093.937744 Iteration 31Q: 3 clusters Score -1302103 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12031 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -1302102.875000 Penalty: 3093.937744 Iteration 32Q: 3 clusters Score -1302103 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12034 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -1302103.250000 Penalty: 3093.937744 Iteration 33Q: 3 clusters Score -1302103 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12035 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -1302102.875000 Penalty: 3093.937744 Iteration 34Q: 3 clusters Score -1302103 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12036 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -1302104.375000 Penalty: 3093.937744 Iteration 35Q: 3 clusters Score -1302104 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12038 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -1302106.125000 Penalty: 3093.937744 Iteration 36Q: 3 clusters Score -1302106 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12039 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -1302105.375000 Penalty: 3093.937744 Iteration 37Q: 3 clusters Score -1302105 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12040 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -1302105.125000 Penalty: 3093.937744 Iteration 38Q: 3 clusters Score -1302105 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12040 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -1302105.125000 Penalty: 3093.937744 Iteration 39F: 3 clusters Score -1302105 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1092 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Entering Unmasked Estep Score: -99437.312500 Penalty: 1136.812012 Iteration 0F: 2 clusters Score -99437.31 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -98002.132812 Penalty: 2273.624023 Iteration 0F: 3 clusters Score -98002.13 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -98664.898438 Penalty: 2273.624023 Iteration 1F: 3 clusters Score -98664.9 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -99069.585938 Penalty: 2273.624023 Iteration 2F: 3 clusters Score -99069.59 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -99237.296875 Penalty: 2273.624023 Iteration 3F: 3 clusters Score -99237.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -99308.617188 Penalty: 2273.624023 Iteration 4Q: 3 clusters Score -99308.62 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -99327.671875 Penalty: 2273.624023 Iteration 5Q: 3 clusters Score -99327.67 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -99333.679688 Penalty: 2273.624023 Iteration 6Q: 3 clusters Score -99333.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -99334.390625 Penalty: 2273.624023 Iteration 7Q: 3 clusters Score -99334.39 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -99334.390625 Penalty: 2273.624023 Iteration 8F: 3 clusters Score -99334.39 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (3035 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3035 members Entering Unmasked Estep Score: -259083.406250 Penalty: 1302.919556 Iteration 0F: 2 clusters Score -259083.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -256335.453125 Penalty: 2605.839111 Iteration 0F: 3 clusters Score -256335.5 nChanged 1196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -257114.078125 Penalty: 2605.839111 Iteration 1F: 3 clusters Score -257114.1 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -257386.718750 Penalty: 2605.839111 Iteration 2F: 3 clusters Score -257386.7 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -257640.046875 Penalty: 2605.839111 Iteration 3F: 3 clusters Score -257640 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -257789.531250 Penalty: 2605.839111 Iteration 4F: 3 clusters Score -257789.5 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -257884.546875 Penalty: 2605.839111 Iteration 5Q: 3 clusters Score -257884.5 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -257957.890625 Penalty: 2605.839111 Iteration 6Q: 3 clusters Score -257957.9 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -258022.125000 Penalty: 2605.839111 Iteration 7Q: 3 clusters Score -258022.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -258071.671875 Penalty: 2605.839111 Iteration 8Q: 3 clusters Score -258071.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -258108.578125 Penalty: 2605.839111 Iteration 9Q: 3 clusters Score -258108.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -258132.609375 Penalty: 2605.839111 Iteration 10Q: 3 clusters Score -258132.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -258150.890625 Penalty: 2605.839111 Iteration 11Q: 3 clusters Score -258150.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -258164.828125 Penalty: 2605.839111 Iteration 12Q: 3 clusters Score -258164.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -258173.484375 Penalty: 2605.839111 Iteration 13Q: 3 clusters Score -258173.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -258184.015625 Penalty: 2605.839111 Iteration 14Q: 3 clusters Score -258184 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -258188.906250 Penalty: 2605.839111 Iteration 15Q: 3 clusters Score -258188.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -258193.890625 Penalty: 2605.839111 Iteration 16Q: 3 clusters Score -258193.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2074 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -258198.046875 Penalty: 2605.839111 Iteration 17Q: 3 clusters Score -258198 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -258203.781250 Penalty: 2605.839111 Iteration 18Q: 3 clusters Score -258203.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -258211.937500 Penalty: 2605.839111 Iteration 19Q: 3 clusters Score -258211.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2107 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -258217.890625 Penalty: 2605.839111 Iteration 20F: 3 clusters Score -258217.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2115 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -258223.515625 Penalty: 2605.839111 Iteration 21Q: 3 clusters Score -258223.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -258228.343750 Penalty: 2605.839111 Iteration 22Q: 3 clusters Score -258228.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -258232.140625 Penalty: 2605.839111 Iteration 23Q: 3 clusters Score -258232.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -258235.171875 Penalty: 2605.839111 Iteration 24Q: 3 clusters Score -258235.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -258236.062500 Penalty: 2605.839111 Iteration 25Q: 3 clusters Score -258236.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -258238.125000 Penalty: 2605.839111 Iteration 26Q: 3 clusters Score -258238.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -258238.531250 Penalty: 2605.839111 Iteration 27Q: 3 clusters Score -258238.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -258238.781250 Penalty: 2605.839111 Iteration 28Q: 3 clusters Score -258238.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -258238.781250 Penalty: 2605.839111 Iteration 29F: 3 clusters Score -258238.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1241 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Entering Unmasked Estep Score: -116890.812500 Penalty: 1157.596802 Iteration 0F: 2 clusters Score -116890.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -115283.664062 Penalty: 2315.193604 Iteration 0F: 3 clusters Score -115283.7 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -115630.718750 Penalty: 2315.193604 Iteration 1F: 3 clusters Score -115630.7 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -115717.867188 Penalty: 2315.193604 Iteration 2F: 3 clusters Score -115717.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -115758.898438 Penalty: 2315.193604 Iteration 3Q: 3 clusters Score -115758.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -115791.046875 Penalty: 2315.193604 Iteration 4Q: 3 clusters Score -115791 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -115815.156250 Penalty: 2315.193604 Iteration 5Q: 3 clusters Score -115815.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -115829.562500 Penalty: 2315.193604 Iteration 6Q: 3 clusters Score -115829.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -115838.632812 Penalty: 2315.193604 Iteration 7Q: 3 clusters Score -115838.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -115848.960938 Penalty: 2315.193604 Iteration 8Q: 3 clusters Score -115849 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -115863.671875 Penalty: 2315.193604 Iteration 9Q: 3 clusters Score -115863.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -115873.882812 Penalty: 2315.193604 Iteration 10Q: 3 clusters Score -115873.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -115878.257812 Penalty: 2315.193604 Iteration 11Q: 3 clusters Score -115878.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -115880.757812 Penalty: 2315.193604 Iteration 12Q: 3 clusters Score -115880.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -115885.914062 Penalty: 2315.193604 Iteration 13Q: 3 clusters Score -115885.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -115894.843750 Penalty: 2315.193604 Iteration 14Q: 3 clusters Score -115894.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -115897.242188 Penalty: 2315.193604 Iteration 15Q: 3 clusters Score -115897.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -115899.148438 Penalty: 2315.193604 Iteration 16Q: 3 clusters Score -115899.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -115899.843750 Penalty: 2315.193604 Iteration 17Q: 3 clusters Score -115899.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -115899.843750 Penalty: 2315.193604 Iteration 18F: 3 clusters Score -115899.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (679 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Entering Unmasked Estep Score: -61349.890625 Penalty: 1059.600952 Iteration 0F: 2 clusters Score -61349.89 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -60156.750000 Penalty: 2119.201904 Iteration 0F: 3 clusters Score -60156.75 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -60346.199219 Penalty: 2119.201904 Iteration 1F: 3 clusters Score -60346.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -60409.167969 Penalty: 2119.201904 Iteration 2F: 3 clusters Score -60409.17 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -60452.332031 Penalty: 2119.201904 Iteration 3Q: 3 clusters Score -60452.33 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -60473.851562 Penalty: 2119.201904 Iteration 4Q: 3 clusters Score -60473.85 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -60493.140625 Penalty: 2119.201904 Iteration 5Q: 3 clusters Score -60493.14 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -60515.203125 Penalty: 2119.201904 Iteration 6Q: 3 clusters Score -60515.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -60526.066406 Penalty: 2119.201904 Iteration 7Q: 3 clusters Score -60526.07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -60535.550781 Penalty: 2119.201904 Iteration 8Q: 3 clusters Score -60535.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -60540.460938 Penalty: 2119.201904 Iteration 9Q: 3 clusters Score -60540.46 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -60547.156250 Penalty: 2119.201904 Iteration 10Q: 3 clusters Score -60547.16 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -60552.671875 Penalty: 2119.201904 Iteration 11Q: 3 clusters Score -60552.67 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -60559.027344 Penalty: 2119.201904 Iteration 12Q: 3 clusters Score -60559.03 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -60565.683594 Penalty: 2119.201904 Iteration 13Q: 3 clusters Score -60565.68 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -60575.992188 Penalty: 2119.201904 Iteration 14Q: 3 clusters Score -60575.99 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -60581.152344 Penalty: 2119.201904 Iteration 15Q: 3 clusters Score -60581.15 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -60593.222656 Penalty: 2119.201904 Iteration 16Q: 3 clusters Score -60593.22 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -60620.796875 Penalty: 2119.201904 Iteration 17Q: 3 clusters Score -60620.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -60638.835938 Penalty: 2119.201904 Iteration 18Q: 3 clusters Score -60638.84 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -60645.652344 Penalty: 2119.201904 Iteration 19Q: 3 clusters Score -60645.65 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -60646.292969 Penalty: 2119.201904 Iteration 20F: 3 clusters Score -60646.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -60646.812500 Penalty: 2119.201904 Iteration 21Q: 3 clusters Score -60646.81 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -60646.812500 Penalty: 2119.201904 Iteration 22F: 3 clusters Score -60646.81 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2372 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2372 members Entering Unmasked Estep Score: -235168.578125 Penalty: 1262.866943 Iteration 0F: 2 clusters Score -235168.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -232821.328125 Penalty: 2525.733887 Iteration 0F: 3 clusters Score -232821.3 nChanged 862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -233345.171875 Penalty: 2525.733887 Iteration 1F: 3 clusters Score -233345.2 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -233448.546875 Penalty: 2525.733887 Iteration 2F: 3 clusters Score -233448.5 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -233508.500000 Penalty: 2525.733887 Iteration 3Q: 3 clusters Score -233508.5 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -233546.562500 Penalty: 2525.733887 Iteration 4Q: 3 clusters Score -233546.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -233573.187500 Penalty: 2525.733887 Iteration 5Q: 3 clusters Score -233573.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -233611.250000 Penalty: 2525.733887 Iteration 6Q: 3 clusters Score -233611.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -233631.203125 Penalty: 2525.733887 Iteration 7Q: 3 clusters Score -233631.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -233652.875000 Penalty: 2525.733887 Iteration 8Q: 3 clusters Score -233652.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -233664.156250 Penalty: 2525.733887 Iteration 9Q: 3 clusters Score -233664.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -233674.125000 Penalty: 2525.733887 Iteration 10Q: 3 clusters Score -233674.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -233681.453125 Penalty: 2525.733887 Iteration 11Q: 3 clusters Score -233681.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -233693.500000 Penalty: 2525.733887 Iteration 12Q: 3 clusters Score -233693.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -233701.296875 Penalty: 2525.733887 Iteration 13Q: 3 clusters Score -233701.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -233705.218750 Penalty: 2525.733887 Iteration 14Q: 3 clusters Score -233705.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -233709.875000 Penalty: 2525.733887 Iteration 15Q: 3 clusters Score -233709.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -233713.437500 Penalty: 2525.733887 Iteration 16Q: 3 clusters Score -233713.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -233715.703125 Penalty: 2525.733887 Iteration 17Q: 3 clusters Score -233715.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -233716.265625 Penalty: 2525.733887 Iteration 18Q: 3 clusters Score -233716.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -233716.312500 Penalty: 2525.733887 Iteration 19Q: 3 clusters Score -233716.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -233716.312500 Penalty: 2525.733887 Iteration 20F: 3 clusters Score -233716.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (678 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Entering Unmasked Estep Score: -59311.253906 Penalty: 1059.361450 Iteration 0F: 2 clusters Score -59311.25 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -58113.828125 Penalty: 2118.722900 Iteration 0F: 3 clusters Score -58113.83 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -58335.175781 Penalty: 2118.722900 Iteration 1F: 3 clusters Score -58335.18 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -58423.496094 Penalty: 2118.722900 Iteration 2F: 3 clusters Score -58423.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -58476.335938 Penalty: 2118.722900 Iteration 3Q: 3 clusters Score -58476.34 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -58496.574219 Penalty: 2118.722900 Iteration 4Q: 3 clusters Score -58496.57 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -58507.988281 Penalty: 2118.722900 Iteration 5Q: 3 clusters Score -58507.99 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -58513.324219 Penalty: 2118.722900 Iteration 6Q: 3 clusters Score -58513.32 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -58519.351562 Penalty: 2118.722900 Iteration 7Q: 3 clusters Score -58519.35 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -58528.683594 Penalty: 2118.722900 Iteration 8Q: 3 clusters Score -58528.68 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -58535.496094 Penalty: 2118.722900 Iteration 9Q: 3 clusters Score -58535.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -58541.859375 Penalty: 2118.722900 Iteration 10Q: 3 clusters Score -58541.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -58544.035156 Penalty: 2118.722900 Iteration 11Q: 3 clusters Score -58544.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -58545.910156 Penalty: 2118.722900 Iteration 12Q: 3 clusters Score -58545.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -58547.511719 Penalty: 2118.722900 Iteration 13Q: 3 clusters Score -58547.51 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -58550.570312 Penalty: 2118.722900 Iteration 14Q: 3 clusters Score -58550.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -58553.093750 Penalty: 2118.722900 Iteration 15Q: 3 clusters Score -58553.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -58554.828125 Penalty: 2118.722900 Iteration 16Q: 3 clusters Score -58554.83 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -58554.828125 Penalty: 2118.722900 Iteration 17F: 3 clusters Score -58554.83 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (285 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Entering Unmasked Estep Score: -20725.904297 Penalty: 918.529480 Iteration 0F: 2 clusters Score -20725.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -19918.427734 Penalty: 1837.058960 Iteration 0F: 3 clusters Score -19918.43 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -20073.402344 Penalty: 1837.058960 Iteration 1F: 3 clusters Score -20073.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -20118.302734 Penalty: 1837.058960 Iteration 2F: 3 clusters Score -20118.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -20130.554688 Penalty: 1837.058960 Iteration 3Q: 3 clusters Score -20130.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -20145.007812 Penalty: 1837.058960 Iteration 4Q: 3 clusters Score -20145.01 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -20159.234375 Penalty: 1837.058960 Iteration 5Q: 3 clusters Score -20159.23 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -20174.214844 Penalty: 1837.058960 Iteration 6Q: 3 clusters Score -20174.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -20178.031250 Penalty: 1837.058960 Iteration 7Q: 3 clusters Score -20178.03 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -20185.267578 Penalty: 1837.058960 Iteration 8Q: 3 clusters Score -20185.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -20189.824219 Penalty: 1837.058960 Iteration 9Q: 3 clusters Score -20189.82 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -20194.607422 Penalty: 1837.058960 Iteration 10Q: 3 clusters Score -20194.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -20195.802734 Penalty: 1837.058960 Iteration 11Q: 3 clusters Score -20195.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -20195.802734 Penalty: 1837.058960 Iteration 12F: 3 clusters Score -20195.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1368 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Entering Unmasked Estep Score: -129999.007812 Penalty: 1173.429565 Iteration 0F: 2 clusters Score -129999 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 702 members Entering Unmasked Estep Score: -128345.492188 Penalty: 2346.859131 Iteration 0F: 3 clusters Score -128345.5 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -128683.476562 Penalty: 2346.859131 Iteration 1F: 3 clusters Score -128683.5 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -128832.640625 Penalty: 2346.859131 Iteration 2F: 3 clusters Score -128832.6 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -128930.664062 Penalty: 2346.859131 Iteration 3F: 3 clusters Score -128930.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -128990.898438 Penalty: 2346.859131 Iteration 4Q: 3 clusters Score -128990.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -129029.289062 Penalty: 2346.859131 Iteration 5Q: 3 clusters Score -129029.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -129062.125000 Penalty: 2346.859131 Iteration 6Q: 3 clusters Score -129062.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -129086.476562 Penalty: 2346.859131 Iteration 7Q: 3 clusters Score -129086.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -129110.226562 Penalty: 2346.859131 Iteration 8Q: 3 clusters Score -129110.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -129132.429688 Penalty: 2346.859131 Iteration 9Q: 3 clusters Score -129132.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -129165.851562 Penalty: 2346.859131 Iteration 10Q: 3 clusters Score -129165.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -129231.468750 Penalty: 2346.859131 Iteration 11Q: 3 clusters Score -129231.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -129283.515625 Penalty: 2346.859131 Iteration 12Q: 3 clusters Score -129283.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -129322.281250 Penalty: 2346.859131 Iteration 13Q: 3 clusters Score -129322.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -129338.679688 Penalty: 2346.859131 Iteration 14Q: 3 clusters Score -129338.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -129358.218750 Penalty: 2346.859131 Iteration 15Q: 3 clusters Score -129358.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -129369.820312 Penalty: 2346.859131 Iteration 16Q: 3 clusters Score -129369.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -129377.875000 Penalty: 2346.859131 Iteration 17Q: 3 clusters Score -129377.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -129382.421875 Penalty: 2346.859131 Iteration 18Q: 3 clusters Score -129382.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -129385.125000 Penalty: 2346.859131 Iteration 19Q: 3 clusters Score -129385.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -129387.585938 Penalty: 2346.859131 Iteration 20F: 3 clusters Score -129387.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -129390.218750 Penalty: 2346.859131 Iteration 21Q: 3 clusters Score -129390.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -129397.195312 Penalty: 2346.859131 Iteration 22Q: 3 clusters Score -129397.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -129398.960938 Penalty: 2346.859131 Iteration 23Q: 3 clusters Score -129399 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -129401.226562 Penalty: 2346.859131 Iteration 24Q: 3 clusters Score -129401.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -129401.960938 Penalty: 2346.859131 Iteration 25Q: 3 clusters Score -129402 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -129402.570312 Penalty: 2346.859131 Iteration 26Q: 3 clusters Score -129402.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -129404.757812 Penalty: 2346.859131 Iteration 27Q: 3 clusters Score -129404.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -129405.414062 Penalty: 2346.859131 Iteration 28Q: 3 clusters Score -129405.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -129405.414062 Penalty: 2346.859131 Iteration 29F: 3 clusters Score -129405.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (3666 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3666 members Entering Unmasked Estep Score: -358559.000000 Penalty: 1333.614258 Iteration 0F: 2 clusters Score -358559 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -355402.656250 Penalty: 2667.228516 Iteration 0F: 3 clusters Score -355402.7 nChanged 1447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -356304.281250 Penalty: 2667.228516 Iteration 1F: 3 clusters Score -356304.3 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -356574.968750 Penalty: 2667.228516 Iteration 2F: 3 clusters Score -356575 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -356845.718750 Penalty: 2667.228516 Iteration 3F: 3 clusters Score -356845.7 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -357082.593750 Penalty: 2667.228516 Iteration 4F: 3 clusters Score -357082.6 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -357255.468750 Penalty: 2667.228516 Iteration 5F: 3 clusters Score -357255.5 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -357390.531250 Penalty: 2667.228516 Iteration 6F: 3 clusters Score -357390.5 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2399 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -357487.312500 Penalty: 2667.228516 Iteration 7Q: 3 clusters Score -357487.3 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2463 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -357550.343750 Penalty: 2667.228516 Iteration 8Q: 3 clusters Score -357550.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2504 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -357586.000000 Penalty: 2667.228516 Iteration 9Q: 3 clusters Score -357586 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2545 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -357613.031250 Penalty: 2667.228516 Iteration 10Q: 3 clusters Score -357613 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -357632.750000 Penalty: 2667.228516 Iteration 11Q: 3 clusters Score -357632.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2609 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -357648.656250 Penalty: 2667.228516 Iteration 12Q: 3 clusters Score -357648.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2635 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -357663.375000 Penalty: 2667.228516 Iteration 13Q: 3 clusters Score -357663.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2659 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -357674.718750 Penalty: 2667.228516 Iteration 14Q: 3 clusters Score -357674.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2673 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -357681.812500 Penalty: 2667.228516 Iteration 15Q: 3 clusters Score -357681.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2685 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -357685.812500 Penalty: 2667.228516 Iteration 16Q: 3 clusters Score -357685.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2696 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -357691.031250 Penalty: 2667.228516 Iteration 17Q: 3 clusters Score -357691 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2705 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -357694.281250 Penalty: 2667.228516 Iteration 18Q: 3 clusters Score -357694.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2712 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -357696.218750 Penalty: 2667.228516 Iteration 19Q: 3 clusters Score -357696.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2717 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -357698.531250 Penalty: 2667.228516 Iteration 20F: 3 clusters Score -357698.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2720 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -357698.750000 Penalty: 2667.228516 Iteration 21Q: 3 clusters Score -357698.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2723 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -357700.125000 Penalty: 2667.228516 Iteration 22Q: 3 clusters Score -357700.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -357703.375000 Penalty: 2667.228516 Iteration 23Q: 3 clusters Score -357703.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2733 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -357704.062500 Penalty: 2667.228516 Iteration 24Q: 3 clusters Score -357704.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2733 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -357704.062500 Penalty: 2667.228516 Iteration 25F: 3 clusters Score -357704.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (38802 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38802 members Entering Unmasked Estep Score: -3700327.250000 Penalty: 1717.011841 Iteration 0F: 2 clusters Score -3700327 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19339 members Mstep: Class 2 contains 19463 members Entering Unmasked Estep Score: -3674415.250000 Penalty: 3434.023682 Iteration 0F: 3 clusters Score -3674415 nChanged 18158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18257 members Mstep: Class 2 contains 20545 members Entering Unmasked Estep Score: -3684902.250000 Penalty: 3434.023682 Iteration 1F: 3 clusters Score -3684902 nChanged 2033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17706 members Mstep: Class 2 contains 21096 members Entering Unmasked Estep Score: -3685825.000000 Penalty: 3434.023682 Iteration 2F: 3 clusters Score -3685825 nChanged 2108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16946 members Mstep: Class 2 contains 21856 members Entering Unmasked Estep Score: -3687052.250000 Penalty: 3434.023682 Iteration 3F: 3 clusters Score -3687052 nChanged 2278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16200 members Mstep: Class 2 contains 22602 members Entering Unmasked Estep Score: -3688530.750000 Penalty: 3434.023682 Iteration 4F: 3 clusters Score -3688531 nChanged 2330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15590 members Mstep: Class 2 contains 23212 members Entering Unmasked Estep Score: -3690072.500000 Penalty: 3434.023682 Iteration 5F: 3 clusters Score -3690072 nChanged 2305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15059 members Mstep: Class 2 contains 23743 members Entering Unmasked Estep Score: -3691483.250000 Penalty: 3434.023682 Iteration 6F: 3 clusters Score -3691483 nChanged 2039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14718 members Mstep: Class 2 contains 24084 members Entering Unmasked Estep Score: -3692659.000000 Penalty: 3434.023682 Iteration 7F: 3 clusters Score -3692659 nChanged 1723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14525 members Mstep: Class 2 contains 24277 members Entering Unmasked Estep Score: -3693616.500000 Penalty: 3434.023682 Iteration 8Q: 3 clusters Score -3693616 nChanged 1478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14435 members Mstep: Class 2 contains 24367 members Entering Unmasked Estep Score: -3694387.750000 Penalty: 3434.023682 Iteration 9Q: 3 clusters Score -3694388 nChanged 1211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14332 members Mstep: Class 2 contains 24470 members Entering Unmasked Estep Score: -3694913.500000 Penalty: 3434.023682 Iteration 10Q: 3 clusters Score -3694914 nChanged 930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14240 members Mstep: Class 2 contains 24562 members Entering Unmasked Estep Score: -3695244.750000 Penalty: 3434.023682 Iteration 11Q: 3 clusters Score -3695245 nChanged 715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14133 members Mstep: Class 2 contains 24669 members Entering Unmasked Estep Score: -3695431.750000 Penalty: 3434.023682 Iteration 12Q: 3 clusters Score -3695432 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14028 members Mstep: Class 2 contains 24774 members Entering Unmasked Estep Score: -3695575.500000 Penalty: 3434.023682 Iteration 13Q: 3 clusters Score -3695576 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13874 members Mstep: Class 2 contains 24928 members Entering Unmasked Estep Score: -3695694.250000 Penalty: 3434.023682 Iteration 14Q: 3 clusters Score -3695694 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13716 members Mstep: Class 2 contains 25086 members Entering Unmasked Estep Score: -3695774.500000 Penalty: 3434.023682 Iteration 15Q: 3 clusters Score -3695774 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13561 members Mstep: Class 2 contains 25241 members Entering Unmasked Estep Score: -3695845.500000 Penalty: 3434.023682 Iteration 16Q: 3 clusters Score -3695846 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13408 members Mstep: Class 2 contains 25394 members Entering Unmasked Estep Score: -3695889.500000 Penalty: 3434.023682 Iteration 17Q: 3 clusters Score -3695890 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13265 members Mstep: Class 2 contains 25537 members Entering Unmasked Estep Score: -3695928.000000 Penalty: 3434.023682 Iteration 18Q: 3 clusters Score -3695928 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13135 members Mstep: Class 2 contains 25667 members Entering Unmasked Estep Score: -3695977.500000 Penalty: 3434.023682 Iteration 19Q: 3 clusters Score -3695978 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13027 members Mstep: Class 2 contains 25775 members Entering Unmasked Estep Score: -3696035.500000 Penalty: 3434.023682 Iteration 20F: 3 clusters Score -3696036 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12930 members Mstep: Class 2 contains 25872 members Entering Unmasked Estep Score: -3696075.250000 Penalty: 3434.023682 Iteration 21Q: 3 clusters Score -3696075 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12837 members Mstep: Class 2 contains 25965 members Entering Unmasked Estep Score: -3696075.000000 Penalty: 3434.023682 Iteration 22Q: 3 clusters Score -3696075 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12747 members Mstep: Class 2 contains 26055 members Entering Unmasked Estep Score: -3696115.500000 Penalty: 3434.023682 Iteration 23Q: 3 clusters Score -3696116 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12654 members Mstep: Class 2 contains 26148 members Entering Unmasked Estep Score: -3696128.750000 Penalty: 3434.023682 Iteration 24Q: 3 clusters Score -3696129 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12530 members Mstep: Class 2 contains 26272 members Entering Unmasked Estep Score: -3696146.500000 Penalty: 3434.023682 Iteration 25Q: 3 clusters Score -3696146 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12407 members Mstep: Class 2 contains 26395 members Entering Unmasked Estep Score: -3696185.000000 Penalty: 3434.023682 Iteration 26Q: 3 clusters Score -3696185 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12300 members Mstep: Class 2 contains 26502 members Entering Unmasked Estep Score: -3696195.750000 Penalty: 3434.023682 Iteration 27Q: 3 clusters Score -3696196 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12191 members Mstep: Class 2 contains 26611 members Entering Unmasked Estep Score: -3696217.750000 Penalty: 3434.023682 Iteration 28Q: 3 clusters Score -3696218 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12080 members Mstep: Class 2 contains 26722 members Entering Unmasked Estep Score: -3696224.250000 Penalty: 3434.023682 Iteration 29Q: 3 clusters Score -3696224 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11940 members Mstep: Class 2 contains 26862 members Entering Unmasked Estep Score: -3696239.500000 Penalty: 3434.023682 Iteration 30Q: 3 clusters Score -3696240 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11812 members Mstep: Class 2 contains 26990 members Entering Unmasked Estep Score: -3696246.750000 Penalty: 3434.023682 Iteration 31Q: 3 clusters Score -3696247 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11696 members Mstep: Class 2 contains 27106 members Entering Unmasked Estep Score: -3696277.250000 Penalty: 3434.023682 Iteration 32Q: 3 clusters Score -3696277 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11569 members Mstep: Class 2 contains 27233 members Entering Unmasked Estep Score: -3696299.500000 Penalty: 3434.023682 Iteration 33Q: 3 clusters Score -3696300 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11443 members Mstep: Class 2 contains 27359 members Entering Unmasked Estep Score: -3696311.250000 Penalty: 3434.023682 Iteration 34Q: 3 clusters Score -3696311 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11303 members Mstep: Class 2 contains 27499 members Entering Unmasked Estep Score: -3696333.250000 Penalty: 3434.023682 Iteration 35Q: 3 clusters Score -3696333 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11156 members Mstep: Class 2 contains 27646 members Entering Unmasked Estep Score: -3696350.750000 Penalty: 3434.023682 Iteration 36Q: 3 clusters Score -3696351 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10985 members Mstep: Class 2 contains 27817 members Entering Unmasked Estep Score: -3696375.000000 Penalty: 3434.023682 Iteration 37Q: 3 clusters Score -3696375 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10801 members Mstep: Class 2 contains 28001 members Entering Unmasked Estep Score: -3696405.000000 Penalty: 3434.023682 Iteration 38Q: 3 clusters Score -3696405 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10608 members Mstep: Class 2 contains 28194 members Entering Unmasked Estep Score: -3696445.250000 Penalty: 3434.023682 Iteration 39Q: 3 clusters Score -3696445 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10386 members Mstep: Class 2 contains 28416 members Entering Unmasked Estep Score: -3696478.000000 Penalty: 3434.023682 Iteration 40F: 3 clusters Score -3696478 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10145 members Mstep: Class 2 contains 28657 members Entering Unmasked Estep Score: -3696517.750000 Penalty: 3434.023682 Iteration 41Q: 3 clusters Score -3696518 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9902 members Mstep: Class 2 contains 28900 members Entering Unmasked Estep Score: -3696550.500000 Penalty: 3434.023682 Iteration 42Q: 3 clusters Score -3696550 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9657 members Mstep: Class 2 contains 29145 members Entering Unmasked Estep Score: -3696607.750000 Penalty: 3434.023682 Iteration 43Q: 3 clusters Score -3696608 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9397 members Mstep: Class 2 contains 29405 members Entering Unmasked Estep Score: -3696651.000000 Penalty: 3434.023682 Iteration 44Q: 3 clusters Score -3696651 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9118 members Mstep: Class 2 contains 29684 members Entering Unmasked Estep Score: -3696700.750000 Penalty: 3434.023682 Iteration 45Q: 3 clusters Score -3696701 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8836 members Mstep: Class 2 contains 29966 members Entering Unmasked Estep Score: -3696764.000000 Penalty: 3434.023682 Iteration 46Q: 3 clusters Score -3696764 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8544 members Mstep: Class 2 contains 30258 members Entering Unmasked Estep Score: -3696844.750000 Penalty: 3434.023682 Iteration 47Q: 3 clusters Score -3696845 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8251 members Mstep: Class 2 contains 30551 members Entering Unmasked Estep Score: -3696891.750000 Penalty: 3434.023682 Iteration 48Q: 3 clusters Score -3696892 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7940 members Mstep: Class 2 contains 30862 members Entering Unmasked Estep Score: -3696952.500000 Penalty: 3434.023682 Iteration 49Q: 3 clusters Score -3696952 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7613 members Mstep: Class 2 contains 31189 members Entering Unmasked Estep Score: -3697040.500000 Penalty: 3434.023682 Iteration 50Q: 3 clusters Score -3697040 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7280 members Mstep: Class 2 contains 31522 members Entering Unmasked Estep Score: -3697122.250000 Penalty: 3434.023682 Iteration 51Q: 3 clusters Score -3697122 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6956 members Mstep: Class 2 contains 31846 members Entering Unmasked Estep Score: -3697203.500000 Penalty: 3434.023682 Iteration 52Q: 3 clusters Score -3697204 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6617 members Mstep: Class 2 contains 32185 members Entering Unmasked Estep Score: -3697300.500000 Penalty: 3434.023682 Iteration 53Q: 3 clusters Score -3697300 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6290 members Mstep: Class 2 contains 32512 members Entering Unmasked Estep Score: -3697388.250000 Penalty: 3434.023682 Iteration 54Q: 3 clusters Score -3697388 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5967 members Mstep: Class 2 contains 32835 members Entering Unmasked Estep Score: -3697478.250000 Penalty: 3434.023682 Iteration 55Q: 3 clusters Score -3697478 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5623 members Mstep: Class 2 contains 33179 members Entering Unmasked Estep Score: -3697602.000000 Penalty: 3434.023682 Iteration 56Q: 3 clusters Score -3697602 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5297 members Mstep: Class 2 contains 33505 members Entering Unmasked Estep Score: -3697699.750000 Penalty: 3434.023682 Iteration 57Q: 3 clusters Score -3697700 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4983 members Mstep: Class 2 contains 33819 members Entering Unmasked Estep Score: -3697809.250000 Penalty: 3434.023682 Iteration 58Q: 3 clusters Score -3697809 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4660 members Mstep: Class 2 contains 34142 members Entering Unmasked Estep Score: -3697923.500000 Penalty: 3434.023682 Iteration 59Q: 3 clusters Score -3697924 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4348 members Mstep: Class 2 contains 34454 members Entering Unmasked Estep Score: -3698025.750000 Penalty: 3434.023682 Iteration 60F: 3 clusters Score -3698026 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4062 members Mstep: Class 2 contains 34740 members Entering Unmasked Estep Score: -3698142.250000 Penalty: 3434.023682 Iteration 61Q: 3 clusters Score -3698142 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3770 members Mstep: Class 2 contains 35032 members Entering Unmasked Estep Score: -3698231.750000 Penalty: 3434.023682 Iteration 62Q: 3 clusters Score -3698232 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3487 members Mstep: Class 2 contains 35315 members Entering Unmasked Estep Score: -3698337.500000 Penalty: 3434.023682 Iteration 63Q: 3 clusters Score -3698338 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3234 members Mstep: Class 2 contains 35568 members Entering Unmasked Estep Score: -3698411.750000 Penalty: 3434.023682 Iteration 64Q: 3 clusters Score -3698412 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3006 members Mstep: Class 2 contains 35796 members Entering Unmasked Estep Score: -3698492.250000 Penalty: 3434.023682 Iteration 65Q: 3 clusters Score -3698492 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2770 members Mstep: Class 2 contains 36032 members Entering Unmasked Estep Score: -3698579.000000 Penalty: 3434.023682 Iteration 66Q: 3 clusters Score -3698579 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 36248 members Entering Unmasked Estep Score: -3698631.000000 Penalty: 3434.023682 Iteration 67Q: 3 clusters Score -3698631 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 36434 members Entering Unmasked Estep Score: -3698695.250000 Penalty: 3434.023682 Iteration 68Q: 3 clusters Score -3698695 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 36598 members Entering Unmasked Estep Score: -3698748.500000 Penalty: 3434.023682 Iteration 69Q: 3 clusters Score -3698748 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 36717 members Entering Unmasked Estep Score: -3698785.000000 Penalty: 3434.023682 Iteration 70Q: 3 clusters Score -3698785 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 36829 members Entering Unmasked Estep Score: -3698804.750000 Penalty: 3434.023682 Iteration 71Q: 3 clusters Score -3698805 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 36921 members Entering Unmasked Estep Score: -3698824.500000 Penalty: 3434.023682 Iteration 72Q: 3 clusters Score -3698824 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 36990 members Entering Unmasked Estep Score: -3698849.250000 Penalty: 3434.023682 Iteration 73Q: 3 clusters Score -3698849 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 37044 members Entering Unmasked Estep Score: -3698869.000000 Penalty: 3434.023682 Iteration 74Q: 3 clusters Score -3698869 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 37093 members Entering Unmasked Estep Score: -3698892.500000 Penalty: 3434.023682 Iteration 75Q: 3 clusters Score -3698892 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 37132 members Entering Unmasked Estep Score: -3698909.250000 Penalty: 3434.023682 Iteration 76Q: 3 clusters Score -3698909 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 37175 members Entering Unmasked Estep Score: -3698917.500000 Penalty: 3434.023682 Iteration 77Q: 3 clusters Score -3698918 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 37207 members Entering Unmasked Estep Score: -3698916.750000 Penalty: 3434.023682 Iteration 78Q: 3 clusters Score -3698917 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 37238 members Entering Unmasked Estep Score: -3698929.500000 Penalty: 3434.023682 Iteration 79Q: 3 clusters Score -3698930 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 37264 members Entering Unmasked Estep Score: -3698939.250000 Penalty: 3434.023682 Iteration 80F: 3 clusters Score -3698939 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 37287 members Entering Unmasked Estep Score: -3698952.750000 Penalty: 3434.023682 Iteration 81Q: 3 clusters Score -3698953 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 37312 members Entering Unmasked Estep Score: -3698957.750000 Penalty: 3434.023682 Iteration 82Q: 3 clusters Score -3698958 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 37330 members Entering Unmasked Estep Score: -3698962.500000 Penalty: 3434.023682 Iteration 83Q: 3 clusters Score -3698962 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 37347 members Entering Unmasked Estep Score: -3698964.750000 Penalty: 3434.023682 Iteration 84Q: 3 clusters Score -3698965 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 37355 members Entering Unmasked Estep Score: -3698964.000000 Penalty: 3434.023682 Iteration 85Q: 3 clusters Score -3698964 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 37359 members Entering Unmasked Estep Score: -3698973.000000 Penalty: 3434.023682 Iteration 86Q: 3 clusters Score -3698973 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 37365 members Entering Unmasked Estep Score: -3698974.750000 Penalty: 3434.023682 Iteration 87Q: 3 clusters Score -3698975 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 37369 members Entering Unmasked Estep Score: -3698976.500000 Penalty: 3434.023682 Iteration 88Q: 3 clusters Score -3698976 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 37374 members Entering Unmasked Estep Score: -3698969.750000 Penalty: 3434.023682 Iteration 89Q: 3 clusters Score -3698970 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 37377 members Entering Unmasked Estep Score: -3698970.250000 Penalty: 3434.023682 Iteration 90Q: 3 clusters Score -3698970 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 37378 members Entering Unmasked Estep Score: -3698972.750000 Penalty: 3434.023682 Iteration 91Q: 3 clusters Score -3698973 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 37381 members Entering Unmasked Estep Score: -3698972.500000 Penalty: 3434.023682 Iteration 92Q: 3 clusters Score -3698972 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 37385 members Entering Unmasked Estep Score: -3698970.750000 Penalty: 3434.023682 Iteration 93Q: 3 clusters Score -3698971 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 37388 members Entering Unmasked Estep Score: -3698968.250000 Penalty: 3434.023682 Iteration 94Q: 3 clusters Score -3698968 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 37390 members Entering Unmasked Estep Score: -3698969.000000 Penalty: 3434.023682 Iteration 95Q: 3 clusters Score -3698969 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 37391 members Entering Unmasked Estep Score: -3698969.000000 Penalty: 3434.023682 Iteration 96Q: 3 clusters Score -3698969 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 37395 members Entering Unmasked Estep Score: -3698972.750000 Penalty: 3434.023682 Iteration 97Q: 3 clusters Score -3698973 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 37398 members Entering Unmasked Estep Score: -3698974.750000 Penalty: 3434.023682 Iteration 98Q: 3 clusters Score -3698975 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 37400 members Entering Unmasked Estep Score: -3698975.000000 Penalty: 3434.023682 Iteration 99Q: 3 clusters Score -3698975 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 37400 members Entering Unmasked Estep Score: -3698975.000000 Penalty: 3434.023682 Iteration 100F: 3 clusters Score -3698975 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 37403 members Entering Unmasked Estep Score: -3698976.750000 Penalty: 3434.023682 Iteration 101Q: 3 clusters Score -3698977 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 37409 members Entering Unmasked Estep Score: -3698977.250000 Penalty: 3434.023682 Iteration 102Q: 3 clusters Score -3698977 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 37413 members Entering Unmasked Estep Score: -3698978.750000 Penalty: 3434.023682 Iteration 103Q: 3 clusters Score -3698979 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 37417 members Entering Unmasked Estep Score: -3698981.000000 Penalty: 3434.023682 Iteration 104Q: 3 clusters Score -3698981 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 37421 members Entering Unmasked Estep Score: -3698979.250000 Penalty: 3434.023682 Iteration 105Q: 3 clusters Score -3698979 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 37428 members Entering Unmasked Estep Score: -3698974.750000 Penalty: 3434.023682 Iteration 106Q: 3 clusters Score -3698975 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 37433 members Entering Unmasked Estep Score: -3698977.500000 Penalty: 3434.023682 Iteration 107Q: 3 clusters Score -3698978 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 37438 members Entering Unmasked Estep Score: -3698977.500000 Penalty: 3434.023682 Iteration 108Q: 3 clusters Score -3698978 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 37443 members Entering Unmasked Estep Score: -3698978.750000 Penalty: 3434.023682 Iteration 109Q: 3 clusters Score -3698979 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 37449 members Entering Unmasked Estep Score: -3698973.250000 Penalty: 3434.023682 Iteration 110Q: 3 clusters Score -3698973 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 37453 members Entering Unmasked Estep Score: -3698978.000000 Penalty: 3434.023682 Iteration 111Q: 3 clusters Score -3698978 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 37456 members Entering Unmasked Estep Score: -3698980.500000 Penalty: 3434.023682 Iteration 112Q: 3 clusters Score -3698980 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 37458 members Entering Unmasked Estep Score: -3698977.250000 Penalty: 3434.023682 Iteration 113Q: 3 clusters Score -3698977 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 37459 members Entering Unmasked Estep Score: -3698977.500000 Penalty: 3434.023682 Iteration 114Q: 3 clusters Score -3698978 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 37462 members Entering Unmasked Estep Score: -3698978.500000 Penalty: 3434.023682 Iteration 115Q: 3 clusters Score -3698978 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 37465 members Entering Unmasked Estep Score: -3698982.500000 Penalty: 3434.023682 Iteration 116Q: 3 clusters Score -3698982 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 37468 members Entering Unmasked Estep Score: -3698985.750000 Penalty: 3434.023682 Iteration 117Q: 3 clusters Score -3698986 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 37473 members Entering Unmasked Estep Score: -3698982.250000 Penalty: 3434.023682 Iteration 118Q: 3 clusters Score -3698982 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 37477 members Entering Unmasked Estep Score: -3698989.000000 Penalty: 3434.023682 Iteration 119Q: 3 clusters Score -3698989 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 37479 members Entering Unmasked Estep Score: -3698991.750000 Penalty: 3434.023682 Iteration 120F: 3 clusters Score -3698992 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 37481 members Entering Unmasked Estep Score: -3698990.000000 Penalty: 3434.023682 Iteration 121Q: 3 clusters Score -3698990 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 37485 members Entering Unmasked Estep Score: -3698990.250000 Penalty: 3434.023682 Iteration 122Q: 3 clusters Score -3698990 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 37487 members Entering Unmasked Estep Score: -3698993.250000 Penalty: 3434.023682 Iteration 123Q: 3 clusters Score -3698993 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 37492 members Entering Unmasked Estep Score: -3698993.500000 Penalty: 3434.023682 Iteration 124Q: 3 clusters Score -3698994 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 37492 members Entering Unmasked Estep Score: -3698995.500000 Penalty: 3434.023682 Iteration 125Q: 3 clusters Score -3698996 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 37492 members Entering Unmasked Estep Score: -3698994.250000 Penalty: 3434.023682 Iteration 126Q: 3 clusters Score -3698994 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 37491 members Entering Unmasked Estep Score: -3698994.000000 Penalty: 3434.023682 Iteration 127Q: 3 clusters Score -3698994 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 37492 members Entering Unmasked Estep Score: -3698990.500000 Penalty: 3434.023682 Iteration 128Q: 3 clusters Score -3698990 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 37494 members Entering Unmasked Estep Score: -3698993.000000 Penalty: 3434.023682 Iteration 129Q: 3 clusters Score -3698993 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 37495 members Entering Unmasked Estep Score: -3698995.250000 Penalty: 3434.023682 Iteration 130Q: 3 clusters Score -3698995 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 37498 members Entering Unmasked Estep Score: -3698992.500000 Penalty: 3434.023682 Iteration 131Q: 3 clusters Score -3698992 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 37501 members Entering Unmasked Estep Score: -3698996.250000 Penalty: 3434.023682 Iteration 132Q: 3 clusters Score -3698996 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 37503 members Entering Unmasked Estep Score: -3698994.750000 Penalty: 3434.023682 Iteration 133Q: 3 clusters Score -3698995 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 37504 members Entering Unmasked Estep Score: -3699000.500000 Penalty: 3434.023682 Iteration 134Q: 3 clusters Score -3699000 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 37508 members Entering Unmasked Estep Score: -3698999.500000 Penalty: 3434.023682 Iteration 135Q: 3 clusters Score -3699000 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 37510 members Entering Unmasked Estep Score: -3699001.250000 Penalty: 3434.023682 Iteration 136Q: 3 clusters Score -3699001 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 37514 members Entering Unmasked Estep Score: -3699000.250000 Penalty: 3434.023682 Iteration 137Q: 3 clusters Score -3699000 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 37516 members Entering Unmasked Estep Score: -3698998.250000 Penalty: 3434.023682 Iteration 138Q: 3 clusters Score -3698998 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 37517 members Entering Unmasked Estep Score: -3698997.500000 Penalty: 3434.023682 Iteration 139Q: 3 clusters Score -3698998 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 37519 members Entering Unmasked Estep Score: -3699001.250000 Penalty: 3434.023682 Iteration 140F: 3 clusters Score -3699001 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 37522 members Entering Unmasked Estep Score: -3699003.250000 Penalty: 3434.023682 Iteration 141Q: 3 clusters Score -3699003 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 37526 members Entering Unmasked Estep Score: -3698999.750000 Penalty: 3434.023682 Iteration 142Q: 3 clusters Score -3699000 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 37529 members Entering Unmasked Estep Score: -3699003.500000 Penalty: 3434.023682 Iteration 143Q: 3 clusters Score -3699004 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 37535 members Entering Unmasked Estep Score: -3699003.250000 Penalty: 3434.023682 Iteration 144Q: 3 clusters Score -3699003 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 37539 members Entering Unmasked Estep Score: -3699002.750000 Penalty: 3434.023682 Iteration 145Q: 3 clusters Score -3699003 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 37541 members Entering Unmasked Estep Score: -3699008.500000 Penalty: 3434.023682 Iteration 146Q: 3 clusters Score -3699008 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 37544 members Entering Unmasked Estep Score: -3699006.250000 Penalty: 3434.023682 Iteration 147Q: 3 clusters Score -3699006 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 37545 members Entering Unmasked Estep Score: -3699010.750000 Penalty: 3434.023682 Iteration 148Q: 3 clusters Score -3699011 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 37545 members Entering Unmasked Estep Score: -3699010.750000 Penalty: 3434.023682 Iteration 149F: 3 clusters Score -3699011 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (2490 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2490 members Entering Unmasked Estep Score: -238781.218750 Penalty: 1270.756104 Iteration 0F: 2 clusters Score -238781.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -236378.203125 Penalty: 2541.512207 Iteration 0F: 3 clusters Score -236378.2 nChanged 877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -236922.140625 Penalty: 2541.512207 Iteration 1F: 3 clusters Score -236922.1 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -237070.500000 Penalty: 2541.512207 Iteration 2F: 3 clusters Score -237070.5 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -237175.500000 Penalty: 2541.512207 Iteration 3F: 3 clusters Score -237175.5 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -237245.968750 Penalty: 2541.512207 Iteration 4Q: 3 clusters Score -237246 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -237317.781250 Penalty: 2541.512207 Iteration 5Q: 3 clusters Score -237317.8 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -237397.765625 Penalty: 2541.512207 Iteration 6Q: 3 clusters Score -237397.8 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -237468.171875 Penalty: 2541.512207 Iteration 7Q: 3 clusters Score -237468.2 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -237515.796875 Penalty: 2541.512207 Iteration 8Q: 3 clusters Score -237515.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -237553.250000 Penalty: 2541.512207 Iteration 9Q: 3 clusters Score -237553.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -237592.203125 Penalty: 2541.512207 Iteration 10Q: 3 clusters Score -237592.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -237627.468750 Penalty: 2541.512207 Iteration 11Q: 3 clusters Score -237627.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -237658.718750 Penalty: 2541.512207 Iteration 12Q: 3 clusters Score -237658.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -237681.593750 Penalty: 2541.512207 Iteration 13Q: 3 clusters Score -237681.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -237698.000000 Penalty: 2541.512207 Iteration 14Q: 3 clusters Score -237698 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -237707.625000 Penalty: 2541.512207 Iteration 15Q: 3 clusters Score -237707.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -237714.703125 Penalty: 2541.512207 Iteration 16Q: 3 clusters Score -237714.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -237721.281250 Penalty: 2541.512207 Iteration 17Q: 3 clusters Score -237721.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -237726.968750 Penalty: 2541.512207 Iteration 18Q: 3 clusters Score -237727 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -237730.515625 Penalty: 2541.512207 Iteration 19Q: 3 clusters Score -237730.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -237735.468750 Penalty: 2541.512207 Iteration 20F: 3 clusters Score -237735.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -237736.265625 Penalty: 2541.512207 Iteration 21Q: 3 clusters Score -237736.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -237736.265625 Penalty: 2541.512207 Iteration 22F: 3 clusters Score -237736.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (2300 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Entering Unmasked Estep Score: -232314.031250 Penalty: 1257.858032 Iteration 0F: 2 clusters Score -232314 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -229975.500000 Penalty: 2515.716064 Iteration 0F: 3 clusters Score -229975.5 nChanged 855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -230474.953125 Penalty: 2515.716064 Iteration 1F: 3 clusters Score -230475 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -230580.593750 Penalty: 2515.716064 Iteration 2F: 3 clusters Score -230580.6 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -230633.812500 Penalty: 2515.716064 Iteration 3Q: 3 clusters Score -230633.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -230664.593750 Penalty: 2515.716064 Iteration 4Q: 3 clusters Score -230664.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -230700.078125 Penalty: 2515.716064 Iteration 5Q: 3 clusters Score -230700.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -230727.546875 Penalty: 2515.716064 Iteration 6Q: 3 clusters Score -230727.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -230750.546875 Penalty: 2515.716064 Iteration 7Q: 3 clusters Score -230750.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -230774.234375 Penalty: 2515.716064 Iteration 8Q: 3 clusters Score -230774.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -230794.234375 Penalty: 2515.716064 Iteration 9Q: 3 clusters Score -230794.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -230812.171875 Penalty: 2515.716064 Iteration 10Q: 3 clusters Score -230812.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -230826.515625 Penalty: 2515.716064 Iteration 11Q: 3 clusters Score -230826.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -230837.515625 Penalty: 2515.716064 Iteration 12Q: 3 clusters Score -230837.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -230847.656250 Penalty: 2515.716064 Iteration 13Q: 3 clusters Score -230847.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -230858.312500 Penalty: 2515.716064 Iteration 14Q: 3 clusters Score -230858.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -230872.921875 Penalty: 2515.716064 Iteration 15Q: 3 clusters Score -230872.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -230885.125000 Penalty: 2515.716064 Iteration 16Q: 3 clusters Score -230885.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -230899.062500 Penalty: 2515.716064 Iteration 17Q: 3 clusters Score -230899.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -230914.312500 Penalty: 2515.716064 Iteration 18Q: 3 clusters Score -230914.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -230928.031250 Penalty: 2515.716064 Iteration 19Q: 3 clusters Score -230928 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -230943.531250 Penalty: 2515.716064 Iteration 20F: 3 clusters Score -230943.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -230953.484375 Penalty: 2515.716064 Iteration 21Q: 3 clusters Score -230953.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -230964.500000 Penalty: 2515.716064 Iteration 22Q: 3 clusters Score -230964.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -230970.671875 Penalty: 2515.716064 Iteration 23Q: 3 clusters Score -230970.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -230978.562500 Penalty: 2515.716064 Iteration 24Q: 3 clusters Score -230978.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -230985.734375 Penalty: 2515.716064 Iteration 25Q: 3 clusters Score -230985.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -230993.593750 Penalty: 2515.716064 Iteration 26Q: 3 clusters Score -230993.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -231003.593750 Penalty: 2515.716064 Iteration 27Q: 3 clusters Score -231003.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -231011.890625 Penalty: 2515.716064 Iteration 28Q: 3 clusters Score -231011.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -231018.156250 Penalty: 2515.716064 Iteration 29Q: 3 clusters Score -231018.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -231024.640625 Penalty: 2515.716064 Iteration 30Q: 3 clusters Score -231024.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -231031.187500 Penalty: 2515.716064 Iteration 31Q: 3 clusters Score -231031.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -231034.859375 Penalty: 2515.716064 Iteration 32Q: 3 clusters Score -231034.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -231039.578125 Penalty: 2515.716064 Iteration 33Q: 3 clusters Score -231039.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -231043.109375 Penalty: 2515.716064 Iteration 34Q: 3 clusters Score -231043.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -231046.578125 Penalty: 2515.716064 Iteration 35Q: 3 clusters Score -231046.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -231052.046875 Penalty: 2515.716064 Iteration 36Q: 3 clusters Score -231052 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -231059.421875 Penalty: 2515.716064 Iteration 37Q: 3 clusters Score -231059.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -231068.859375 Penalty: 2515.716064 Iteration 38Q: 3 clusters Score -231068.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -231078.031250 Penalty: 2515.716064 Iteration 39Q: 3 clusters Score -231078 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -231084.156250 Penalty: 2515.716064 Iteration 40F: 3 clusters Score -231084.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -231086.171875 Penalty: 2515.716064 Iteration 41Q: 3 clusters Score -231086.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -231089.015625 Penalty: 2515.716064 Iteration 42Q: 3 clusters Score -231089 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -231091.093750 Penalty: 2515.716064 Iteration 43Q: 3 clusters Score -231091.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -231093.218750 Penalty: 2515.716064 Iteration 44Q: 3 clusters Score -231093.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -231096.000000 Penalty: 2515.716064 Iteration 45Q: 3 clusters Score -231096 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -231100.640625 Penalty: 2515.716064 Iteration 46Q: 3 clusters Score -231100.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -231104.718750 Penalty: 2515.716064 Iteration 47Q: 3 clusters Score -231104.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -231110.234375 Penalty: 2515.716064 Iteration 48Q: 3 clusters Score -231110.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -231113.062500 Penalty: 2515.716064 Iteration 49Q: 3 clusters Score -231113.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -231114.140625 Penalty: 2515.716064 Iteration 50Q: 3 clusters Score -231114.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -231114.140625 Penalty: 2515.716064 Iteration 51F: 3 clusters Score -231114.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (91324 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91324 members Entering Unmasked Estep Score: -9122556.000000 Penalty: 1856.102417 Iteration 0F: 2 clusters Score -9122556 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45787 members Mstep: Class 2 contains 45537 members Entering Unmasked Estep Score: -9061239.000000 Penalty: 3712.204834 Iteration 0F: 3 clusters Score -9061239 nChanged 43567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47578 members Mstep: Class 2 contains 43746 members Entering Unmasked Estep Score: -9086295.000000 Penalty: 3712.204834 Iteration 1F: 3 clusters Score -9086295 nChanged 2849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48777 members Mstep: Class 2 contains 42547 members Entering Unmasked Estep Score: -9086909.000000 Penalty: 3712.204834 Iteration 2Q: 3 clusters Score -9086909 nChanged 3180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50705 members Mstep: Class 2 contains 40619 members Entering Unmasked Estep Score: -9087818.000000 Penalty: 3712.204834 Iteration 3Q: 3 clusters Score -9087818 nChanged 3809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53638 members Mstep: Class 2 contains 37686 members Entering Unmasked Estep Score: -9089308.000000 Penalty: 3712.204834 Iteration 4Q: 3 clusters Score -9089308 nChanged 4892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58016 members Mstep: Class 2 contains 33308 members Entering Unmasked Estep Score: -9091741.000000 Penalty: 3712.204834 Iteration 5F: 3 clusters Score -9091741 nChanged 6311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64057 members Mstep: Class 2 contains 27267 members Entering Unmasked Estep Score: -9095732.000000 Penalty: 3712.204834 Iteration 6F: 3 clusters Score -9095732 nChanged 7641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71596 members Mstep: Class 2 contains 19728 members Entering Unmasked Estep Score: -9102059.000000 Penalty: 3712.204834 Iteration 7F: 3 clusters Score -9102059 nChanged 7954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79522 members Mstep: Class 2 contains 11802 members Entering Unmasked Estep Score: -9109646.000000 Penalty: 3712.204834 Iteration 8F: 3 clusters Score -9109646 nChanged 6065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85583 members Mstep: Class 2 contains 5741 members Entering Unmasked Estep Score: -9115603.000000 Penalty: 3712.204834 Iteration 9F: 3 clusters Score -9115603 nChanged 3477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89058 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -9119049.000000 Penalty: 3712.204834 Iteration 10Q: 3 clusters Score -9119049 nChanged 1345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90397 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -9120285.000000 Penalty: 3712.204834 Iteration 11Q: 3 clusters Score -9120285 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90839 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -9120707.000000 Penalty: 3712.204834 Iteration 12Q: 3 clusters Score -9120707 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90969 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -9120861.000000 Penalty: 3712.204834 Iteration 13Q: 3 clusters Score -9120861 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91019 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -9120917.000000 Penalty: 3712.204834 Iteration 14Q: 3 clusters Score -9120917 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91039 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -9120934.000000 Penalty: 3712.204834 Iteration 15Q: 3 clusters Score -9120934 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91046 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -9120951.000000 Penalty: 3712.204834 Iteration 16Q: 3 clusters Score -9120951 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91052 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -9120967.000000 Penalty: 3712.204834 Iteration 17Q: 3 clusters Score -9120967 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91065 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -9120993.000000 Penalty: 3712.204834 Iteration 18Q: 3 clusters Score -9120993 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91070 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -9121019.000000 Penalty: 3712.204834 Iteration 19Q: 3 clusters Score -9121019 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91069 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -9121024.000000 Penalty: 3712.204834 Iteration 20F: 3 clusters Score -9121024 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91071 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -9121033.000000 Penalty: 3712.204834 Iteration 21Q: 3 clusters Score -9121033 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91074 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -9121037.000000 Penalty: 3712.204834 Iteration 22Q: 3 clusters Score -9121037 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91078 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -9121041.000000 Penalty: 3712.204834 Iteration 23Q: 3 clusters Score -9121041 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91079 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -9121040.000000 Penalty: 3712.204834 Iteration 24Q: 3 clusters Score -9121040 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91080 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -9121051.000000 Penalty: 3712.204834 Iteration 25Q: 3 clusters Score -9121051 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91083 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -9121048.000000 Penalty: 3712.204834 Iteration 26Q: 3 clusters Score -9121048 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91082 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -9121045.000000 Penalty: 3712.204834 Iteration 27Q: 3 clusters Score -9121045 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91083 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -9121047.000000 Penalty: 3712.204834 Iteration 28Q: 3 clusters Score -9121047 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91084 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -9121049.000000 Penalty: 3712.204834 Iteration 29Q: 3 clusters Score -9121049 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91084 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -9121049.000000 Penalty: 3712.204834 Iteration 30F: 3 clusters Score -9121049 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (21278 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21278 members Entering Unmasked Estep Score: -1949221.750000 Penalty: 1619.382202 Iteration 0F: 2 clusters Score -1949222 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10648 members Mstep: Class 2 contains 10630 members Entering Unmasked Estep Score: -1934635.125000 Penalty: 3238.764404 Iteration 0F: 3 clusters Score -1934635 nChanged 9791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10669 members Mstep: Class 2 contains 10609 members Entering Unmasked Estep Score: -1940152.125000 Penalty: 3238.764404 Iteration 1F: 3 clusters Score -1940152 nChanged 1205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10714 members Mstep: Class 2 contains 10564 members Entering Unmasked Estep Score: -1940693.375000 Penalty: 3238.764404 Iteration 2F: 3 clusters Score -1940693 nChanged 1164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10770 members Mstep: Class 2 contains 10508 members Entering Unmasked Estep Score: -1941251.125000 Penalty: 3238.764404 Iteration 3F: 3 clusters Score -1941251 nChanged 1124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10854 members Mstep: Class 2 contains 10424 members Entering Unmasked Estep Score: -1941797.125000 Penalty: 3238.764404 Iteration 4F: 3 clusters Score -1941797 nChanged 1139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10965 members Mstep: Class 2 contains 10313 members Entering Unmasked Estep Score: -1942477.750000 Penalty: 3238.764404 Iteration 5F: 3 clusters Score -1942478 nChanged 1211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11088 members Mstep: Class 2 contains 10190 members Entering Unmasked Estep Score: -1943470.875000 Penalty: 3238.764404 Iteration 6F: 3 clusters Score -1943471 nChanged 1351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11219 members Mstep: Class 2 contains 10059 members Entering Unmasked Estep Score: -1945325.250000 Penalty: 3238.764404 Iteration 7F: 3 clusters Score -1945325 nChanged 1482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11095 members Mstep: Class 2 contains 10183 members Entering Unmasked Estep Score: -1948421.875000 Penalty: 3238.764404 Iteration 8F: 3 clusters Score -1948422 nChanged 1411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10314 members Mstep: Class 2 contains 10964 members Entering Unmasked Estep Score: -1950282.000000 Penalty: 3238.764404 Iteration 9F: 3 clusters Score -1950282 nChanged 1253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9399 members Mstep: Class 2 contains 11879 members Entering Unmasked Estep Score: -1951343.375000 Penalty: 3238.764404 Iteration 10F: 3 clusters Score -1951343 nChanged 1014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8629 members Mstep: Class 2 contains 12649 members Entering Unmasked Estep Score: -1952177.625000 Penalty: 3238.764404 Iteration 11Q: 3 clusters Score -1952178 nChanged 855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8020 members Mstep: Class 2 contains 13258 members Entering Unmasked Estep Score: -1952841.250000 Penalty: 3238.764404 Iteration 12Q: 3 clusters Score -1952841 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7660 members Mstep: Class 2 contains 13618 members Entering Unmasked Estep Score: -1953258.750000 Penalty: 3238.764404 Iteration 13Q: 3 clusters Score -1953259 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7491 members Mstep: Class 2 contains 13787 members Entering Unmasked Estep Score: -1953448.625000 Penalty: 3238.764404 Iteration 14Q: 3 clusters Score -1953449 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7451 members Mstep: Class 2 contains 13827 members Entering Unmasked Estep Score: -1953506.125000 Penalty: 3238.764404 Iteration 15Q: 3 clusters Score -1953506 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7441 members Mstep: Class 2 contains 13837 members Entering Unmasked Estep Score: -1953533.375000 Penalty: 3238.764404 Iteration 16Q: 3 clusters Score -1953533 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7450 members Mstep: Class 2 contains 13828 members Entering Unmasked Estep Score: -1953533.750000 Penalty: 3238.764404 Iteration 17Q: 3 clusters Score -1953534 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7457 members Mstep: Class 2 contains 13821 members Entering Unmasked Estep Score: -1953538.875000 Penalty: 3238.764404 Iteration 18Q: 3 clusters Score -1953539 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7479 members Mstep: Class 2 contains 13799 members Entering Unmasked Estep Score: -1953542.375000 Penalty: 3238.764404 Iteration 19Q: 3 clusters Score -1953542 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7489 members Mstep: Class 2 contains 13789 members Entering Unmasked Estep Score: -1953546.625000 Penalty: 3238.764404 Iteration 20F: 3 clusters Score -1953547 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7499 members Mstep: Class 2 contains 13779 members Entering Unmasked Estep Score: -1953548.125000 Penalty: 3238.764404 Iteration 21Q: 3 clusters Score -1953548 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7503 members Mstep: Class 2 contains 13775 members Entering Unmasked Estep Score: -1953552.875000 Penalty: 3238.764404 Iteration 22Q: 3 clusters Score -1953553 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7508 members Mstep: Class 2 contains 13770 members Entering Unmasked Estep Score: -1953552.000000 Penalty: 3238.764404 Iteration 23Q: 3 clusters Score -1953552 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7510 members Mstep: Class 2 contains 13768 members Entering Unmasked Estep Score: -1953548.625000 Penalty: 3238.764404 Iteration 24Q: 3 clusters Score -1953549 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7511 members Mstep: Class 2 contains 13767 members Entering Unmasked Estep Score: -1953546.250000 Penalty: 3238.764404 Iteration 25Q: 3 clusters Score -1953546 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7514 members Mstep: Class 2 contains 13764 members Entering Unmasked Estep Score: -1953548.875000 Penalty: 3238.764404 Iteration 26Q: 3 clusters Score -1953549 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7516 members Mstep: Class 2 contains 13762 members Entering Unmasked Estep Score: -1953547.625000 Penalty: 3238.764404 Iteration 27Q: 3 clusters Score -1953548 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7518 members Mstep: Class 2 contains 13760 members Entering Unmasked Estep Score: -1953550.000000 Penalty: 3238.764404 Iteration 28Q: 3 clusters Score -1953550 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7522 members Mstep: Class 2 contains 13756 members Entering Unmasked Estep Score: -1953551.750000 Penalty: 3238.764404 Iteration 29Q: 3 clusters Score -1953552 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7522 members Mstep: Class 2 contains 13756 members Entering Unmasked Estep Score: -1953551.750000 Penalty: 3238.764404 Iteration 30F: 3 clusters Score -1953552 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 144009 members Mstep: Class 3 contains 2753 members Mstep: Class 4 contains 905 members Mstep: Class 5 contains 445 members Mstep: Class 6 contains 13756 members Mstep: Class 7 contains 419 members Mstep: Class 8 contains 13627 members Mstep: Class 9 contains 1092 members Mstep: Class 10 contains 3035 members Mstep: Class 11 contains 1241 members Mstep: Class 12 contains 679 members Mstep: Class 13 contains 2372 members Mstep: Class 14 contains 678 members Mstep: Class 15 contains 285 members Mstep: Class 16 contains 1368 members Mstep: Class 17 contains 3666 members Mstep: Class 18 contains 38802 members Mstep: Class 20 contains 2490 members Mstep: Class 21 contains 2300 members Mstep: Class 22 contains 91324 members Mstep: Class 23 contains 7522 members Mstep: Class 24 contains 8255 members Mstep: Class 25 contains 1994 members Entering Unmasked Estep Score: -33078374.000000 Penalty: 49725.679688 Splitting cluster 23 changes total score from -33074364.000000 to -33078374.000000 So it's getting split into cluster 6. Entering ConstructFrom: Trying to split cluster 24 (8255 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8255 members Entering Unmasked Estep Score: -762467.500000 Penalty: 1465.518433 Iteration 0F: 2 clusters Score -762467.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4099 members Mstep: Class 2 contains 4156 members Entering Unmasked Estep Score: -756421.125000 Penalty: 2931.036865 Iteration 0F: 3 clusters Score -756421.1 nChanged 3526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4015 members Mstep: Class 2 contains 4240 members Entering Unmasked Estep Score: -758245.437500 Penalty: 2931.036865 Iteration 1F: 3 clusters Score -758245.4 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4005 members Mstep: Class 2 contains 4250 members Entering Unmasked Estep Score: -758449.062500 Penalty: 2931.036865 Iteration 2F: 3 clusters Score -758449.1 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3973 members Mstep: Class 2 contains 4282 members Entering Unmasked Estep Score: -758571.375000 Penalty: 2931.036865 Iteration 3Q: 3 clusters Score -758571.4 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3927 members Mstep: Class 2 contains 4328 members Entering Unmasked Estep Score: -758655.750000 Penalty: 2931.036865 Iteration 4Q: 3 clusters Score -758655.8 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3890 members Mstep: Class 2 contains 4365 members Entering Unmasked Estep Score: -758713.812500 Penalty: 2931.036865 Iteration 5Q: 3 clusters Score -758713.8 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3841 members Mstep: Class 2 contains 4414 members Entering Unmasked Estep Score: -758764.125000 Penalty: 2931.036865 Iteration 6Q: 3 clusters Score -758764.1 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3772 members Mstep: Class 2 contains 4483 members Entering Unmasked Estep Score: -758812.562500 Penalty: 2931.036865 Iteration 7Q: 3 clusters Score -758812.6 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3707 members Mstep: Class 2 contains 4548 members Entering Unmasked Estep Score: -758863.687500 Penalty: 2931.036865 Iteration 8Q: 3 clusters Score -758863.7 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3631 members Mstep: Class 2 contains 4624 members Entering Unmasked Estep Score: -758912.000000 Penalty: 2931.036865 Iteration 9Q: 3 clusters Score -758912 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3542 members Mstep: Class 2 contains 4713 members Entering Unmasked Estep Score: -758952.500000 Penalty: 2931.036865 Iteration 10Q: 3 clusters Score -758952.5 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3431 members Mstep: Class 2 contains 4824 members Entering Unmasked Estep Score: -758995.562500 Penalty: 2931.036865 Iteration 11Q: 3 clusters Score -758995.6 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3327 members Mstep: Class 2 contains 4928 members Entering Unmasked Estep Score: -759035.625000 Penalty: 2931.036865 Iteration 12Q: 3 clusters Score -759035.6 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3203 members Mstep: Class 2 contains 5052 members Entering Unmasked Estep Score: -759086.500000 Penalty: 2931.036865 Iteration 13Q: 3 clusters Score -759086.5 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3042 members Mstep: Class 2 contains 5213 members Entering Unmasked Estep Score: -759158.125000 Penalty: 2931.036865 Iteration 14Q: 3 clusters Score -759158.1 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2830 members Mstep: Class 2 contains 5425 members Entering Unmasked Estep Score: -759253.500000 Penalty: 2931.036865 Iteration 15Q: 3 clusters Score -759253.5 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2570 members Mstep: Class 2 contains 5685 members Entering Unmasked Estep Score: -759390.437500 Penalty: 2931.036865 Iteration 16Q: 3 clusters Score -759390.4 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 5972 members Entering Unmasked Estep Score: -759553.750000 Penalty: 2931.036865 Iteration 17Q: 3 clusters Score -759553.8 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 6280 members Entering Unmasked Estep Score: -759745.062500 Penalty: 2931.036865 Iteration 18Q: 3 clusters Score -759745.1 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 6602 members Entering Unmasked Estep Score: -759975.250000 Penalty: 2931.036865 Iteration 19Q: 3 clusters Score -759975.2 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 6915 members Entering Unmasked Estep Score: -760211.875000 Penalty: 2931.036865 Iteration 20F: 3 clusters Score -760211.9 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 7195 members Entering Unmasked Estep Score: -760441.062500 Penalty: 2931.036865 Iteration 21Q: 3 clusters Score -760441.1 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 7443 members Entering Unmasked Estep Score: -760649.687500 Penalty: 2931.036865 Iteration 22Q: 3 clusters Score -760649.7 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 7629 members Entering Unmasked Estep Score: -760803.625000 Penalty: 2931.036865 Iteration 23Q: 3 clusters Score -760803.6 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 7748 members Entering Unmasked Estep Score: -760905.375000 Penalty: 2931.036865 Iteration 24Q: 3 clusters Score -760905.4 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 7837 members Entering Unmasked Estep Score: -760978.812500 Penalty: 2931.036865 Iteration 25Q: 3 clusters Score -760978.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 7882 members Entering Unmasked Estep Score: -761023.312500 Penalty: 2931.036865 Iteration 26Q: 3 clusters Score -761023.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 7918 members Entering Unmasked Estep Score: -761048.437500 Penalty: 2931.036865 Iteration 27Q: 3 clusters Score -761048.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 7949 members Entering Unmasked Estep Score: -761077.312500 Penalty: 2931.036865 Iteration 28Q: 3 clusters Score -761077.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 7966 members Entering Unmasked Estep Score: -761109.250000 Penalty: 2931.036865 Iteration 29Q: 3 clusters Score -761109.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 7981 members Entering Unmasked Estep Score: -761133.562500 Penalty: 2931.036865 Iteration 30Q: 3 clusters Score -761133.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 7989 members Entering Unmasked Estep Score: -761157.750000 Penalty: 2931.036865 Iteration 31Q: 3 clusters Score -761157.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 8002 members Entering Unmasked Estep Score: -761179.562500 Penalty: 2931.036865 Iteration 32Q: 3 clusters Score -761179.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 8009 members Entering Unmasked Estep Score: -761192.875000 Penalty: 2931.036865 Iteration 33Q: 3 clusters Score -761192.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 8013 members Entering Unmasked Estep Score: -761198.187500 Penalty: 2931.036865 Iteration 34Q: 3 clusters Score -761198.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 8015 members Entering Unmasked Estep Score: -761200.625000 Penalty: 2931.036865 Iteration 35Q: 3 clusters Score -761200.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 8018 members Entering Unmasked Estep Score: -761205.375000 Penalty: 2931.036865 Iteration 36Q: 3 clusters Score -761205.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 8017 members Entering Unmasked Estep Score: -761206.062500 Penalty: 2931.036865 Iteration 37Q: 3 clusters Score -761206.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 8017 members Entering Unmasked Estep Score: -761206.062500 Penalty: 2931.036865 Iteration 38F: 3 clusters Score -761206.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (1994 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Entering Unmasked Estep Score: -184488.812500 Penalty: 1234.658447 Iteration 0F: 2 clusters Score -184488.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -182422.843750 Penalty: 2469.316895 Iteration 0F: 3 clusters Score -182422.8 nChanged 697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -182842.796875 Penalty: 2469.316895 Iteration 1F: 3 clusters Score -182842.8 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -182944.093750 Penalty: 2469.316895 Iteration 2F: 3 clusters Score -182944.1 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -183006.828125 Penalty: 2469.316895 Iteration 3Q: 3 clusters Score -183006.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -183051.843750 Penalty: 2469.316895 Iteration 4Q: 3 clusters Score -183051.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -183088.453125 Penalty: 2469.316895 Iteration 5Q: 3 clusters Score -183088.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -183130.703125 Penalty: 2469.316895 Iteration 6Q: 3 clusters Score -183130.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -183178.562500 Penalty: 2469.316895 Iteration 7Q: 3 clusters Score -183178.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -183217.859375 Penalty: 2469.316895 Iteration 8Q: 3 clusters Score -183217.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -183251.390625 Penalty: 2469.316895 Iteration 9Q: 3 clusters Score -183251.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -183276.625000 Penalty: 2469.316895 Iteration 10Q: 3 clusters Score -183276.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -183299.234375 Penalty: 2469.316895 Iteration 11Q: 3 clusters Score -183299.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -183313.843750 Penalty: 2469.316895 Iteration 12Q: 3 clusters Score -183313.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -183325.718750 Penalty: 2469.316895 Iteration 13Q: 3 clusters Score -183325.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -183335.859375 Penalty: 2469.316895 Iteration 14Q: 3 clusters Score -183335.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -183345.968750 Penalty: 2469.316895 Iteration 15Q: 3 clusters Score -183346 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -183359.218750 Penalty: 2469.316895 Iteration 16Q: 3 clusters Score -183359.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -183373.921875 Penalty: 2469.316895 Iteration 17Q: 3 clusters Score -183373.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -183390.859375 Penalty: 2469.316895 Iteration 18Q: 3 clusters Score -183390.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -183409.046875 Penalty: 2469.316895 Iteration 19Q: 3 clusters Score -183409 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -183430.421875 Penalty: 2469.316895 Iteration 20F: 3 clusters Score -183430.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -183447.281250 Penalty: 2469.316895 Iteration 21Q: 3 clusters Score -183447.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -183465.437500 Penalty: 2469.316895 Iteration 22Q: 3 clusters Score -183465.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -183482.906250 Penalty: 2469.316895 Iteration 23Q: 3 clusters Score -183482.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -183492.281250 Penalty: 2469.316895 Iteration 24Q: 3 clusters Score -183492.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -183498.328125 Penalty: 2469.316895 Iteration 25Q: 3 clusters Score -183498.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -183503.937500 Penalty: 2469.316895 Iteration 26Q: 3 clusters Score -183503.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -183510.187500 Penalty: 2469.316895 Iteration 27Q: 3 clusters Score -183510.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -183513.437500 Penalty: 2469.316895 Iteration 28Q: 3 clusters Score -183513.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -183519.343750 Penalty: 2469.316895 Iteration 29Q: 3 clusters Score -183519.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -183524.875000 Penalty: 2469.316895 Iteration 30Q: 3 clusters Score -183524.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -183530.281250 Penalty: 2469.316895 Iteration 31Q: 3 clusters Score -183530.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -183541.671875 Penalty: 2469.316895 Iteration 32Q: 3 clusters Score -183541.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -183555.843750 Penalty: 2469.316895 Iteration 33Q: 3 clusters Score -183555.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -183566.406250 Penalty: 2469.316895 Iteration 34Q: 3 clusters Score -183566.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -183574.562500 Penalty: 2469.316895 Iteration 35Q: 3 clusters Score -183574.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -183583.343750 Penalty: 2469.316895 Iteration 36Q: 3 clusters Score -183583.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -183596.875000 Penalty: 2469.316895 Iteration 37Q: 3 clusters Score -183596.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -183609.250000 Penalty: 2469.316895 Iteration 38Q: 3 clusters Score -183609.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -183617.562500 Penalty: 2469.316895 Iteration 39Q: 3 clusters Score -183617.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -183622.953125 Penalty: 2469.316895 Iteration 40F: 3 clusters Score -183623 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -183624.453125 Penalty: 2469.316895 Iteration 41Q: 3 clusters Score -183624.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -183625.937500 Penalty: 2469.316895 Iteration 42Q: 3 clusters Score -183625.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -183627.843750 Penalty: 2469.316895 Iteration 43Q: 3 clusters Score -183627.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -183629.703125 Penalty: 2469.316895 Iteration 44Q: 3 clusters Score -183629.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -183631.453125 Penalty: 2469.316895 Iteration 45Q: 3 clusters Score -183631.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -183631.453125 Penalty: 2469.316895 Iteration 46F: 3 clusters Score -183631.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 144009 members Mstep: Class 3 contains 2753 members Mstep: Class 4 contains 905 members Mstep: Class 5 contains 445 members Mstep: Class 7 contains 419 members Mstep: Class 8 contains 13627 members Mstep: Class 9 contains 1092 members Mstep: Class 10 contains 3035 members Mstep: Class 11 contains 1241 members Mstep: Class 12 contains 679 members Mstep: Class 13 contains 2372 members Mstep: Class 14 contains 678 members Mstep: Class 15 contains 285 members Mstep: Class 16 contains 1368 members Mstep: Class 17 contains 3666 members Mstep: Class 18 contains 38802 members Mstep: Class 20 contains 2490 members Mstep: Class 21 contains 2300 members Mstep: Class 22 contains 91324 members Mstep: Class 23 contains 7522 members Mstep: Class 24 contains 8255 members Mstep: Class 25 contains 1994 members Entering Unmasked Estep ConsiderDeletion Score: -33078478.000000 Penalty: 49725.679688 Iteration 79Q: 25 clusters Score -3.307848e+07 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 143918 members Mstep: Class 3 contains 2762 members Mstep: Class 4 contains 897 members Mstep: Class 5 contains 445 members Mstep: Class 6 contains 13738 members Mstep: Class 7 contains 423 members Mstep: Class 8 contains 13629 members Mstep: Class 9 contains 1104 members Mstep: Class 10 contains 3059 members Mstep: Class 11 contains 1231 members Mstep: Class 12 contains 679 members Mstep: Class 13 contains 2373 members Mstep: Class 14 contains 679 members Mstep: Class 15 contains 286 members Mstep: Class 16 contains 1370 members Mstep: Class 17 contains 3666 members Mstep: Class 18 contains 38855 members Mstep: Class 20 contains 2489 members Mstep: Class 21 contains 2289 members Mstep: Class 22 contains 91325 members Mstep: Class 23 contains 7493 members Mstep: Class 24 contains 8309 members Mstep: Class 25 contains 1997 members Entering Unmasked Estep ConsiderDeletion Score: -33078606.000000 Penalty: 49725.679688 Iteration 80F: 25 clusters Score -3.307861e+07 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 143830 members Mstep: Class 3 contains 2774 members Mstep: Class 4 contains 878 members Mstep: Class 5 contains 445 members Mstep: Class 6 contains 13755 members Mstep: Class 7 contains 423 members Mstep: Class 8 contains 13628 members Mstep: Class 9 contains 1105 members Mstep: Class 10 contains 3084 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2373 members Mstep: Class 14 contains 691 members Mstep: Class 15 contains 282 members Mstep: Class 16 contains 1371 members Mstep: Class 17 contains 3664 members Mstep: Class 18 contains 38873 members Mstep: Class 20 contains 2489 members Mstep: Class 21 contains 2280 members Mstep: Class 22 contains 91325 members Mstep: Class 23 contains 7510 members Mstep: Class 24 contains 8344 members Mstep: Class 25 contains 1999 members Entering Unmasked Estep ConsiderDeletion Score: -33078734.000000 Penalty: 49725.679688 Iteration 81Q: 25 clusters Score -3.307873e+07 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 143767 members Mstep: Class 3 contains 2789 members Mstep: Class 4 contains 874 members Mstep: Class 5 contains 445 members Mstep: Class 6 contains 13752 members Mstep: Class 7 contains 423 members Mstep: Class 8 contains 13627 members Mstep: Class 9 contains 1105 members Mstep: Class 10 contains 3093 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2373 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 282 members Mstep: Class 16 contains 1371 members Mstep: Class 17 contains 3665 members Mstep: Class 18 contains 38883 members Mstep: Class 20 contains 2487 members Mstep: Class 21 contains 2265 members Mstep: Class 22 contains 91325 members Mstep: Class 23 contains 7521 members Mstep: Class 24 contains 8384 members Mstep: Class 25 contains 2000 members Entering Unmasked Estep ConsiderDeletion Score: -33078760.000000 Penalty: 49725.679688 Iteration 82Q: 25 clusters Score -3.307876e+07 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 143691 members Mstep: Class 3 contains 2805 members Mstep: Class 4 contains 872 members Mstep: Class 5 contains 445 members Mstep: Class 6 contains 13754 members Mstep: Class 7 contains 423 members Mstep: Class 8 contains 13628 members Mstep: Class 9 contains 1105 members Mstep: Class 10 contains 3098 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 679 members Mstep: Class 13 contains 2373 members Mstep: Class 14 contains 705 members Mstep: Class 15 contains 282 members Mstep: Class 16 contains 1371 members Mstep: Class 17 contains 3666 members Mstep: Class 18 contains 38911 members Mstep: Class 20 contains 2489 members Mstep: Class 21 contains 2251 members Mstep: Class 22 contains 91325 members Mstep: Class 23 contains 7523 members Mstep: Class 24 contains 8420 members Mstep: Class 25 contains 2000 members Entering Unmasked Estep ConsiderDeletion Score: -33078834.000000 Penalty: 49725.679688 Iteration 83Q: 25 clusters Score -3.307883e+07 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 143629 members Mstep: Class 3 contains 2823 members Mstep: Class 4 contains 870 members Mstep: Class 5 contains 445 members Mstep: Class 6 contains 13751 members Mstep: Class 7 contains 423 members Mstep: Class 8 contains 13631 members Mstep: Class 9 contains 1105 members Mstep: Class 10 contains 3103 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 679 members Mstep: Class 13 contains 2373 members Mstep: Class 14 contains 709 members Mstep: Class 15 contains 282 members Mstep: Class 16 contains 1371 members Mstep: Class 17 contains 3666 members Mstep: Class 18 contains 38926 members Mstep: Class 20 contains 2491 members Mstep: Class 21 contains 2233 members Mstep: Class 22 contains 91322 members Mstep: Class 23 contains 7527 members Mstep: Class 24 contains 8460 members Mstep: Class 25 contains 2000 members Entering Unmasked Estep ConsiderDeletion Score: -33078834.000000 Penalty: 49725.679688 Iteration 84Q: 25 clusters Score -3.307883e+07 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 143566 members Mstep: Class 3 contains 2844 members Mstep: Class 4 contains 866 members Mstep: Class 5 contains 445 members Mstep: Class 6 contains 13746 members Mstep: Class 7 contains 423 members Mstep: Class 8 contains 13630 members Mstep: Class 9 contains 1105 members Mstep: Class 10 contains 3106 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 679 members Mstep: Class 13 contains 2373 members Mstep: Class 14 contains 714 members Mstep: Class 15 contains 282 members Mstep: Class 16 contains 1371 members Mstep: Class 17 contains 3666 members Mstep: Class 18 contains 38938 members Mstep: Class 20 contains 2492 members Mstep: Class 21 contains 2225 members Mstep: Class 22 contains 91321 members Mstep: Class 23 contains 7534 members Mstep: Class 24 contains 8498 members Mstep: Class 25 contains 1998 members Entering Unmasked Estep ConsiderDeletion Score: -33078920.000000 Penalty: 49725.679688 Iteration 85Q: 25 clusters Score -3.307892e+07 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 143509 members Mstep: Class 3 contains 2859 members Mstep: Class 4 contains 865 members Mstep: Class 5 contains 445 members Mstep: Class 6 contains 13742 members Mstep: Class 7 contains 423 members Mstep: Class 8 contains 13629 members Mstep: Class 9 contains 1105 members Mstep: Class 10 contains 3107 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 680 members Mstep: Class 13 contains 2373 members Mstep: Class 14 contains 715 members Mstep: Class 15 contains 282 members Mstep: Class 16 contains 1371 members Mstep: Class 17 contains 3666 members Mstep: Class 18 contains 38946 members Mstep: Class 20 contains 2493 members Mstep: Class 21 contains 2214 members Mstep: Class 22 contains 91321 members Mstep: Class 23 contains 7539 members Mstep: Class 24 contains 8541 members Mstep: Class 25 contains 1998 members Entering Unmasked Estep ConsiderDeletion Score: -33078954.000000 Penalty: 49725.679688 Iteration 86Q: 25 clusters Score -3.307895e+07 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 143447 members Mstep: Class 3 contains 2883 members Mstep: Class 4 contains 864 members Mstep: Class 5 contains 445 members Mstep: Class 6 contains 13741 members Mstep: Class 7 contains 423 members Mstep: Class 8 contains 13626 members Mstep: Class 9 contains 1105 members Mstep: Class 10 contains 3110 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 680 members Mstep: Class 13 contains 2373 members Mstep: Class 14 contains 715 members Mstep: Class 15 contains 282 members Mstep: Class 16 contains 1371 members Mstep: Class 17 contains 3666 members Mstep: Class 18 contains 38953 members Mstep: Class 20 contains 2493 members Mstep: Class 21 contains 2206 members Mstep: Class 22 contains 91321 members Mstep: Class 23 contains 7542 members Mstep: Class 24 contains 8578 members Mstep: Class 25 contains 1998 members Entering Unmasked Estep ConsiderDeletion Score: -33079020.000000 Penalty: 49725.679688 Iteration 87Q: 25 clusters Score -3.307902e+07 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 143390 members Mstep: Class 3 contains 2907 members Mstep: Class 4 contains 864 members Mstep: Class 5 contains 445 members Mstep: Class 6 contains 13740 members Mstep: Class 7 contains 423 members Mstep: Class 8 contains 13625 members Mstep: Class 9 contains 1105 members Mstep: Class 10 contains 3113 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 680 members Mstep: Class 13 contains 2373 members Mstep: Class 14 contains 715 members Mstep: Class 15 contains 282 members Mstep: Class 16 contains 1371 members Mstep: Class 17 contains 3666 members Mstep: Class 18 contains 38962 members Mstep: Class 20 contains 2493 members Mstep: Class 21 contains 2192 members Mstep: Class 22 contains 91320 members Mstep: Class 23 contains 7544 members Mstep: Class 24 contains 8614 members Mstep: Class 25 contains 1998 members Entering Unmasked Estep ConsiderDeletion Score: -33079038.000000 Penalty: 49725.679688 Iteration 88Q: 25 clusters Score -3.307904e+07 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 143328 members Mstep: Class 3 contains 2931 members Mstep: Class 4 contains 865 members Mstep: Class 5 contains 445 members Mstep: Class 6 contains 13738 members Mstep: Class 7 contains 423 members Mstep: Class 8 contains 13622 members Mstep: Class 9 contains 1105 members Mstep: Class 10 contains 3115 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 680 members Mstep: Class 13 contains 2373 members Mstep: Class 14 contains 715 members Mstep: Class 15 contains 282 members Mstep: Class 16 contains 1371 members Mstep: Class 17 contains 3667 members Mstep: Class 18 contains 38949 members Mstep: Class 20 contains 2495 members Mstep: Class 21 contains 2193 members Mstep: Class 22 contains 91320 members Mstep: Class 23 contains 7547 members Mstep: Class 24 contains 8660 members Mstep: Class 25 contains 1998 members Entering Unmasked Estep ConsiderDeletion Score: -33079106.000000 Penalty: 49725.679688 Iteration 89Q: 25 clusters Score -3.307911e+07 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 143265 members Mstep: Class 3 contains 2957 members Mstep: Class 4 contains 864 members Mstep: Class 5 contains 445 members Mstep: Class 6 contains 13737 members Mstep: Class 7 contains 423 members Mstep: Class 8 contains 13622 members Mstep: Class 9 contains 1105 members Mstep: Class 10 contains 3113 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 680 members Mstep: Class 13 contains 2373 members Mstep: Class 14 contains 714 members Mstep: Class 15 contains 282 members Mstep: Class 16 contains 1371 members Mstep: Class 17 contains 3667 members Mstep: Class 18 contains 38974 members Mstep: Class 20 contains 2494 members Mstep: Class 21 contains 2180 members Mstep: Class 22 contains 91319 members Mstep: Class 23 contains 7548 members Mstep: Class 24 contains 8691 members Mstep: Class 25 contains 1998 members Entering Unmasked Estep ConsiderDeletion Score: -33079086.000000 Penalty: 49725.679688 Iteration 90Q: 25 clusters Score -3.307909e+07 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 143197 members Mstep: Class 3 contains 2978 members Mstep: Class 4 contains 866 members Mstep: Class 5 contains 445 members Mstep: Class 6 contains 13736 members Mstep: Class 7 contains 423 members Mstep: Class 8 contains 13620 members Mstep: Class 9 contains 1105 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 680 members Mstep: Class 13 contains 2373 members Mstep: Class 14 contains 714 members Mstep: Class 15 contains 282 members Mstep: Class 16 contains 1371 members Mstep: Class 17 contains 3667 members Mstep: Class 18 contains 38991 members Mstep: Class 20 contains 2492 members Mstep: Class 21 contains 2176 members Mstep: Class 22 contains 91319 members Mstep: Class 23 contains 7549 members Mstep: Class 24 contains 8727 members Mstep: Class 25 contains 1999 members Entering Unmasked Estep ConsiderDeletion Score: -33079170.000000 Penalty: 49725.679688 Iteration 91Q: 25 clusters Score -3.307917e+07 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 143128 members Mstep: Class 3 contains 2998 members Mstep: Class 4 contains 868 members Mstep: Class 5 contains 445 members Mstep: Class 6 contains 13736 members Mstep: Class 7 contains 423 members Mstep: Class 8 contains 13618 members Mstep: Class 9 contains 1105 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 680 members Mstep: Class 13 contains 2373 members Mstep: Class 14 contains 714 members Mstep: Class 15 contains 282 members Mstep: Class 16 contains 1371 members Mstep: Class 17 contains 3667 members Mstep: Class 18 contains 39014 members Mstep: Class 20 contains 2491 members Mstep: Class 21 contains 2166 members Mstep: Class 22 contains 91320 members Mstep: Class 23 contains 7549 members Mstep: Class 24 contains 8762 members Mstep: Class 25 contains 2000 members Entering Unmasked Estep ConsiderDeletion Score: -33079154.000000 Penalty: 49725.679688 Iteration 92Q: 25 clusters Score -3.307915e+07 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 143059 members Mstep: Class 3 contains 3022 members Mstep: Class 4 contains 872 members Mstep: Class 5 contains 445 members Mstep: Class 6 contains 13735 members Mstep: Class 7 contains 423 members Mstep: Class 8 contains 13613 members Mstep: Class 9 contains 1105 members Mstep: Class 10 contains 3114 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 680 members Mstep: Class 13 contains 2373 members Mstep: Class 14 contains 714 members Mstep: Class 15 contains 282 members Mstep: Class 16 contains 1371 members Mstep: Class 17 contains 3667 members Mstep: Class 18 contains 39020 members Mstep: Class 20 contains 2490 members Mstep: Class 21 contains 2157 members Mstep: Class 22 contains 91322 members Mstep: Class 23 contains 7548 members Mstep: Class 24 contains 8809 members Mstep: Class 25 contains 2001 members Entering Unmasked Estep ConsiderDeletion Score: -33079204.000000 Penalty: 49725.679688 Iteration 93Q: 25 clusters Score -3.30792e+07 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 142990 members Mstep: Class 3 contains 3037 members Mstep: Class 4 contains 873 members Mstep: Class 5 contains 445 members Mstep: Class 6 contains 13736 members Mstep: Class 7 contains 423 members Mstep: Class 8 contains 13608 members Mstep: Class 9 contains 1105 members Mstep: Class 10 contains 3114 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 680 members Mstep: Class 13 contains 2373 members Mstep: Class 14 contains 714 members Mstep: Class 15 contains 282 members Mstep: Class 16 contains 1371 members Mstep: Class 17 contains 3667 members Mstep: Class 18 contains 39035 members Mstep: Class 20 contains 2490 members Mstep: Class 21 contains 2150 members Mstep: Class 22 contains 91323 members Mstep: Class 23 contains 7548 members Mstep: Class 24 contains 8857 members Mstep: Class 25 contains 2001 members Entering Unmasked Estep ConsiderDeletion Score: -33079208.000000 Penalty: 49725.679688 Iteration 94Q: 25 clusters Score -3.307921e+07 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 142917 members Mstep: Class 3 contains 3049 members Mstep: Class 4 contains 873 members Mstep: Class 5 contains 445 members Mstep: Class 6 contains 13736 members Mstep: Class 7 contains 423 members Mstep: Class 8 contains 13608 members Mstep: Class 9 contains 1105 members Mstep: Class 10 contains 3116 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 680 members Mstep: Class 13 contains 2373 members Mstep: Class 14 contains 714 members Mstep: Class 15 contains 282 members Mstep: Class 16 contains 1371 members Mstep: Class 17 contains 3667 members Mstep: Class 18 contains 39053 members Mstep: Class 20 contains 2490 members Mstep: Class 21 contains 2147 members Mstep: Class 22 contains 91322 members Mstep: Class 23 contains 7546 members Mstep: Class 24 contains 8904 members Mstep: Class 25 contains 2001 members Entering Unmasked Estep ConsiderDeletion Score: -33079254.000000 Penalty: 49725.679688 Iteration 95Q: 25 clusters Score -3.307925e+07 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 142843 members Mstep: Class 3 contains 3061 members Mstep: Class 4 contains 873 members Mstep: Class 5 contains 445 members Mstep: Class 6 contains 13736 members Mstep: Class 7 contains 423 members Mstep: Class 8 contains 13607 members Mstep: Class 9 contains 1105 members Mstep: Class 10 contains 3117 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 680 members Mstep: Class 13 contains 2373 members Mstep: Class 14 contains 714 members Mstep: Class 15 contains 282 members Mstep: Class 16 contains 1371 members Mstep: Class 17 contains 3667 members Mstep: Class 18 contains 39064 members Mstep: Class 20 contains 2490 members Mstep: Class 21 contains 2145 members Mstep: Class 22 contains 91322 members Mstep: Class 23 contains 7546 members Mstep: Class 24 contains 8957 members Mstep: Class 25 contains 2001 members Entering Unmasked Estep ConsiderDeletion Score: -33079322.000000 Penalty: 49725.679688 Iteration 96Q: 25 clusters Score -3.307932e+07 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 142765 members Mstep: Class 3 contains 3076 members Mstep: Class 4 contains 873 members Mstep: Class 5 contains 445 members Mstep: Class 6 contains 13736 members Mstep: Class 7 contains 423 members Mstep: Class 8 contains 13606 members Mstep: Class 9 contains 1105 members Mstep: Class 10 contains 3120 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 680 members Mstep: Class 13 contains 2373 members Mstep: Class 14 contains 714 members Mstep: Class 15 contains 282 members Mstep: Class 16 contains 1371 members Mstep: Class 17 contains 3667 members Mstep: Class 18 contains 39094 members Mstep: Class 20 contains 2490 members Mstep: Class 21 contains 2142 members Mstep: Class 22 contains 91323 members Mstep: Class 23 contains 7547 members Mstep: Class 24 contains 8989 members Mstep: Class 25 contains 2001 members Entering Unmasked Estep ConsiderDeletion Score: -33079288.000000 Penalty: 49725.679688 Iteration 97Q: 25 clusters Score -3.307929e+07 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 142692 members Mstep: Class 3 contains 3083 members Mstep: Class 4 contains 873 members Mstep: Class 5 contains 445 members Mstep: Class 6 contains 13738 members Mstep: Class 7 contains 423 members Mstep: Class 8 contains 13606 members Mstep: Class 9 contains 1105 members Mstep: Class 10 contains 3123 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 680 members Mstep: Class 13 contains 2373 members Mstep: Class 14 contains 714 members Mstep: Class 15 contains 282 members Mstep: Class 16 contains 1371 members Mstep: Class 17 contains 3667 members Mstep: Class 18 contains 39132 members Mstep: Class 20 contains 2490 members Mstep: Class 21 contains 2132 members Mstep: Class 22 contains 91324 members Mstep: Class 23 contains 7547 members Mstep: Class 24 contains 9021 members Mstep: Class 25 contains 2001 members Entering Unmasked Estep ConsiderDeletion Score: -33079272.000000 Penalty: 49725.679688 Iteration 98Q: 25 clusters Score -3.307927e+07 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 142635 members Mstep: Class 3 contains 3088 members Mstep: Class 4 contains 874 members Mstep: Class 5 contains 445 members Mstep: Class 6 contains 13737 members Mstep: Class 7 contains 423 members Mstep: Class 8 contains 13607 members Mstep: Class 9 contains 1105 members Mstep: Class 10 contains 3124 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 680 members Mstep: Class 13 contains 2373 members Mstep: Class 14 contains 714 members Mstep: Class 15 contains 282 members Mstep: Class 16 contains 1371 members Mstep: Class 17 contains 3667 members Mstep: Class 18 contains 39160 members Mstep: Class 20 contains 2490 members Mstep: Class 21 contains 2121 members Mstep: Class 22 contains 91323 members Mstep: Class 23 contains 7547 members Mstep: Class 24 contains 9055 members Mstep: Class 25 contains 2001 members Entering Unmasked Estep ConsiderDeletion Score: -33079272.000000 Penalty: 49725.679688 Iteration 99Q: 25 clusters Score -3.307927e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 142583 members Mstep: Class 3 contains 3096 members Mstep: Class 4 contains 875 members Mstep: Class 5 contains 445 members Mstep: Class 6 contains 13737 members Mstep: Class 7 contains 423 members Mstep: Class 8 contains 13607 members Mstep: Class 9 contains 1105 members Mstep: Class 10 contains 3128 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 680 members Mstep: Class 13 contains 2373 members Mstep: Class 14 contains 714 members Mstep: Class 15 contains 282 members Mstep: Class 16 contains 1371 members Mstep: Class 17 contains 3666 members Mstep: Class 18 contains 39181 members Mstep: Class 20 contains 2489 members Mstep: Class 21 contains 2114 members Mstep: Class 22 contains 91323 members Mstep: Class 23 contains 7546 members Mstep: Class 24 contains 9083 members Mstep: Class 25 contains 2001 members Entering Unmasked Estep ConsiderDeletion Score: -33079278.000000 Penalty: 49725.679688 Iteration 100F: 25 clusters Score -3.307928e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 142540 members Mstep: Class 3 contains 3104 members Mstep: Class 4 contains 876 members Mstep: Class 5 contains 445 members Mstep: Class 6 contains 13736 members Mstep: Class 7 contains 423 members Mstep: Class 8 contains 13607 members Mstep: Class 9 contains 1105 members Mstep: Class 10 contains 3130 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 680 members Mstep: Class 13 contains 2373 members Mstep: Class 14 contains 714 members Mstep: Class 15 contains 282 members Mstep: Class 16 contains 1371 members Mstep: Class 17 contains 3666 members Mstep: Class 18 contains 39204 members Mstep: Class 20 contains 2489 members Mstep: Class 21 contains 2107 members Mstep: Class 22 contains 91323 members Mstep: Class 23 contains 7546 members Mstep: Class 24 contains 9100 members Mstep: Class 25 contains 2001 members Entering Unmasked Estep ConsiderDeletion Score: -33079262.000000 Penalty: 49725.679688 Iteration 101Q: 25 clusters Score -3.307926e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 142504 members Mstep: Class 3 contains 3111 members Mstep: Class 4 contains 876 members Mstep: Class 5 contains 445 members Mstep: Class 6 contains 13736 members Mstep: Class 7 contains 423 members Mstep: Class 8 contains 13607 members Mstep: Class 9 contains 1105 members Mstep: Class 10 contains 3131 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 680 members Mstep: Class 13 contains 2373 members Mstep: Class 14 contains 714 members Mstep: Class 15 contains 282 members Mstep: Class 16 contains 1371 members Mstep: Class 17 contains 3666 members Mstep: Class 18 contains 39215 members Mstep: Class 20 contains 2489 members Mstep: Class 21 contains 2100 members Mstep: Class 22 contains 91323 members Mstep: Class 23 contains 7546 members Mstep: Class 24 contains 9124 members Mstep: Class 25 contains 2001 members Entering Unmasked Estep ConsiderDeletion Score: -33079228.000000 Penalty: 49725.679688 Iteration 102Q: 25 clusters Score -3.307923e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 142465 members Mstep: Class 3 contains 3121 members Mstep: Class 4 contains 876 members Mstep: Class 5 contains 445 members Mstep: Class 6 contains 13735 members Mstep: Class 7 contains 423 members Mstep: Class 8 contains 13606 members Mstep: Class 9 contains 1105 members Mstep: Class 10 contains 3133 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 680 members Mstep: Class 13 contains 2373 members Mstep: Class 14 contains 714 members Mstep: Class 15 contains 282 members Mstep: Class 16 contains 1371 members Mstep: Class 17 contains 3666 members Mstep: Class 18 contains 39224 members Mstep: Class 20 contains 2491 members Mstep: Class 21 contains 2090 members Mstep: Class 22 contains 91323 members Mstep: Class 23 contains 7546 members Mstep: Class 24 contains 9152 members Mstep: Class 25 contains 2001 members Entering Unmasked Estep ConsiderDeletion Score: -33079268.000000 Penalty: 49725.679688 Iteration 103Q: 25 clusters Score -3.307927e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 142438 members Mstep: Class 3 contains 3128 members Mstep: Class 4 contains 876 members Mstep: Class 5 contains 445 members Mstep: Class 6 contains 13735 members Mstep: Class 7 contains 423 members Mstep: Class 8 contains 13604 members Mstep: Class 9 contains 1105 members Mstep: Class 10 contains 3132 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 680 members Mstep: Class 13 contains 2373 members Mstep: Class 14 contains 714 members Mstep: Class 15 contains 282 members Mstep: Class 16 contains 1371 members Mstep: Class 17 contains 3666 members Mstep: Class 18 contains 39226 members Mstep: Class 20 contains 2492 members Mstep: Class 21 contains 2086 members Mstep: Class 22 contains 91324 members Mstep: Class 23 contains 7546 members Mstep: Class 24 contains 9175 members Mstep: Class 25 contains 2001 members Entering Unmasked Estep ConsiderDeletion Score: -33079262.000000 Penalty: 49725.679688 Iteration 104Q: 25 clusters Score -3.307926e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 142402 members Mstep: Class 3 contains 3133 members Mstep: Class 4 contains 876 members Mstep: Class 5 contains 445 members Mstep: Class 6 contains 13735 members Mstep: Class 7 contains 423 members Mstep: Class 8 contains 13604 members Mstep: Class 9 contains 1105 members Mstep: Class 10 contains 3130 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 680 members Mstep: Class 13 contains 2373 members Mstep: Class 14 contains 714 members Mstep: Class 15 contains 282 members Mstep: Class 16 contains 1371 members Mstep: Class 17 contains 3666 members Mstep: Class 18 contains 39231 members Mstep: Class 20 contains 2492 members Mstep: Class 21 contains 2085 members Mstep: Class 22 contains 91324 members Mstep: Class 23 contains 7546 members Mstep: Class 24 contains 9204 members Mstep: Class 25 contains 2001 members Entering Unmasked Estep ConsiderDeletion Score: -33079280.000000 Penalty: 49725.679688 Iteration 105Q: 25 clusters Score -3.307928e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 142377 members Mstep: Class 3 contains 3138 members Mstep: Class 4 contains 876 members Mstep: Class 5 contains 445 members Mstep: Class 6 contains 13735 members Mstep: Class 7 contains 423 members Mstep: Class 8 contains 13604 members Mstep: Class 9 contains 1105 members Mstep: Class 10 contains 3132 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 680 members Mstep: Class 13 contains 2373 members Mstep: Class 14 contains 714 members Mstep: Class 15 contains 282 members Mstep: Class 16 contains 1371 members Mstep: Class 17 contains 3666 members Mstep: Class 18 contains 39225 members Mstep: Class 20 contains 2492 members Mstep: Class 21 contains 2084 members Mstep: Class 22 contains 91324 members Mstep: Class 23 contains 7546 members Mstep: Class 24 contains 9229 members Mstep: Class 25 contains 2001 members Entering Unmasked Estep ConsiderDeletion Score: -33079290.000000 Penalty: 49725.679688 Iteration 106Q: 25 clusters Score -3.307929e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 142347 members Mstep: Class 3 contains 3147 members Mstep: Class 4 contains 876 members Mstep: Class 5 contains 445 members Mstep: Class 6 contains 13735 members Mstep: Class 7 contains 423 members Mstep: Class 8 contains 13604 members Mstep: Class 9 contains 1105 members Mstep: Class 10 contains 3132 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 680 members Mstep: Class 13 contains 2373 members Mstep: Class 14 contains 714 members Mstep: Class 15 contains 282 members Mstep: Class 16 contains 1371 members Mstep: Class 17 contains 3666 members Mstep: Class 18 contains 39226 members Mstep: Class 20 contains 2492 members Mstep: Class 21 contains 2083 members Mstep: Class 22 contains 91324 members Mstep: Class 23 contains 7546 members Mstep: Class 24 contains 9250 members Mstep: Class 25 contains 2001 members Entering Unmasked Estep ConsiderDeletion Score: -33079334.000000 Penalty: 49725.679688 Iteration 107Q: 25 clusters Score -3.307933e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 142318 members Mstep: Class 3 contains 3148 members Mstep: Class 4 contains 876 members Mstep: Class 5 contains 445 members Mstep: Class 6 contains 13735 members Mstep: Class 7 contains 423 members Mstep: Class 8 contains 13604 members Mstep: Class 9 contains 1105 members Mstep: Class 10 contains 3133 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 680 members Mstep: Class 13 contains 2373 members Mstep: Class 14 contains 714 members Mstep: Class 15 contains 282 members Mstep: Class 16 contains 1371 members Mstep: Class 17 contains 3666 members Mstep: Class 18 contains 39229 members Mstep: Class 20 contains 2492 members Mstep: Class 21 contains 2083 members Mstep: Class 22 contains 91324 members Mstep: Class 23 contains 7546 members Mstep: Class 24 contains 9274 members Mstep: Class 25 contains 2001 members Entering Unmasked Estep ConsiderDeletion Score: -33079366.000000 Penalty: 49725.679688 Iteration 108Q: 25 clusters Score -3.307937e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 142295 members Mstep: Class 3 contains 3152 members Mstep: Class 4 contains 876 members Mstep: Class 5 contains 445 members Mstep: Class 6 contains 13735 members Mstep: Class 7 contains 423 members Mstep: Class 8 contains 13604 members Mstep: Class 9 contains 1105 members Mstep: Class 10 contains 3133 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 680 members Mstep: Class 13 contains 2373 members Mstep: Class 14 contains 714 members Mstep: Class 15 contains 282 members Mstep: Class 16 contains 1371 members Mstep: Class 17 contains 3666 members Mstep: Class 18 contains 39230 members Mstep: Class 20 contains 2492 members Mstep: Class 21 contains 2082 members Mstep: Class 22 contains 91324 members Mstep: Class 23 contains 7546 members Mstep: Class 24 contains 9293 members Mstep: Class 25 contains 2001 members Entering Unmasked Estep ConsiderDeletion Score: -33079378.000000 Penalty: 49725.679688 Iteration 109Q: 25 clusters Score -3.307938e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 142275 members Mstep: Class 3 contains 3160 members Mstep: Class 4 contains 876 members Mstep: Class 5 contains 445 members Mstep: Class 6 contains 13734 members Mstep: Class 7 contains 423 members Mstep: Class 8 contains 13604 members Mstep: Class 9 contains 1105 members Mstep: Class 10 contains 3132 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 680 members Mstep: Class 13 contains 2373 members Mstep: Class 14 contains 714 members Mstep: Class 15 contains 282 members Mstep: Class 16 contains 1371 members Mstep: Class 17 contains 3666 members Mstep: Class 18 contains 39224 members Mstep: Class 20 contains 2492 members Mstep: Class 21 contains 2082 members Mstep: Class 22 contains 91324 members Mstep: Class 23 contains 7546 members Mstep: Class 24 contains 9313 members Mstep: Class 25 contains 2001 members Entering Unmasked Estep ConsiderDeletion Score: -33079388.000000 Penalty: 49725.679688 Iteration 110Q: 25 clusters Score -3.307939e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 142248 members Mstep: Class 3 contains 3168 members Mstep: Class 4 contains 876 members Mstep: Class 5 contains 445 members Mstep: Class 6 contains 13734 members Mstep: Class 7 contains 423 members Mstep: Class 8 contains 13604 members Mstep: Class 9 contains 1105 members Mstep: Class 10 contains 3131 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 680 members Mstep: Class 13 contains 2373 members Mstep: Class 14 contains 714 members Mstep: Class 15 contains 282 members Mstep: Class 16 contains 1371 members Mstep: Class 17 contains 3666 members Mstep: Class 18 contains 39231 members Mstep: Class 20 contains 2492 members Mstep: Class 21 contains 2081 members Mstep: Class 22 contains 91324 members Mstep: Class 23 contains 7546 members Mstep: Class 24 contains 9327 members Mstep: Class 25 contains 2001 members Entering Unmasked Estep ConsiderDeletion Score: -33079384.000000 Penalty: 49725.679688 Iteration 111Q: 25 clusters Score -3.307938e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 142223 members Mstep: Class 3 contains 3177 members Mstep: Class 4 contains 876 members Mstep: Class 5 contains 445 members Mstep: Class 6 contains 13734 members Mstep: Class 7 contains 423 members Mstep: Class 8 contains 13603 members Mstep: Class 9 contains 1105 members Mstep: Class 10 contains 3132 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 680 members Mstep: Class 13 contains 2373 members Mstep: Class 14 contains 714 members Mstep: Class 15 contains 282 members Mstep: Class 16 contains 1371 members Mstep: Class 17 contains 3666 members Mstep: Class 18 contains 39235 members Mstep: Class 20 contains 2492 members Mstep: Class 21 contains 2081 members Mstep: Class 22 contains 91324 members Mstep: Class 23 contains 7546 members Mstep: Class 24 contains 9339 members Mstep: Class 25 contains 2001 members Entering Unmasked Estep ConsiderDeletion Score: -33079430.000000 Penalty: 49725.679688 Iteration 112Q: 25 clusters Score -3.307943e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 142202 members Mstep: Class 3 contains 3183 members Mstep: Class 4 contains 877 members Mstep: Class 5 contains 445 members Mstep: Class 6 contains 13734 members Mstep: Class 7 contains 423 members Mstep: Class 8 contains 13603 members Mstep: Class 9 contains 1105 members Mstep: Class 10 contains 3132 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 680 members Mstep: Class 13 contains 2373 members Mstep: Class 14 contains 714 members Mstep: Class 15 contains 282 members Mstep: Class 16 contains 1371 members Mstep: Class 17 contains 3666 members Mstep: Class 18 contains 39230 members Mstep: Class 20 contains 2492 members Mstep: Class 21 contains 2081 members Mstep: Class 22 contains 91323 members Mstep: Class 23 contains 7546 members Mstep: Class 24 contains 9359 members Mstep: Class 25 contains 2001 members Entering Unmasked Estep ConsiderDeletion Score: -33079396.000000 Penalty: 49725.679688 Iteration 113Q: 25 clusters Score -3.30794e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 142185 members Mstep: Class 3 contains 3188 members Mstep: Class 4 contains 877 members Mstep: Class 5 contains 445 members Mstep: Class 6 contains 13734 members Mstep: Class 7 contains 423 members Mstep: Class 8 contains 13604 members Mstep: Class 9 contains 1105 members Mstep: Class 10 contains 3131 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 680 members Mstep: Class 13 contains 2373 members Mstep: Class 14 contains 714 members Mstep: Class 15 contains 282 members Mstep: Class 16 contains 1371 members Mstep: Class 17 contains 3666 members Mstep: Class 18 contains 39216 members Mstep: Class 20 contains 2492 members Mstep: Class 21 contains 2080 members Mstep: Class 22 contains 91321 members Mstep: Class 23 contains 7546 members Mstep: Class 24 contains 9388 members Mstep: Class 25 contains 2001 members Entering Unmasked Estep ConsiderDeletion Score: -33079344.000000 Penalty: 49725.679688 Iteration 114Q: 25 clusters Score -3.307934e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 142163 members Mstep: Class 3 contains 3192 members Mstep: Class 4 contains 877 members Mstep: Class 5 contains 445 members Mstep: Class 6 contains 13734 members Mstep: Class 7 contains 423 members Mstep: Class 8 contains 13604 members Mstep: Class 9 contains 1105 members Mstep: Class 10 contains 3132 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 680 members Mstep: Class 13 contains 2373 members Mstep: Class 14 contains 714 members Mstep: Class 15 contains 282 members Mstep: Class 16 contains 1371 members Mstep: Class 17 contains 3666 members Mstep: Class 18 contains 39206 members Mstep: Class 20 contains 2492 members Mstep: Class 21 contains 2079 members Mstep: Class 22 contains 91321 members Mstep: Class 23 contains 7546 members Mstep: Class 24 contains 9416 members Mstep: Class 25 contains 2001 members Entering Unmasked Estep ConsiderDeletion Score: -33079330.000000 Penalty: 49725.679688 Iteration 115Q: 25 clusters Score -3.307933e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 142128 members Mstep: Class 3 contains 3194 members Mstep: Class 4 contains 877 members Mstep: Class 5 contains 445 members Mstep: Class 6 contains 13734 members Mstep: Class 7 contains 423 members Mstep: Class 8 contains 13604 members Mstep: Class 9 contains 1105 members Mstep: Class 10 contains 3132 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 680 members Mstep: Class 13 contains 2373 members Mstep: Class 14 contains 714 members Mstep: Class 15 contains 282 members Mstep: Class 16 contains 1371 members Mstep: Class 17 contains 3666 members Mstep: Class 18 contains 39214 members Mstep: Class 20 contains 2491 members Mstep: Class 21 contains 2077 members Mstep: Class 22 contains 91321 members Mstep: Class 23 contains 7546 members Mstep: Class 24 contains 9444 members Mstep: Class 25 contains 2001 members Entering Unmasked Estep ConsiderDeletion Score: -33079370.000000 Penalty: 49725.679688 Iteration 116Q: 25 clusters Score -3.307937e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 142100 members Mstep: Class 3 contains 3197 members Mstep: Class 4 contains 877 members Mstep: Class 5 contains 445 members Mstep: Class 6 contains 13733 members Mstep: Class 7 contains 423 members Mstep: Class 8 contains 13604 members Mstep: Class 9 contains 1105 members Mstep: Class 10 contains 3132 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 680 members Mstep: Class 13 contains 2373 members Mstep: Class 14 contains 714 members Mstep: Class 15 contains 282 members Mstep: Class 16 contains 1371 members Mstep: Class 17 contains 3666 members Mstep: Class 18 contains 39212 members Mstep: Class 20 contains 2491 members Mstep: Class 21 contains 2077 members Mstep: Class 22 contains 91321 members Mstep: Class 23 contains 7546 members Mstep: Class 24 contains 9472 members Mstep: Class 25 contains 2001 members Entering Unmasked Estep ConsiderDeletion Score: -33079348.000000 Penalty: 49725.679688 Iteration 117Q: 25 clusters Score -3.307935e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 142079 members Mstep: Class 3 contains 3201 members Mstep: Class 4 contains 877 members Mstep: Class 5 contains 445 members Mstep: Class 6 contains 13731 members Mstep: Class 7 contains 423 members Mstep: Class 8 contains 13604 members Mstep: Class 9 contains 1105 members Mstep: Class 10 contains 3132 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 680 members Mstep: Class 13 contains 2373 members Mstep: Class 14 contains 714 members Mstep: Class 15 contains 282 members Mstep: Class 16 contains 1371 members Mstep: Class 17 contains 3666 members Mstep: Class 18 contains 39213 members Mstep: Class 20 contains 2490 members Mstep: Class 21 contains 2075 members Mstep: Class 22 contains 91321 members Mstep: Class 23 contains 7547 members Mstep: Class 24 contains 9492 members Mstep: Class 25 contains 2001 members Entering Unmasked Estep ConsiderDeletion Score: -33079366.000000 Penalty: 49725.679688 Iteration 118Q: 25 clusters Score -3.307937e+07 nChanged 62 Entering ConstructFrom: Score: -33079366.000000 Penalty: 49725.679688 Entering ConstructFrom: Trying to split cluster 1 (1540 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Entering Unmasked Estep Score: -137901.296875 Penalty: 1192.674805 Iteration 0F: 2 clusters Score -137901.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -136137.375000 Penalty: 2385.349609 Iteration 0F: 3 clusters Score -136137.4 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -136531.906250 Penalty: 2385.349609 Iteration 1F: 3 clusters Score -136531.9 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -136685.500000 Penalty: 2385.349609 Iteration 2F: 3 clusters Score -136685.5 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -136772.968750 Penalty: 2385.349609 Iteration 3F: 3 clusters Score -136773 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -136808.187500 Penalty: 2385.349609 Iteration 4Q: 3 clusters Score -136808.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -136837.359375 Penalty: 2385.349609 Iteration 5Q: 3 clusters Score -136837.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -136859.625000 Penalty: 2385.349609 Iteration 6Q: 3 clusters Score -136859.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -136875.718750 Penalty: 2385.349609 Iteration 7Q: 3 clusters Score -136875.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -136892.000000 Penalty: 2385.349609 Iteration 8Q: 3 clusters Score -136892 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -136908.375000 Penalty: 2385.349609 Iteration 9Q: 3 clusters Score -136908.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -136928.250000 Penalty: 2385.349609 Iteration 10Q: 3 clusters Score -136928.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -136939.421875 Penalty: 2385.349609 Iteration 11Q: 3 clusters Score -136939.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -136944.437500 Penalty: 2385.349609 Iteration 12Q: 3 clusters Score -136944.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -136948.234375 Penalty: 2385.349609 Iteration 13Q: 3 clusters Score -136948.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -136950.968750 Penalty: 2385.349609 Iteration 14Q: 3 clusters Score -136951 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -136952.953125 Penalty: 2385.349609 Iteration 15Q: 3 clusters Score -136953 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -136955.515625 Penalty: 2385.349609 Iteration 16Q: 3 clusters Score -136955.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -136958.484375 Penalty: 2385.349609 Iteration 17Q: 3 clusters Score -136958.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -136959.859375 Penalty: 2385.349609 Iteration 18Q: 3 clusters Score -136959.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -136961.546875 Penalty: 2385.349609 Iteration 19Q: 3 clusters Score -136961.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -136963.421875 Penalty: 2385.349609 Iteration 20F: 3 clusters Score -136963.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -136964.953125 Penalty: 2385.349609 Iteration 21Q: 3 clusters Score -136965 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -136965.765625 Penalty: 2385.349609 Iteration 22Q: 3 clusters Score -136965.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -136966.187500 Penalty: 2385.349609 Iteration 23Q: 3 clusters Score -136966.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -136966.187500 Penalty: 2385.349609 Iteration 24F: 3 clusters Score -136966.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (142063 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142063 members Entering Unmasked Estep Score: -14147473.000000 Penalty: 1927.904297 Iteration 0F: 2 clusters Score -1.414747e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70877 members Mstep: Class 2 contains 71186 members Entering Unmasked Estep Score: -14052373.000000 Penalty: 3855.808594 Iteration 0F: 3 clusters Score -1.405237e+07 nChanged 68499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70818 members Mstep: Class 2 contains 71245 members Entering Unmasked Estep Score: -14093153.000000 Penalty: 3855.808594 Iteration 1F: 3 clusters Score -1.409315e+07 nChanged 5315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70963 members Mstep: Class 2 contains 71100 members Entering Unmasked Estep Score: -14094936.000000 Penalty: 3855.808594 Iteration 2Q: 3 clusters Score -1.409494e+07 nChanged 6107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71002 members Mstep: Class 2 contains 71061 members Entering Unmasked Estep Score: -14097232.000000 Penalty: 3855.808594 Iteration 3Q: 3 clusters Score -1.409723e+07 nChanged 6952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71078 members Mstep: Class 2 contains 70985 members Entering Unmasked Estep Score: -14100187.000000 Penalty: 3855.808594 Iteration 4Q: 3 clusters Score -1.410019e+07 nChanged 7143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71081 members Mstep: Class 2 contains 70982 members Entering Unmasked Estep Score: -14103194.000000 Penalty: 3855.808594 Iteration 5F: 3 clusters Score -1.410319e+07 nChanged 7049 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70936 members Mstep: Class 2 contains 71127 members Entering Unmasked Estep Score: -14106109.000000 Penalty: 3855.808594 Iteration 6Q: 3 clusters Score -1.410611e+07 nChanged 6567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70583 members Mstep: Class 2 contains 71480 members Entering Unmasked Estep Score: -14108947.000000 Penalty: 3855.808594 Iteration 7Q: 3 clusters Score -1.410895e+07 nChanged 6325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70174 members Mstep: Class 2 contains 71889 members Entering Unmasked Estep Score: -14111435.000000 Penalty: 3855.808594 Iteration 8Q: 3 clusters Score -1.411144e+07 nChanged 6070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69736 members Mstep: Class 2 contains 72327 members Entering Unmasked Estep Score: -14114498.000000 Penalty: 3855.808594 Iteration 9Q: 3 clusters Score -1.41145e+07 nChanged 6045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69455 members Mstep: Class 2 contains 72608 members Entering Unmasked Estep Score: -14117622.000000 Penalty: 3855.808594 Iteration 10Q: 3 clusters Score -1.411762e+07 nChanged 5753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69412 members Mstep: Class 2 contains 72651 members Entering Unmasked Estep Score: -14120669.000000 Penalty: 3855.808594 Iteration 11Q: 3 clusters Score -1.412067e+07 nChanged 4928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69640 members Mstep: Class 2 contains 72423 members Entering Unmasked Estep Score: -14122838.000000 Penalty: 3855.808594 Iteration 12Q: 3 clusters Score -1.412284e+07 nChanged 3775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70205 members Mstep: Class 2 contains 71858 members Entering Unmasked Estep Score: -14124015.000000 Penalty: 3855.808594 Iteration 13Q: 3 clusters Score -1.412402e+07 nChanged 2600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70969 members Mstep: Class 2 contains 71094 members Entering Unmasked Estep Score: -14124638.000000 Penalty: 3855.808594 Iteration 14Q: 3 clusters Score -1.412464e+07 nChanged 1853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71790 members Mstep: Class 2 contains 70273 members Entering Unmasked Estep Score: -14124863.000000 Penalty: 3855.808594 Iteration 15Q: 3 clusters Score -1.412486e+07 nChanged 1654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72778 members Mstep: Class 2 contains 69285 members Entering Unmasked Estep Score: -14125293.000000 Penalty: 3855.808594 Iteration 16Q: 3 clusters Score -1.412529e+07 nChanged 1600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73882 members Mstep: Class 2 contains 68181 members Entering Unmasked Estep Score: -14125636.000000 Penalty: 3855.808594 Iteration 17Q: 3 clusters Score -1.412564e+07 nChanged 1586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75036 members Mstep: Class 2 contains 67027 members Entering Unmasked Estep Score: -14126000.000000 Penalty: 3855.808594 Iteration 18Q: 3 clusters Score -1.4126e+07 nChanged 1689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76299 members Mstep: Class 2 contains 65764 members Entering Unmasked Estep Score: -14126334.000000 Penalty: 3855.808594 Iteration 19Q: 3 clusters Score -1.412633e+07 nChanged 1738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77647 members Mstep: Class 2 contains 64416 members Entering Unmasked Estep Score: -14126583.000000 Penalty: 3855.808594 Iteration 20F: 3 clusters Score -1.412658e+07 nChanged 1756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79057 members Mstep: Class 2 contains 63006 members Entering Unmasked Estep Score: -14126969.000000 Penalty: 3855.808594 Iteration 21Q: 3 clusters Score -1.412697e+07 nChanged 1844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80591 members Mstep: Class 2 contains 61472 members Entering Unmasked Estep Score: -14127410.000000 Penalty: 3855.808594 Iteration 22Q: 3 clusters Score -1.412741e+07 nChanged 1832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82179 members Mstep: Class 2 contains 59884 members Entering Unmasked Estep Score: -14127924.000000 Penalty: 3855.808594 Iteration 23Q: 3 clusters Score -1.412792e+07 nChanged 1918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83923 members Mstep: Class 2 contains 58140 members Entering Unmasked Estep Score: -14128453.000000 Penalty: 3855.808594 Iteration 24Q: 3 clusters Score -1.412845e+07 nChanged 1958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85735 members Mstep: Class 2 contains 56328 members Entering Unmasked Estep Score: -14129038.000000 Penalty: 3855.808594 Iteration 25Q: 3 clusters Score -1.412904e+07 nChanged 2024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87651 members Mstep: Class 2 contains 54412 members Entering Unmasked Estep Score: -14129525.000000 Penalty: 3855.808594 Iteration 26Q: 3 clusters Score -1.412952e+07 nChanged 2012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89579 members Mstep: Class 2 contains 52484 members Entering Unmasked Estep Score: -14129977.000000 Penalty: 3855.808594 Iteration 27Q: 3 clusters Score -1.412998e+07 nChanged 1960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91487 members Mstep: Class 2 contains 50576 members Entering Unmasked Estep Score: -14130487.000000 Penalty: 3855.808594 Iteration 28Q: 3 clusters Score -1.413049e+07 nChanged 1920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93377 members Mstep: Class 2 contains 48686 members Entering Unmasked Estep Score: -14130951.000000 Penalty: 3855.808594 Iteration 29Q: 3 clusters Score -1.413095e+07 nChanged 1916 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95263 members Mstep: Class 2 contains 46800 members Entering Unmasked Estep Score: -14131443.000000 Penalty: 3855.808594 Iteration 30Q: 3 clusters Score -1.413144e+07 nChanged 1846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97095 members Mstep: Class 2 contains 44968 members Entering Unmasked Estep Score: -14131907.000000 Penalty: 3855.808594 Iteration 31Q: 3 clusters Score -1.413191e+07 nChanged 1817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98908 members Mstep: Class 2 contains 43155 members Entering Unmasked Estep Score: -14132379.000000 Penalty: 3855.808594 Iteration 32Q: 3 clusters Score -1.413238e+07 nChanged 1717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100625 members Mstep: Class 2 contains 41438 members Entering Unmasked Estep Score: -14132811.000000 Penalty: 3855.808594 Iteration 33Q: 3 clusters Score -1.413281e+07 nChanged 1639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102264 members Mstep: Class 2 contains 39799 members Entering Unmasked Estep Score: -14133213.000000 Penalty: 3855.808594 Iteration 34Q: 3 clusters Score -1.413321e+07 nChanged 1575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103839 members Mstep: Class 2 contains 38224 members Entering Unmasked Estep Score: -14133574.000000 Penalty: 3855.808594 Iteration 35Q: 3 clusters Score -1.413357e+07 nChanged 1545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105384 members Mstep: Class 2 contains 36679 members Entering Unmasked Estep Score: -14133905.000000 Penalty: 3855.808594 Iteration 36Q: 3 clusters Score -1.41339e+07 nChanged 1519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106903 members Mstep: Class 2 contains 35160 members Entering Unmasked Estep Score: -14134221.000000 Penalty: 3855.808594 Iteration 37Q: 3 clusters Score -1.413422e+07 nChanged 1533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108436 members Mstep: Class 2 contains 33627 members Entering Unmasked Estep Score: -14134543.000000 Penalty: 3855.808594 Iteration 38Q: 3 clusters Score -1.413454e+07 nChanged 1479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109915 members Mstep: Class 2 contains 32148 members Entering Unmasked Estep Score: -14134907.000000 Penalty: 3855.808594 Iteration 39Q: 3 clusters Score -1.413491e+07 nChanged 1383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111298 members Mstep: Class 2 contains 30765 members Entering Unmasked Estep Score: -14135152.000000 Penalty: 3855.808594 Iteration 40F: 3 clusters Score -1.413515e+07 nChanged 1427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112725 members Mstep: Class 2 contains 29338 members Entering Unmasked Estep Score: -14135521.000000 Penalty: 3855.808594 Iteration 41Q: 3 clusters Score -1.413552e+07 nChanged 1316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114041 members Mstep: Class 2 contains 28022 members Entering Unmasked Estep Score: -14135826.000000 Penalty: 3855.808594 Iteration 42Q: 3 clusters Score -1.413583e+07 nChanged 1266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115307 members Mstep: Class 2 contains 26756 members Entering Unmasked Estep Score: -14136219.000000 Penalty: 3855.808594 Iteration 43Q: 3 clusters Score -1.413622e+07 nChanged 1228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116535 members Mstep: Class 2 contains 25528 members Entering Unmasked Estep Score: -14136512.000000 Penalty: 3855.808594 Iteration 44Q: 3 clusters Score -1.413651e+07 nChanged 1180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117715 members Mstep: Class 2 contains 24348 members Entering Unmasked Estep Score: -14136876.000000 Penalty: 3855.808594 Iteration 45Q: 3 clusters Score -1.413688e+07 nChanged 1123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118836 members Mstep: Class 2 contains 23227 members Entering Unmasked Estep Score: -14137136.000000 Penalty: 3855.808594 Iteration 46Q: 3 clusters Score -1.413714e+07 nChanged 1147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119983 members Mstep: Class 2 contains 22080 members Entering Unmasked Estep Score: -14137411.000000 Penalty: 3855.808594 Iteration 47Q: 3 clusters Score -1.413741e+07 nChanged 1153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121136 members Mstep: Class 2 contains 20927 members Entering Unmasked Estep Score: -14137679.000000 Penalty: 3855.808594 Iteration 48Q: 3 clusters Score -1.413768e+07 nChanged 1161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122297 members Mstep: Class 2 contains 19766 members Entering Unmasked Estep Score: -14137979.000000 Penalty: 3855.808594 Iteration 49Q: 3 clusters Score -1.413798e+07 nChanged 1156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123453 members Mstep: Class 2 contains 18610 members Entering Unmasked Estep Score: -14138376.000000 Penalty: 3855.808594 Iteration 50Q: 3 clusters Score -1.413838e+07 nChanged 1128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124581 members Mstep: Class 2 contains 17482 members Entering Unmasked Estep Score: -14138713.000000 Penalty: 3855.808594 Iteration 51Q: 3 clusters Score -1.413871e+07 nChanged 1189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125770 members Mstep: Class 2 contains 16293 members Entering Unmasked Estep Score: -14139097.000000 Penalty: 3855.808594 Iteration 52Q: 3 clusters Score -1.41391e+07 nChanged 1185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126949 members Mstep: Class 2 contains 15114 members Entering Unmasked Estep Score: -14139583.000000 Penalty: 3855.808594 Iteration 53Q: 3 clusters Score -1.413958e+07 nChanged 1135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128074 members Mstep: Class 2 contains 13989 members Entering Unmasked Estep Score: -14139993.000000 Penalty: 3855.808594 Iteration 54Q: 3 clusters Score -1.413999e+07 nChanged 1095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129163 members Mstep: Class 2 contains 12900 members Entering Unmasked Estep Score: -14140365.000000 Penalty: 3855.808594 Iteration 55Q: 3 clusters Score -1.414036e+07 nChanged 1076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130229 members Mstep: Class 2 contains 11834 members Entering Unmasked Estep Score: -14140854.000000 Penalty: 3855.808594 Iteration 56Q: 3 clusters Score -1.414085e+07 nChanged 1058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131271 members Mstep: Class 2 contains 10792 members Entering Unmasked Estep Score: -14141360.000000 Penalty: 3855.808594 Iteration 57Q: 3 clusters Score -1.414136e+07 nChanged 1031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132274 members Mstep: Class 2 contains 9789 members Entering Unmasked Estep Score: -14141865.000000 Penalty: 3855.808594 Iteration 58Q: 3 clusters Score -1.414186e+07 nChanged 959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133209 members Mstep: Class 2 contains 8854 members Entering Unmasked Estep Score: -14142292.000000 Penalty: 3855.808594 Iteration 59Q: 3 clusters Score -1.414229e+07 nChanged 852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134045 members Mstep: Class 2 contains 8018 members Entering Unmasked Estep Score: -14142755.000000 Penalty: 3855.808594 Iteration 60F: 3 clusters Score -1.414276e+07 nChanged 802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134841 members Mstep: Class 2 contains 7222 members Entering Unmasked Estep Score: -14143094.000000 Penalty: 3855.808594 Iteration 61Q: 3 clusters Score -1.414309e+07 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135594 members Mstep: Class 2 contains 6469 members Entering Unmasked Estep Score: -14143428.000000 Penalty: 3855.808594 Iteration 62Q: 3 clusters Score -1.414343e+07 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136273 members Mstep: Class 2 contains 5790 members Entering Unmasked Estep Score: -14143733.000000 Penalty: 3855.808594 Iteration 63Q: 3 clusters Score -1.414373e+07 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136861 members Mstep: Class 2 contains 5202 members Entering Unmasked Estep Score: -14143974.000000 Penalty: 3855.808594 Iteration 64Q: 3 clusters Score -1.414397e+07 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137389 members Mstep: Class 2 contains 4674 members Entering Unmasked Estep Score: -14144189.000000 Penalty: 3855.808594 Iteration 65Q: 3 clusters Score -1.414419e+07 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137880 members Mstep: Class 2 contains 4183 members Entering Unmasked Estep Score: -14144386.000000 Penalty: 3855.808594 Iteration 66Q: 3 clusters Score -1.414439e+07 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138331 members Mstep: Class 2 contains 3732 members Entering Unmasked Estep Score: -14144561.000000 Penalty: 3855.808594 Iteration 67Q: 3 clusters Score -1.414456e+07 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138728 members Mstep: Class 2 contains 3335 members Entering Unmasked Estep Score: -14144740.000000 Penalty: 3855.808594 Iteration 68Q: 3 clusters Score -1.414474e+07 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139113 members Mstep: Class 2 contains 2950 members Entering Unmasked Estep Score: -14144905.000000 Penalty: 3855.808594 Iteration 69Q: 3 clusters Score -1.41449e+07 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139419 members Mstep: Class 2 contains 2644 members Entering Unmasked Estep Score: -14145080.000000 Penalty: 3855.808594 Iteration 70Q: 3 clusters Score -1.414508e+07 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139695 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -14145191.000000 Penalty: 3855.808594 Iteration 71Q: 3 clusters Score -1.414519e+07 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139938 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -14145296.000000 Penalty: 3855.808594 Iteration 72Q: 3 clusters Score -1.41453e+07 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140153 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -14145346.000000 Penalty: 3855.808594 Iteration 73Q: 3 clusters Score -1.414535e+07 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140322 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -14145395.000000 Penalty: 3855.808594 Iteration 74Q: 3 clusters Score -1.41454e+07 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140479 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -14145448.000000 Penalty: 3855.808594 Iteration 75Q: 3 clusters Score -1.414545e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140601 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -14145498.000000 Penalty: 3855.808594 Iteration 76Q: 3 clusters Score -1.41455e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140715 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -14145550.000000 Penalty: 3855.808594 Iteration 77Q: 3 clusters Score -1.414555e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140814 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -14145578.000000 Penalty: 3855.808594 Iteration 78Q: 3 clusters Score -1.414558e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140910 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -14145628.000000 Penalty: 3855.808594 Iteration 79Q: 3 clusters Score -1.414563e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140986 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -14145647.000000 Penalty: 3855.808594 Iteration 80F: 3 clusters Score -1.414565e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141047 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -14145672.000000 Penalty: 3855.808594 Iteration 81Q: 3 clusters Score -1.414567e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141102 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -14145698.000000 Penalty: 3855.808594 Iteration 82Q: 3 clusters Score -1.41457e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141152 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -14145718.000000 Penalty: 3855.808594 Iteration 83Q: 3 clusters Score -1.414572e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141195 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -14145725.000000 Penalty: 3855.808594 Iteration 84Q: 3 clusters Score -1.414572e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141227 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -14145740.000000 Penalty: 3855.808594 Iteration 85Q: 3 clusters Score -1.414574e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141257 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -14145758.000000 Penalty: 3855.808594 Iteration 86Q: 3 clusters Score -1.414576e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141280 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -14145756.000000 Penalty: 3855.808594 Iteration 87Q: 3 clusters Score -1.414576e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141301 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -14145753.000000 Penalty: 3855.808594 Iteration 88Q: 3 clusters Score -1.414575e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141323 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -14145765.000000 Penalty: 3855.808594 Iteration 89Q: 3 clusters Score -1.414576e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141340 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -14145779.000000 Penalty: 3855.808594 Iteration 90Q: 3 clusters Score -1.414578e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141360 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -14145772.000000 Penalty: 3855.808594 Iteration 91Q: 3 clusters Score -1.414577e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141375 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -14145779.000000 Penalty: 3855.808594 Iteration 92Q: 3 clusters Score -1.414578e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141385 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -14145782.000000 Penalty: 3855.808594 Iteration 93Q: 3 clusters Score -1.414578e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141392 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -14145784.000000 Penalty: 3855.808594 Iteration 94Q: 3 clusters Score -1.414578e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141400 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -14145786.000000 Penalty: 3855.808594 Iteration 95Q: 3 clusters Score -1.414579e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141403 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -14145793.000000 Penalty: 3855.808594 Iteration 96Q: 3 clusters Score -1.414579e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141409 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -14145785.000000 Penalty: 3855.808594 Iteration 97Q: 3 clusters Score -1.414578e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141411 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -14145782.000000 Penalty: 3855.808594 Iteration 98Q: 3 clusters Score -1.414578e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141414 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -14145787.000000 Penalty: 3855.808594 Iteration 99Q: 3 clusters Score -1.414579e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141417 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -14145775.000000 Penalty: 3855.808594 Iteration 100F: 3 clusters Score -1.414578e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141420 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -14145772.000000 Penalty: 3855.808594 Iteration 101Q: 3 clusters Score -1.414577e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141423 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -14145781.000000 Penalty: 3855.808594 Iteration 102Q: 3 clusters Score -1.414578e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141424 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -14145777.000000 Penalty: 3855.808594 Iteration 103Q: 3 clusters Score -1.414578e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141430 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -14145778.000000 Penalty: 3855.808594 Iteration 104Q: 3 clusters Score -1.414578e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141434 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -14145782.000000 Penalty: 3855.808594 Iteration 105Q: 3 clusters Score -1.414578e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141439 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -14145791.000000 Penalty: 3855.808594 Iteration 106Q: 3 clusters Score -1.414579e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141443 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -14145795.000000 Penalty: 3855.808594 Iteration 107Q: 3 clusters Score -1.41458e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141446 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -14145790.000000 Penalty: 3855.808594 Iteration 108Q: 3 clusters Score -1.414579e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141453 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -14145804.000000 Penalty: 3855.808594 Iteration 109Q: 3 clusters Score -1.41458e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141455 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -14145812.000000 Penalty: 3855.808594 Iteration 110Q: 3 clusters Score -1.414581e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141456 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -14145806.000000 Penalty: 3855.808594 Iteration 111Q: 3 clusters Score -1.414581e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141457 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -14145809.000000 Penalty: 3855.808594 Iteration 112Q: 3 clusters Score -1.414581e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141458 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -14145807.000000 Penalty: 3855.808594 Iteration 113Q: 3 clusters Score -1.414581e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141459 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -14145812.000000 Penalty: 3855.808594 Iteration 114Q: 3 clusters Score -1.414581e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141461 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -14145814.000000 Penalty: 3855.808594 Iteration 115Q: 3 clusters Score -1.414581e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141465 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -14145815.000000 Penalty: 3855.808594 Iteration 116Q: 3 clusters Score -1.414582e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141470 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -14145825.000000 Penalty: 3855.808594 Iteration 117Q: 3 clusters Score -1.414582e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141476 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -14145824.000000 Penalty: 3855.808594 Iteration 118Q: 3 clusters Score -1.414582e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141483 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -14145826.000000 Penalty: 3855.808594 Iteration 119Q: 3 clusters Score -1.414583e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141488 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -14145834.000000 Penalty: 3855.808594 Iteration 120F: 3 clusters Score -1.414583e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141489 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -14145834.000000 Penalty: 3855.808594 Iteration 121Q: 3 clusters Score -1.414583e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141489 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -14145834.000000 Penalty: 3855.808594 Iteration 122F: 3 clusters Score -1.414583e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (3204 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3204 members Entering Unmasked Estep Score: -281249.531250 Penalty: 1311.725220 Iteration 0F: 2 clusters Score -281249.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -278435.437500 Penalty: 2623.450439 Iteration 0F: 3 clusters Score -278435.4 nChanged 1214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -279072.187500 Penalty: 2623.450439 Iteration 1F: 3 clusters Score -279072.2 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -279201.218750 Penalty: 2623.450439 Iteration 2F: 3 clusters Score -279201.2 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -279288.500000 Penalty: 2623.450439 Iteration 3Q: 3 clusters Score -279288.5 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -279353.250000 Penalty: 2623.450439 Iteration 4Q: 3 clusters Score -279353.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -279410.312500 Penalty: 2623.450439 Iteration 5Q: 3 clusters Score -279410.3 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -279455.656250 Penalty: 2623.450439 Iteration 6Q: 3 clusters Score -279455.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -279484.062500 Penalty: 2623.450439 Iteration 7Q: 3 clusters Score -279484.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -279514.531250 Penalty: 2623.450439 Iteration 8Q: 3 clusters Score -279514.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -279546.968750 Penalty: 2623.450439 Iteration 9Q: 3 clusters Score -279547 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -279579.093750 Penalty: 2623.450439 Iteration 10Q: 3 clusters Score -279579.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -279608.625000 Penalty: 2623.450439 Iteration 11Q: 3 clusters Score -279608.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -279632.750000 Penalty: 2623.450439 Iteration 12Q: 3 clusters Score -279632.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -279655.468750 Penalty: 2623.450439 Iteration 13Q: 3 clusters Score -279655.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -279673.937500 Penalty: 2623.450439 Iteration 14Q: 3 clusters Score -279673.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -279691.312500 Penalty: 2623.450439 Iteration 15Q: 3 clusters Score -279691.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -279704.156250 Penalty: 2623.450439 Iteration 16Q: 3 clusters Score -279704.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -279720.500000 Penalty: 2623.450439 Iteration 17Q: 3 clusters Score -279720.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -279739.812500 Penalty: 2623.450439 Iteration 18Q: 3 clusters Score -279739.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -279757.125000 Penalty: 2623.450439 Iteration 19Q: 3 clusters Score -279757.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -279775.500000 Penalty: 2623.450439 Iteration 20F: 3 clusters Score -279775.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -279790.187500 Penalty: 2623.450439 Iteration 21Q: 3 clusters Score -279790.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -279810.375000 Penalty: 2623.450439 Iteration 22Q: 3 clusters Score -279810.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -279829.406250 Penalty: 2623.450439 Iteration 23Q: 3 clusters Score -279829.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 2088 members Entering Unmasked Estep Score: -279848.062500 Penalty: 2623.450439 Iteration 24Q: 3 clusters Score -279848.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -279868.718750 Penalty: 2623.450439 Iteration 25Q: 3 clusters Score -279868.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -279893.781250 Penalty: 2623.450439 Iteration 26Q: 3 clusters Score -279893.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 2116 members Entering Unmasked Estep Score: -279925.625000 Penalty: 2623.450439 Iteration 27Q: 3 clusters Score -279925.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 2114 members Entering Unmasked Estep Score: -279968.406250 Penalty: 2623.450439 Iteration 28Q: 3 clusters Score -279968.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -280007.218750 Penalty: 2623.450439 Iteration 29Q: 3 clusters Score -280007.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -280049.406250 Penalty: 2623.450439 Iteration 30Q: 3 clusters Score -280049.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -280119.625000 Penalty: 2623.450439 Iteration 31Q: 3 clusters Score -280119.6 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -280239.125000 Penalty: 2623.450439 Iteration 32Q: 3 clusters Score -280239.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -280393.406250 Penalty: 2623.450439 Iteration 33Q: 3 clusters Score -280393.4 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -280633.125000 Penalty: 2623.450439 Iteration 34Q: 3 clusters Score -280633.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 2249 members Entering Unmasked Estep Score: -280909.781250 Penalty: 2623.450439 Iteration 35Q: 3 clusters Score -280909.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -281079.031250 Penalty: 2623.450439 Iteration 36Q: 3 clusters Score -281079 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -281149.812500 Penalty: 2623.450439 Iteration 37Q: 3 clusters Score -281149.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -281163.781250 Penalty: 2623.450439 Iteration 38Q: 3 clusters Score -281163.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -281168.500000 Penalty: 2623.450439 Iteration 39Q: 3 clusters Score -281168.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -281170.531250 Penalty: 2623.450439 Iteration 40F: 3 clusters Score -281170.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (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: -73026.835938 Penalty: 1101.182373 Iteration 0F: 2 clusters Score -73026.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -71727.437500 Penalty: 2202.364746 Iteration 0F: 3 clusters Score -71727.44 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -72019.039062 Penalty: 2202.364746 Iteration 1F: 3 clusters Score -72019.04 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -72223.914062 Penalty: 2202.364746 Iteration 2F: 3 clusters Score -72223.91 nChanged 79 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: -72513.843750 Penalty: 2202.364746 Iteration 3F: 3 clusters Score -72513.84 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -72731.531250 Penalty: 2202.364746 Iteration 4F: 3 clusters Score -72731.53 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -72917.007812 Penalty: 2202.364746 Iteration 5Q: 3 clusters Score -72917.01 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -73023.242188 Penalty: 2202.364746 Iteration 6F: 3 clusters Score -73023.24 nChanged 26 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: -73089.882812 Penalty: 2202.364746 Iteration 7Q: 3 clusters Score -73089.88 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -73126.875000 Penalty: 2202.364746 Iteration 8Q: 3 clusters Score -73126.88 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -73142.531250 Penalty: 2202.364746 Iteration 9Q: 3 clusters Score -73142.53 nChanged 10 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: -73157.289062 Penalty: 2202.364746 Iteration 10Q: 3 clusters Score -73157.29 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -73167.117188 Penalty: 2202.364746 Iteration 11Q: 3 clusters Score -73167.12 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -73182.281250 Penalty: 2202.364746 Iteration 12Q: 3 clusters Score -73182.28 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -73190.820312 Penalty: 2202.364746 Iteration 13Q: 3 clusters Score -73190.82 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -73201.757812 Penalty: 2202.364746 Iteration 14Q: 3 clusters Score -73201.76 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -73207.656250 Penalty: 2202.364746 Iteration 15Q: 3 clusters Score -73207.66 nChanged 4 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: -73211.828125 Penalty: 2202.364746 Iteration 16Q: 3 clusters Score -73211.83 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -73214.328125 Penalty: 2202.364746 Iteration 17Q: 3 clusters Score -73214.33 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -73214.328125 Penalty: 2202.364746 Iteration 18F: 3 clusters Score -73214.33 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 142063 members Mstep: Class 3 contains 3204 members Mstep: Class 4 contains 432 members Mstep: Class 5 contains 445 members Mstep: Class 6 contains 13729 members Mstep: Class 7 contains 423 members Mstep: Class 8 contains 13604 members Mstep: Class 9 contains 1105 members Mstep: Class 10 contains 3134 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 680 members Mstep: Class 13 contains 2373 members Mstep: Class 14 contains 714 members Mstep: Class 15 contains 282 members Mstep: Class 16 contains 1371 members Mstep: Class 17 contains 3666 members Mstep: Class 18 contains 39197 members Mstep: Class 19 contains 445 members Mstep: Class 20 contains 2490 members Mstep: Class 21 contains 2074 members Mstep: Class 22 contains 91321 members Mstep: Class 23 contains 7547 members Mstep: Class 24 contains 9522 members Mstep: Class 25 contains 2001 members Entering Unmasked Estep Score: -33078580.000000 Penalty: 51797.585938 Splitting cluster 4 changes total score from -33079366.000000 to -33078580.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 5 (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: -38378.839844 Penalty: 990.937073 Iteration 0F: 2 clusters Score -38378.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -37362.714844 Penalty: 1981.874146 Iteration 0F: 3 clusters Score -37362.71 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -37552.875000 Penalty: 1981.874146 Iteration 1F: 3 clusters Score -37552.88 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -37647.066406 Penalty: 1981.874146 Iteration 2F: 3 clusters Score -37647.07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -37699.007812 Penalty: 1981.874146 Iteration 3Q: 3 clusters Score -37699.01 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -37776.015625 Penalty: 1981.874146 Iteration 4Q: 3 clusters Score -37776.02 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -37829.675781 Penalty: 1981.874146 Iteration 5Q: 3 clusters Score -37829.68 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -37912.863281 Penalty: 1981.874146 Iteration 6Q: 3 clusters Score -37912.86 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -37984.535156 Penalty: 1981.874146 Iteration 7Q: 3 clusters Score -37984.54 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -38050.250000 Penalty: 1981.874146 Iteration 8Q: 3 clusters Score -38050.25 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -38067.496094 Penalty: 1981.874146 Iteration 9Q: 3 clusters Score -38067.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -38068.277344 Penalty: 1981.874146 Iteration 10Q: 3 clusters Score -38068.28 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -38068.277344 Penalty: 1981.874146 Iteration 11F: 3 clusters Score -38068.28 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (13729 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13729 members Entering Unmasked Estep Score: -1283586.125000 Penalty: 1548.180664 Iteration 0F: 2 clusters Score -1283586 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6838 members Mstep: Class 2 contains 6891 members Entering Unmasked Estep Score: -1273962.875000 Penalty: 3096.361328 Iteration 0F: 3 clusters Score -1273963 nChanged 6139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6779 members Mstep: Class 2 contains 6950 members Entering Unmasked Estep Score: -1277412.875000 Penalty: 3096.361328 Iteration 1F: 3 clusters Score -1277413 nChanged 779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6786 members Mstep: Class 2 contains 6943 members Entering Unmasked Estep Score: -1277690.500000 Penalty: 3096.361328 Iteration 2F: 3 clusters Score -1277690 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6741 members Mstep: Class 2 contains 6988 members Entering Unmasked Estep Score: -1277915.625000 Penalty: 3096.361328 Iteration 3Q: 3 clusters Score -1277916 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6705 members Mstep: Class 2 contains 7024 members Entering Unmasked Estep Score: -1278104.375000 Penalty: 3096.361328 Iteration 4Q: 3 clusters Score -1278104 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6634 members Mstep: Class 2 contains 7095 members Entering Unmasked Estep Score: -1278274.000000 Penalty: 3096.361328 Iteration 5Q: 3 clusters Score -1278274 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6550 members Mstep: Class 2 contains 7179 members Entering Unmasked Estep Score: -1278458.625000 Penalty: 3096.361328 Iteration 6Q: 3 clusters Score -1278459 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6401 members Mstep: Class 2 contains 7328 members Entering Unmasked Estep Score: -1278650.750000 Penalty: 3096.361328 Iteration 7Q: 3 clusters Score -1278651 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6233 members Mstep: Class 2 contains 7496 members Entering Unmasked Estep Score: -1278850.875000 Penalty: 3096.361328 Iteration 8Q: 3 clusters Score -1278851 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6001 members Mstep: Class 2 contains 7728 members Entering Unmasked Estep Score: -1279090.250000 Penalty: 3096.361328 Iteration 9Q: 3 clusters Score -1279090 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5743 members Mstep: Class 2 contains 7986 members Entering Unmasked Estep Score: -1279359.250000 Penalty: 3096.361328 Iteration 10Q: 3 clusters Score -1279359 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5404 members Mstep: Class 2 contains 8325 members Entering Unmasked Estep Score: -1279679.125000 Penalty: 3096.361328 Iteration 11Q: 3 clusters Score -1279679 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5062 members Mstep: Class 2 contains 8667 members Entering Unmasked Estep Score: -1279986.000000 Penalty: 3096.361328 Iteration 12Q: 3 clusters Score -1279986 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4718 members Mstep: Class 2 contains 9011 members Entering Unmasked Estep Score: -1280265.250000 Penalty: 3096.361328 Iteration 13Q: 3 clusters Score -1280265 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4404 members Mstep: Class 2 contains 9325 members Entering Unmasked Estep Score: -1280506.250000 Penalty: 3096.361328 Iteration 14Q: 3 clusters Score -1280506 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4100 members Mstep: Class 2 contains 9629 members Entering Unmasked Estep Score: -1280730.125000 Penalty: 3096.361328 Iteration 15Q: 3 clusters Score -1280730 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3812 members Mstep: Class 2 contains 9917 members Entering Unmasked Estep Score: -1280926.750000 Penalty: 3096.361328 Iteration 16Q: 3 clusters Score -1280927 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3545 members Mstep: Class 2 contains 10184 members Entering Unmasked Estep Score: -1281114.125000 Penalty: 3096.361328 Iteration 17Q: 3 clusters Score -1281114 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3304 members Mstep: Class 2 contains 10425 members Entering Unmasked Estep Score: -1281269.250000 Penalty: 3096.361328 Iteration 18Q: 3 clusters Score -1281269 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3073 members Mstep: Class 2 contains 10656 members Entering Unmasked Estep Score: -1281410.875000 Penalty: 3096.361328 Iteration 19Q: 3 clusters Score -1281411 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2866 members Mstep: Class 2 contains 10863 members Entering Unmasked Estep Score: -1281537.000000 Penalty: 3096.361328 Iteration 20F: 3 clusters Score -1281537 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2680 members Mstep: Class 2 contains 11049 members Entering Unmasked Estep Score: -1281659.875000 Penalty: 3096.361328 Iteration 21Q: 3 clusters Score -1281660 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2503 members Mstep: Class 2 contains 11226 members Entering Unmasked Estep Score: -1281763.000000 Penalty: 3096.361328 Iteration 22Q: 3 clusters Score -1281763 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 11375 members Entering Unmasked Estep Score: -1281840.250000 Penalty: 3096.361328 Iteration 23Q: 3 clusters Score -1281840 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2227 members Mstep: Class 2 contains 11502 members Entering Unmasked Estep Score: -1281896.750000 Penalty: 3096.361328 Iteration 24Q: 3 clusters Score -1281897 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 11607 members Entering Unmasked Estep Score: -1281941.000000 Penalty: 3096.361328 Iteration 25Q: 3 clusters Score -1281941 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 11688 members Entering Unmasked Estep Score: -1281973.500000 Penalty: 3096.361328 Iteration 26Q: 3 clusters Score -1281974 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 11768 members Entering Unmasked Estep Score: -1281998.125000 Penalty: 3096.361328 Iteration 27Q: 3 clusters Score -1281998 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 11845 members Entering Unmasked Estep Score: -1282031.875000 Penalty: 3096.361328 Iteration 28Q: 3 clusters Score -1282032 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 11917 members Entering Unmasked Estep Score: -1282054.625000 Penalty: 3096.361328 Iteration 29Q: 3 clusters Score -1282055 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 11976 members Entering Unmasked Estep Score: -1282076.125000 Penalty: 3096.361328 Iteration 30Q: 3 clusters Score -1282076 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 12034 members Entering Unmasked Estep Score: -1282096.000000 Penalty: 3096.361328 Iteration 31Q: 3 clusters Score -1282096 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 12082 members Entering Unmasked Estep Score: -1282111.625000 Penalty: 3096.361328 Iteration 32Q: 3 clusters Score -1282112 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 12125 members Entering Unmasked Estep Score: -1282124.750000 Penalty: 3096.361328 Iteration 33Q: 3 clusters Score -1282125 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 12177 members Entering Unmasked Estep Score: -1282143.000000 Penalty: 3096.361328 Iteration 34Q: 3 clusters Score -1282143 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 12227 members Entering Unmasked Estep Score: -1282158.750000 Penalty: 3096.361328 Iteration 35Q: 3 clusters Score -1282159 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 12272 members Entering Unmasked Estep Score: -1282174.750000 Penalty: 3096.361328 Iteration 36Q: 3 clusters Score -1282175 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 12306 members Entering Unmasked Estep Score: -1282184.375000 Penalty: 3096.361328 Iteration 37Q: 3 clusters Score -1282184 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 12337 members Entering Unmasked Estep Score: -1282192.125000 Penalty: 3096.361328 Iteration 38Q: 3 clusters Score -1282192 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 12367 members Entering Unmasked Estep Score: -1282201.500000 Penalty: 3096.361328 Iteration 39Q: 3 clusters Score -1282202 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 12396 members Entering Unmasked Estep Score: -1282208.625000 Penalty: 3096.361328 Iteration 40F: 3 clusters Score -1282209 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 12427 members Entering Unmasked Estep Score: -1282222.000000 Penalty: 3096.361328 Iteration 41Q: 3 clusters Score -1282222 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 12441 members Entering Unmasked Estep Score: -1282225.500000 Penalty: 3096.361328 Iteration 42Q: 3 clusters Score -1282226 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 12460 members Entering Unmasked Estep Score: -1282235.875000 Penalty: 3096.361328 Iteration 43Q: 3 clusters Score -1282236 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 12477 members Entering Unmasked Estep Score: -1282240.375000 Penalty: 3096.361328 Iteration 44Q: 3 clusters Score -1282240 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 12491 members Entering Unmasked Estep Score: -1282243.875000 Penalty: 3096.361328 Iteration 45Q: 3 clusters Score -1282244 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 12501 members Entering Unmasked Estep Score: -1282245.000000 Penalty: 3096.361328 Iteration 46Q: 3 clusters Score -1282245 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 12508 members Entering Unmasked Estep Score: -1282249.125000 Penalty: 3096.361328 Iteration 47Q: 3 clusters Score -1282249 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 12511 members Entering Unmasked Estep Score: -1282249.000000 Penalty: 3096.361328 Iteration 48Q: 3 clusters Score -1282249 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 12514 members Entering Unmasked Estep Score: -1282251.250000 Penalty: 3096.361328 Iteration 49Q: 3 clusters Score -1282251 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 12516 members Entering Unmasked Estep Score: -1282250.750000 Penalty: 3096.361328 Iteration 50Q: 3 clusters Score -1282251 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 12518 members Entering Unmasked Estep Score: -1282250.000000 Penalty: 3096.361328 Iteration 51Q: 3 clusters Score -1282250 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 12519 members Entering Unmasked Estep Score: -1282249.500000 Penalty: 3096.361328 Iteration 52Q: 3 clusters Score -1282250 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 12519 members Entering Unmasked Estep Score: -1282249.500000 Penalty: 3096.361328 Iteration 53F: 3 clusters Score -1282250 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (423 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Entering Unmasked Estep Score: -37139.214844 Penalty: 982.697998 Iteration 0F: 2 clusters Score -37139.21 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -36143.730469 Penalty: 1965.395996 Iteration 0F: 3 clusters Score -36143.73 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -36319.898438 Penalty: 1965.395996 Iteration 1F: 3 clusters Score -36319.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -36397.593750 Penalty: 1965.395996 Iteration 2F: 3 clusters Score -36397.59 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -36427.519531 Penalty: 1965.395996 Iteration 3Q: 3 clusters Score -36427.52 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -36449.808594 Penalty: 1965.395996 Iteration 4Q: 3 clusters Score -36449.81 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -36466.382812 Penalty: 1965.395996 Iteration 5Q: 3 clusters Score -36466.38 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -36477.351562 Penalty: 1965.395996 Iteration 6Q: 3 clusters Score -36477.35 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -36489.140625 Penalty: 1965.395996 Iteration 7Q: 3 clusters Score -36489.14 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -36511.570312 Penalty: 1965.395996 Iteration 8Q: 3 clusters Score -36511.57 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -36530.550781 Penalty: 1965.395996 Iteration 9Q: 3 clusters Score -36530.55 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -36555.761719 Penalty: 1965.395996 Iteration 10Q: 3 clusters Score -36555.76 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -36580.792969 Penalty: 1965.395996 Iteration 11Q: 3 clusters Score -36580.79 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -36615.929688 Penalty: 1965.395996 Iteration 12Q: 3 clusters Score -36615.93 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -36652.738281 Penalty: 1965.395996 Iteration 13Q: 3 clusters Score -36652.74 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -36669.183594 Penalty: 1965.395996 Iteration 14Q: 3 clusters Score -36669.18 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -36674.660156 Penalty: 1965.395996 Iteration 15Q: 3 clusters Score -36674.66 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -36688.855469 Penalty: 1965.395996 Iteration 16Q: 3 clusters Score -36688.86 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -36705.847656 Penalty: 1965.395996 Iteration 17Q: 3 clusters Score -36705.85 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -36729.730469 Penalty: 1965.395996 Iteration 18Q: 3 clusters Score -36729.73 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -36755.753906 Penalty: 1965.395996 Iteration 19Q: 3 clusters Score -36755.75 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -36772.062500 Penalty: 1965.395996 Iteration 20F: 3 clusters Score -36772.06 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -36795.964844 Penalty: 1965.395996 Iteration 21Q: 3 clusters Score -36795.96 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -36850.828125 Penalty: 1965.395996 Iteration 22Q: 3 clusters Score -36850.83 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -36938.800781 Penalty: 1965.395996 Iteration 23Q: 3 clusters Score -36938.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -37010.101562 Penalty: 1965.395996 Iteration 24Q: 3 clusters Score -37010.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -37058.578125 Penalty: 1965.395996 Iteration 25Q: 3 clusters Score -37058.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -37075.738281 Penalty: 1965.395996 Iteration 26Q: 3 clusters Score -37075.74 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -37081.835938 Penalty: 1965.395996 Iteration 27Q: 3 clusters Score -37081.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -37081.835938 Penalty: 1965.395996 Iteration 28F: 3 clusters Score -37081.84 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (13604 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13604 members Entering Unmasked Estep Score: -1300670.500000 Penalty: 1546.694336 Iteration 0F: 2 clusters Score -1300670 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6779 members Mstep: Class 2 contains 6825 members Entering Unmasked Estep Score: -1291055.000000 Penalty: 3093.388672 Iteration 0F: 3 clusters Score -1291055 nChanged 6115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6640 members Mstep: Class 2 contains 6964 members Entering Unmasked Estep Score: -1294599.875000 Penalty: 3093.388672 Iteration 1F: 3 clusters Score -1294600 nChanged 852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6510 members Mstep: Class 2 contains 7094 members Entering Unmasked Estep Score: -1295071.500000 Penalty: 3093.388672 Iteration 2F: 3 clusters Score -1295072 nChanged 811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6319 members Mstep: Class 2 contains 7285 members Entering Unmasked Estep Score: -1295608.250000 Penalty: 3093.388672 Iteration 3F: 3 clusters Score -1295608 nChanged 842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6027 members Mstep: Class 2 contains 7577 members Entering Unmasked Estep Score: -1296203.375000 Penalty: 3093.388672 Iteration 4F: 3 clusters Score -1296203 nChanged 944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5605 members Mstep: Class 2 contains 7999 members Entering Unmasked Estep Score: -1296849.625000 Penalty: 3093.388672 Iteration 5F: 3 clusters Score -1296850 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5102 members Mstep: Class 2 contains 8502 members Entering Unmasked Estep Score: -1297452.125000 Penalty: 3093.388672 Iteration 6F: 3 clusters Score -1297452 nChanged 796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4572 members Mstep: Class 2 contains 9032 members Entering Unmasked Estep Score: -1297981.500000 Penalty: 3093.388672 Iteration 7F: 3 clusters Score -1297982 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4096 members Mstep: Class 2 contains 9508 members Entering Unmasked Estep Score: -1298416.375000 Penalty: 3093.388672 Iteration 8Q: 3 clusters Score -1298416 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3676 members Mstep: Class 2 contains 9928 members Entering Unmasked Estep Score: -1298802.000000 Penalty: 3093.388672 Iteration 9Q: 3 clusters Score -1298802 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3314 members Mstep: Class 2 contains 10290 members Entering Unmasked Estep Score: -1299107.875000 Penalty: 3093.388672 Iteration 10Q: 3 clusters Score -1299108 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2993 members Mstep: Class 2 contains 10611 members Entering Unmasked Estep Score: -1299395.875000 Penalty: 3093.388672 Iteration 11Q: 3 clusters Score -1299396 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2738 members Mstep: Class 2 contains 10866 members Entering Unmasked Estep Score: -1299625.375000 Penalty: 3093.388672 Iteration 12Q: 3 clusters Score -1299625 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2545 members Mstep: Class 2 contains 11059 members Entering Unmasked Estep Score: -1299780.875000 Penalty: 3093.388672 Iteration 13Q: 3 clusters Score -1299781 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2387 members Mstep: Class 2 contains 11217 members Entering Unmasked Estep Score: -1299873.375000 Penalty: 3093.388672 Iteration 14Q: 3 clusters Score -1299873 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 11347 members Entering Unmasked Estep Score: -1299933.250000 Penalty: 3093.388672 Iteration 15Q: 3 clusters Score -1299933 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 11454 members Entering Unmasked Estep Score: -1299982.625000 Penalty: 3093.388672 Iteration 16Q: 3 clusters Score -1299983 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 11533 members Entering Unmasked Estep Score: -1300007.875000 Penalty: 3093.388672 Iteration 17Q: 3 clusters Score -1300008 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 11584 members Entering Unmasked Estep Score: -1300026.625000 Penalty: 3093.388672 Iteration 18Q: 3 clusters Score -1300027 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 11632 members Entering Unmasked Estep Score: -1300036.250000 Penalty: 3093.388672 Iteration 19Q: 3 clusters Score -1300036 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 11669 members Entering Unmasked Estep Score: -1300047.500000 Penalty: 3093.388672 Iteration 20F: 3 clusters Score -1300048 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 11695 members Entering Unmasked Estep Score: -1300053.250000 Penalty: 3093.388672 Iteration 21Q: 3 clusters Score -1300053 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 11725 members Entering Unmasked Estep Score: -1300065.500000 Penalty: 3093.388672 Iteration 22Q: 3 clusters Score -1300066 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 11752 members Entering Unmasked Estep Score: -1300064.125000 Penalty: 3093.388672 Iteration 23Q: 3 clusters Score -1300064 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 11775 members Entering Unmasked Estep Score: -1300066.000000 Penalty: 3093.388672 Iteration 24Q: 3 clusters Score -1300066 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 11793 members Entering Unmasked Estep Score: -1300072.625000 Penalty: 3093.388672 Iteration 25Q: 3 clusters Score -1300073 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 11808 members Entering Unmasked Estep Score: -1300075.125000 Penalty: 3093.388672 Iteration 26Q: 3 clusters Score -1300075 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 11823 members Entering Unmasked Estep Score: -1300076.500000 Penalty: 3093.388672 Iteration 27Q: 3 clusters Score -1300076 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 11835 members Entering Unmasked Estep Score: -1300080.500000 Penalty: 3093.388672 Iteration 28Q: 3 clusters Score -1300080 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 11846 members Entering Unmasked Estep Score: -1300083.000000 Penalty: 3093.388672 Iteration 29Q: 3 clusters Score -1300083 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 11857 members Entering Unmasked Estep Score: -1300082.750000 Penalty: 3093.388672 Iteration 30Q: 3 clusters Score -1300083 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 11873 members Entering Unmasked Estep Score: -1300086.500000 Penalty: 3093.388672 Iteration 31Q: 3 clusters Score -1300086 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 11883 members Entering Unmasked Estep Score: -1300087.750000 Penalty: 3093.388672 Iteration 32Q: 3 clusters Score -1300088 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 11890 members Entering Unmasked Estep Score: -1300091.375000 Penalty: 3093.388672 Iteration 33Q: 3 clusters Score -1300091 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 11894 members Entering Unmasked Estep Score: -1300089.500000 Penalty: 3093.388672 Iteration 34Q: 3 clusters Score -1300090 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 11901 members Entering Unmasked Estep Score: -1300089.875000 Penalty: 3093.388672 Iteration 35Q: 3 clusters Score -1300090 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 11907 members Entering Unmasked Estep Score: -1300091.000000 Penalty: 3093.388672 Iteration 36Q: 3 clusters Score -1300091 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 11915 members Entering Unmasked Estep Score: -1300090.875000 Penalty: 3093.388672 Iteration 37Q: 3 clusters Score -1300091 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 11922 members Entering Unmasked Estep Score: -1300092.625000 Penalty: 3093.388672 Iteration 38Q: 3 clusters Score -1300093 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 11928 members Entering Unmasked Estep Score: -1300089.500000 Penalty: 3093.388672 Iteration 39Q: 3 clusters Score -1300090 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 11931 members Entering Unmasked Estep Score: -1300091.250000 Penalty: 3093.388672 Iteration 40F: 3 clusters Score -1300091 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 11933 members Entering Unmasked Estep Score: -1300093.375000 Penalty: 3093.388672 Iteration 41Q: 3 clusters Score -1300093 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 11935 members Entering Unmasked Estep Score: -1300094.375000 Penalty: 3093.388672 Iteration 42Q: 3 clusters Score -1300094 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 11936 members Entering Unmasked Estep Score: -1300095.625000 Penalty: 3093.388672 Iteration 43Q: 3 clusters Score -1300096 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 11939 members Entering Unmasked Estep Score: -1300096.750000 Penalty: 3093.388672 Iteration 44Q: 3 clusters Score -1300097 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 11939 members Entering Unmasked Estep Score: -1300096.750000 Penalty: 3093.388672 Iteration 45F: 3 clusters Score -1300097 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1105 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Entering Unmasked Estep Score: -100642.679688 Penalty: 1138.735107 Iteration 0F: 2 clusters Score -100642.7 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 515 members Entering Unmasked Estep Score: -99212.625000 Penalty: 2277.470215 Iteration 0F: 3 clusters Score -99212.62 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -99596.914062 Penalty: 2277.470215 Iteration 1F: 3 clusters Score -99596.91 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -99685.070312 Penalty: 2277.470215 Iteration 2F: 3 clusters Score -99685.07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -99736.718750 Penalty: 2277.470215 Iteration 3Q: 3 clusters Score -99736.72 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -99762.539062 Penalty: 2277.470215 Iteration 4Q: 3 clusters Score -99762.54 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -99780.351562 Penalty: 2277.470215 Iteration 5Q: 3 clusters Score -99780.35 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -99793.703125 Penalty: 2277.470215 Iteration 6Q: 3 clusters Score -99793.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -99799.984375 Penalty: 2277.470215 Iteration 7Q: 3 clusters Score -99799.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -99802.382812 Penalty: 2277.470215 Iteration 8Q: 3 clusters Score -99802.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -99804.390625 Penalty: 2277.470215 Iteration 9Q: 3 clusters Score -99804.39 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -99807.382812 Penalty: 2277.470215 Iteration 10Q: 3 clusters Score -99807.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -99808.742188 Penalty: 2277.470215 Iteration 11Q: 3 clusters Score -99808.74 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -99811.468750 Penalty: 2277.470215 Iteration 12Q: 3 clusters Score -99811.47 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -99813.562500 Penalty: 2277.470215 Iteration 13Q: 3 clusters Score -99813.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -99814.671875 Penalty: 2277.470215 Iteration 14Q: 3 clusters Score -99814.67 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -99814.671875 Penalty: 2277.470215 Iteration 15F: 3 clusters Score -99814.67 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (3134 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3134 members Entering Unmasked Estep Score: -267974.031250 Penalty: 1308.135620 Iteration 0F: 2 clusters Score -267974 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -265183.062500 Penalty: 2616.271240 Iteration 0F: 3 clusters Score -265183.1 nChanged 1173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -265980.343750 Penalty: 2616.271240 Iteration 1F: 3 clusters Score -265980.3 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -266387.125000 Penalty: 2616.271240 Iteration 2F: 3 clusters Score -266387.1 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -266622.718750 Penalty: 2616.271240 Iteration 3F: 3 clusters Score -266622.7 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -266762.125000 Penalty: 2616.271240 Iteration 4F: 3 clusters Score -266762.1 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -266893.906250 Penalty: 2616.271240 Iteration 5Q: 3 clusters Score -266893.9 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -267000.062500 Penalty: 2616.271240 Iteration 6Q: 3 clusters Score -267000.1 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -267100.906250 Penalty: 2616.271240 Iteration 7Q: 3 clusters Score -267100.9 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -267192.937500 Penalty: 2616.271240 Iteration 8Q: 3 clusters Score -267192.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -267274.468750 Penalty: 2616.271240 Iteration 9Q: 3 clusters Score -267274.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 2433 members Entering Unmasked Estep Score: -267361.062500 Penalty: 2616.271240 Iteration 10Q: 3 clusters Score -267361.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 2490 members Entering Unmasked Estep Score: -267439.000000 Penalty: 2616.271240 Iteration 11Q: 3 clusters Score -267439 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 2543 members Entering Unmasked Estep Score: -267503.218750 Penalty: 2616.271240 Iteration 12Q: 3 clusters Score -267503.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 2580 members Entering Unmasked Estep Score: -267547.250000 Penalty: 2616.271240 Iteration 13Q: 3 clusters Score -267547.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 2604 members Entering Unmasked Estep Score: -267575.781250 Penalty: 2616.271240 Iteration 14Q: 3 clusters Score -267575.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -267595.968750 Penalty: 2616.271240 Iteration 15Q: 3 clusters Score -267596 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 2636 members Entering Unmasked Estep Score: -267614.468750 Penalty: 2616.271240 Iteration 16Q: 3 clusters Score -267614.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 2644 members Entering Unmasked Estep Score: -267624.687500 Penalty: 2616.271240 Iteration 17Q: 3 clusters Score -267624.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 2652 members Entering Unmasked Estep Score: -267635.000000 Penalty: 2616.271240 Iteration 18Q: 3 clusters Score -267635 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 2660 members Entering Unmasked Estep Score: -267640.468750 Penalty: 2616.271240 Iteration 19Q: 3 clusters Score -267640.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 2667 members Entering Unmasked Estep Score: -267647.500000 Penalty: 2616.271240 Iteration 20F: 3 clusters Score -267647.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 2676 members Entering Unmasked Estep Score: -267663.343750 Penalty: 2616.271240 Iteration 21Q: 3 clusters Score -267663.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -267676.156250 Penalty: 2616.271240 Iteration 22Q: 3 clusters Score -267676.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 2688 members Entering Unmasked Estep Score: -267680.000000 Penalty: 2616.271240 Iteration 23Q: 3 clusters Score -267680 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 2691 members Entering Unmasked Estep Score: -267682.593750 Penalty: 2616.271240 Iteration 24Q: 3 clusters Score -267682.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 2693 members Entering Unmasked Estep Score: -267683.968750 Penalty: 2616.271240 Iteration 25Q: 3 clusters Score -267684 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 2694 members Entering Unmasked Estep Score: -267685.406250 Penalty: 2616.271240 Iteration 26Q: 3 clusters Score -267685.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -267688.781250 Penalty: 2616.271240 Iteration 27Q: 3 clusters Score -267688.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -267691.843750 Penalty: 2616.271240 Iteration 28Q: 3 clusters Score -267691.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 2700 members Entering Unmasked Estep Score: -267700.968750 Penalty: 2616.271240 Iteration 29Q: 3 clusters Score -267701 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 2703 members Entering Unmasked Estep Score: -267704.781250 Penalty: 2616.271240 Iteration 30Q: 3 clusters Score -267704.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 2704 members Entering Unmasked Estep Score: -267704.906250 Penalty: 2616.271240 Iteration 31Q: 3 clusters Score -267704.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 2706 members Entering Unmasked Estep Score: -267706.406250 Penalty: 2616.271240 Iteration 32Q: 3 clusters Score -267706.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 2707 members Entering Unmasked Estep Score: -267707.187500 Penalty: 2616.271240 Iteration 33Q: 3 clusters Score -267707.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 2709 members Entering Unmasked Estep Score: -267709.125000 Penalty: 2616.271240 Iteration 34Q: 3 clusters Score -267709.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 2710 members Entering Unmasked Estep Score: -267715.281250 Penalty: 2616.271240 Iteration 35Q: 3 clusters Score -267715.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 2713 members Entering Unmasked Estep Score: -267718.687500 Penalty: 2616.271240 Iteration 36Q: 3 clusters Score -267718.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 2717 members Entering Unmasked Estep Score: -267722.687500 Penalty: 2616.271240 Iteration 37Q: 3 clusters Score -267722.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 2719 members Entering Unmasked Estep Score: -267726.906250 Penalty: 2616.271240 Iteration 38Q: 3 clusters Score -267726.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -267730.062500 Penalty: 2616.271240 Iteration 39Q: 3 clusters Score -267730.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -267736.312500 Penalty: 2616.271240 Iteration 40F: 3 clusters Score -267736.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -267743.781250 Penalty: 2616.271240 Iteration 41Q: 3 clusters Score -267743.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -267750.343750 Penalty: 2616.271240 Iteration 42Q: 3 clusters Score -267750.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -267756.750000 Penalty: 2616.271240 Iteration 43Q: 3 clusters Score -267756.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 2733 members Entering Unmasked Estep Score: -267780.281250 Penalty: 2616.271240 Iteration 44Q: 3 clusters Score -267780.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 2736 members Entering Unmasked Estep Score: -267802.343750 Penalty: 2616.271240 Iteration 45Q: 3 clusters Score -267802.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 2739 members Entering Unmasked Estep Score: -267811.062500 Penalty: 2616.271240 Iteration 46Q: 3 clusters Score -267811.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 2740 members Entering Unmasked Estep Score: -267812.437500 Penalty: 2616.271240 Iteration 47Q: 3 clusters Score -267812.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 2741 members Entering Unmasked Estep Score: -267812.875000 Penalty: 2616.271240 Iteration 48Q: 3 clusters Score -267812.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 2741 members Entering Unmasked Estep Score: -267812.875000 Penalty: 2616.271240 Iteration 49F: 3 clusters Score -267812.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1227 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Entering Unmasked Estep Score: -115739.679688 Penalty: 1155.753174 Iteration 0F: 2 clusters Score -115739.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -114155.148438 Penalty: 2311.506348 Iteration 0F: 3 clusters Score -114155.1 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -114463.804688 Penalty: 2311.506348 Iteration 1F: 3 clusters Score -114463.8 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -114576.445312 Penalty: 2311.506348 Iteration 2F: 3 clusters Score -114576.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -114649.929688 Penalty: 2311.506348 Iteration 3F: 3 clusters Score -114649.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -114685.992188 Penalty: 2311.506348 Iteration 4Q: 3 clusters Score -114686 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -114703.601562 Penalty: 2311.506348 Iteration 5Q: 3 clusters Score -114703.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -114714.492188 Penalty: 2311.506348 Iteration 6Q: 3 clusters Score -114714.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -114726.468750 Penalty: 2311.506348 Iteration 7Q: 3 clusters Score -114726.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -114733.375000 Penalty: 2311.506348 Iteration 8Q: 3 clusters Score -114733.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -114739.671875 Penalty: 2311.506348 Iteration 9Q: 3 clusters Score -114739.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -114743.500000 Penalty: 2311.506348 Iteration 10Q: 3 clusters Score -114743.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -114747.718750 Penalty: 2311.506348 Iteration 11Q: 3 clusters Score -114747.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -114752.554688 Penalty: 2311.506348 Iteration 12Q: 3 clusters Score -114752.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -114755.281250 Penalty: 2311.506348 Iteration 13Q: 3 clusters Score -114755.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -114760.070312 Penalty: 2311.506348 Iteration 14Q: 3 clusters Score -114760.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -114761.835938 Penalty: 2311.506348 Iteration 15Q: 3 clusters Score -114761.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -114761.835938 Penalty: 2311.506348 Iteration 16F: 3 clusters Score -114761.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (680 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Entering Unmasked Estep Score: -61442.406250 Penalty: 1059.840088 Iteration 0F: 2 clusters Score -61442.41 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -60233.046875 Penalty: 2119.680176 Iteration 0F: 3 clusters Score -60233.05 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -60451.046875 Penalty: 2119.680176 Iteration 1F: 3 clusters Score -60451.05 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -60522.835938 Penalty: 2119.680176 Iteration 2F: 3 clusters Score -60522.84 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -60577.324219 Penalty: 2119.680176 Iteration 3Q: 3 clusters Score -60577.32 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -60602.007812 Penalty: 2119.680176 Iteration 4Q: 3 clusters Score -60602.01 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -60622.683594 Penalty: 2119.680176 Iteration 5Q: 3 clusters Score -60622.68 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -60639.011719 Penalty: 2119.680176 Iteration 6Q: 3 clusters Score -60639.01 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -60649.285156 Penalty: 2119.680176 Iteration 7Q: 3 clusters Score -60649.29 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -60659.402344 Penalty: 2119.680176 Iteration 8Q: 3 clusters Score -60659.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -60665.675781 Penalty: 2119.680176 Iteration 9Q: 3 clusters Score -60665.68 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -60669.257812 Penalty: 2119.680176 Iteration 10Q: 3 clusters Score -60669.26 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -60677.882812 Penalty: 2119.680176 Iteration 11Q: 3 clusters Score -60677.88 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -60690.281250 Penalty: 2119.680176 Iteration 12Q: 3 clusters Score -60690.28 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -60710.968750 Penalty: 2119.680176 Iteration 13Q: 3 clusters Score -60710.97 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -60721.402344 Penalty: 2119.680176 Iteration 14Q: 3 clusters Score -60721.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -60731.597656 Penalty: 2119.680176 Iteration 15Q: 3 clusters Score -60731.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -60736.878906 Penalty: 2119.680176 Iteration 16Q: 3 clusters Score -60736.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -60738.269531 Penalty: 2119.680176 Iteration 17Q: 3 clusters Score -60738.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -60739.257812 Penalty: 2119.680176 Iteration 18Q: 3 clusters Score -60739.26 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -60740.105469 Penalty: 2119.680176 Iteration 19Q: 3 clusters Score -60740.11 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -60740.105469 Penalty: 2119.680176 Iteration 20F: 3 clusters Score -60740.11 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2373 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Entering Unmasked Estep Score: -235258.843750 Penalty: 1262.935425 Iteration 0F: 2 clusters Score -235258.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -232960.578125 Penalty: 2525.870850 Iteration 0F: 3 clusters Score -232960.6 nChanged 859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -233447.734375 Penalty: 2525.870850 Iteration 1F: 3 clusters Score -233447.7 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -233549.031250 Penalty: 2525.870850 Iteration 2F: 3 clusters Score -233549 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -233621.484375 Penalty: 2525.870850 Iteration 3F: 3 clusters Score -233621.5 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -233661.296875 Penalty: 2525.870850 Iteration 4Q: 3 clusters Score -233661.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -233677.906250 Penalty: 2525.870850 Iteration 5Q: 3 clusters Score -233677.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -233692.625000 Penalty: 2525.870850 Iteration 6Q: 3 clusters Score -233692.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -233706.531250 Penalty: 2525.870850 Iteration 7Q: 3 clusters Score -233706.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -233719.484375 Penalty: 2525.870850 Iteration 8Q: 3 clusters Score -233719.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -233730.671875 Penalty: 2525.870850 Iteration 9Q: 3 clusters Score -233730.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -233740.093750 Penalty: 2525.870850 Iteration 10Q: 3 clusters Score -233740.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -233745.140625 Penalty: 2525.870850 Iteration 11Q: 3 clusters Score -233745.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -233750.203125 Penalty: 2525.870850 Iteration 12Q: 3 clusters Score -233750.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -233757.843750 Penalty: 2525.870850 Iteration 13Q: 3 clusters Score -233757.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -233766.515625 Penalty: 2525.870850 Iteration 14Q: 3 clusters Score -233766.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -233773.234375 Penalty: 2525.870850 Iteration 15Q: 3 clusters Score -233773.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -233776.718750 Penalty: 2525.870850 Iteration 16Q: 3 clusters Score -233776.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -233781.250000 Penalty: 2525.870850 Iteration 17Q: 3 clusters Score -233781.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -233784.750000 Penalty: 2525.870850 Iteration 18Q: 3 clusters Score -233784.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -233790.390625 Penalty: 2525.870850 Iteration 19Q: 3 clusters Score -233790.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -233795.859375 Penalty: 2525.870850 Iteration 20F: 3 clusters Score -233795.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -233799.140625 Penalty: 2525.870850 Iteration 21Q: 3 clusters Score -233799.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -233802.406250 Penalty: 2525.870850 Iteration 22Q: 3 clusters Score -233802.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -233804.562500 Penalty: 2525.870850 Iteration 23Q: 3 clusters Score -233804.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -233806.703125 Penalty: 2525.870850 Iteration 24Q: 3 clusters Score -233806.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -233807.718750 Penalty: 2525.870850 Iteration 25Q: 3 clusters Score -233807.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -233808.046875 Penalty: 2525.870850 Iteration 26Q: 3 clusters Score -233808 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -233808.046875 Penalty: 2525.870850 Iteration 27F: 3 clusters Score -233808 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (714 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Entering Unmasked Estep Score: -62346.863281 Penalty: 1067.768433 Iteration 0F: 2 clusters Score -62346.86 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -61075.648438 Penalty: 2135.536865 Iteration 0F: 3 clusters Score -61075.65 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -61278.152344 Penalty: 2135.536865 Iteration 1F: 3 clusters Score -61278.15 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -61349.484375 Penalty: 2135.536865 Iteration 2F: 3 clusters Score -61349.48 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -61376.722656 Penalty: 2135.536865 Iteration 3Q: 3 clusters Score -61376.72 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -61384.218750 Penalty: 2135.536865 Iteration 4Q: 3 clusters Score -61384.22 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -61391.152344 Penalty: 2135.536865 Iteration 5Q: 3 clusters Score -61391.15 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -61395.519531 Penalty: 2135.536865 Iteration 6Q: 3 clusters Score -61395.52 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -61402.687500 Penalty: 2135.536865 Iteration 7Q: 3 clusters Score -61402.69 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -61408.082031 Penalty: 2135.536865 Iteration 8Q: 3 clusters Score -61408.08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -61414.335938 Penalty: 2135.536865 Iteration 9Q: 3 clusters Score -61414.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -61420.976562 Penalty: 2135.536865 Iteration 10Q: 3 clusters Score -61420.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -61422.949219 Penalty: 2135.536865 Iteration 11Q: 3 clusters Score -61422.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -61424.667969 Penalty: 2135.536865 Iteration 12Q: 3 clusters Score -61424.67 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -61424.667969 Penalty: 2135.536865 Iteration 13F: 3 clusters Score -61424.67 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (282 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Entering Unmasked Estep Score: -20514.654297 Penalty: 916.809937 Iteration 0F: 2 clusters Score -20514.65 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -19725.714844 Penalty: 1833.619873 Iteration 0F: 3 clusters Score -19725.71 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -19868.251953 Penalty: 1833.619873 Iteration 1F: 3 clusters Score -19868.25 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -19919.144531 Penalty: 1833.619873 Iteration 2F: 3 clusters Score -19919.14 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -19930.751953 Penalty: 1833.619873 Iteration 3Q: 3 clusters Score -19930.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -19934.246094 Penalty: 1833.619873 Iteration 4Q: 3 clusters Score -19934.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -19940.099609 Penalty: 1833.619873 Iteration 5Q: 3 clusters Score -19940.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -19940.099609 Penalty: 1833.619873 Iteration 6F: 3 clusters Score -19940.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1371 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Entering Unmasked Estep Score: -130270.609375 Penalty: 1173.785522 Iteration 0F: 2 clusters Score -130270.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -128615.921875 Penalty: 2347.571045 Iteration 0F: 3 clusters Score -128615.9 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -128919.164062 Penalty: 2347.571045 Iteration 1F: 3 clusters Score -128919.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -128985.171875 Penalty: 2347.571045 Iteration 2F: 3 clusters Score -128985.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -129030.117188 Penalty: 2347.571045 Iteration 3Q: 3 clusters Score -129030.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -129084.414062 Penalty: 2347.571045 Iteration 4Q: 3 clusters Score -129084.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -129134.703125 Penalty: 2347.571045 Iteration 5Q: 3 clusters Score -129134.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -129190.085938 Penalty: 2347.571045 Iteration 6Q: 3 clusters Score -129190.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -129253.421875 Penalty: 2347.571045 Iteration 7Q: 3 clusters Score -129253.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -129326.078125 Penalty: 2347.571045 Iteration 8Q: 3 clusters Score -129326.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -129401.796875 Penalty: 2347.571045 Iteration 9Q: 3 clusters Score -129401.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -129460.921875 Penalty: 2347.571045 Iteration 10Q: 3 clusters Score -129460.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -129508.804688 Penalty: 2347.571045 Iteration 11Q: 3 clusters Score -129508.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -129545.257812 Penalty: 2347.571045 Iteration 12Q: 3 clusters Score -129545.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -129590.812500 Penalty: 2347.571045 Iteration 13Q: 3 clusters Score -129590.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -129621.789062 Penalty: 2347.571045 Iteration 14Q: 3 clusters Score -129621.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -129643.476562 Penalty: 2347.571045 Iteration 15Q: 3 clusters Score -129643.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -129660.437500 Penalty: 2347.571045 Iteration 16Q: 3 clusters Score -129660.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -129678.046875 Penalty: 2347.571045 Iteration 17Q: 3 clusters Score -129678 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -129692.562500 Penalty: 2347.571045 Iteration 18Q: 3 clusters Score -129692.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -129701.851562 Penalty: 2347.571045 Iteration 19Q: 3 clusters Score -129701.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -129710.671875 Penalty: 2347.571045 Iteration 20F: 3 clusters Score -129710.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -129716.632812 Penalty: 2347.571045 Iteration 21Q: 3 clusters Score -129716.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -129719.046875 Penalty: 2347.571045 Iteration 22Q: 3 clusters Score -129719 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -129720.195312 Penalty: 2347.571045 Iteration 23Q: 3 clusters Score -129720.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -129721.117188 Penalty: 2347.571045 Iteration 24Q: 3 clusters Score -129721.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -129721.570312 Penalty: 2347.571045 Iteration 25Q: 3 clusters Score -129721.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -129724.257812 Penalty: 2347.571045 Iteration 26Q: 3 clusters Score -129724.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -129724.406250 Penalty: 2347.571045 Iteration 27Q: 3 clusters Score -129724.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -129724.406250 Penalty: 2347.571045 Iteration 28F: 3 clusters Score -129724.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (3666 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3666 members Entering Unmasked Estep Score: -358541.875000 Penalty: 1333.614258 Iteration 0F: 2 clusters Score -358541.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -355425.531250 Penalty: 2667.228516 Iteration 0F: 3 clusters Score -355425.5 nChanged 1420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -356234.906250 Penalty: 2667.228516 Iteration 1F: 3 clusters Score -356234.9 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 2083 members Entering Unmasked Estep Score: -356469.562500 Penalty: 2667.228516 Iteration 2F: 3 clusters Score -356469.6 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -356675.937500 Penalty: 2667.228516 Iteration 3F: 3 clusters Score -356675.9 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 2314 members Entering Unmasked Estep Score: -356877.375000 Penalty: 2667.228516 Iteration 4F: 3 clusters Score -356877.4 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 2433 members Entering Unmasked Estep Score: -357039.718750 Penalty: 2667.228516 Iteration 5F: 3 clusters Score -357039.7 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 2529 members Entering Unmasked Estep Score: -357160.562500 Penalty: 2667.228516 Iteration 6Q: 3 clusters Score -357160.6 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 2639 members Entering Unmasked Estep Score: -357285.125000 Penalty: 2667.228516 Iteration 7Q: 3 clusters Score -357285.1 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 2735 members Entering Unmasked Estep Score: -357382.718750 Penalty: 2667.228516 Iteration 8Q: 3 clusters Score -357382.7 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 2810 members Entering Unmasked Estep Score: -357462.343750 Penalty: 2667.228516 Iteration 9Q: 3 clusters Score -357462.3 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 2877 members Entering Unmasked Estep Score: -357527.093750 Penalty: 2667.228516 Iteration 10Q: 3 clusters Score -357527.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 2928 members Entering Unmasked Estep Score: -357563.031250 Penalty: 2667.228516 Iteration 11Q: 3 clusters Score -357563 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 2961 members Entering Unmasked Estep Score: -357588.468750 Penalty: 2667.228516 Iteration 12Q: 3 clusters Score -357588.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 2992 members Entering Unmasked Estep Score: -357614.781250 Penalty: 2667.228516 Iteration 13Q: 3 clusters Score -357614.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 3020 members Entering Unmasked Estep Score: -357643.375000 Penalty: 2667.228516 Iteration 14Q: 3 clusters Score -357643.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 3042 members Entering Unmasked Estep Score: -357665.312500 Penalty: 2667.228516 Iteration 15Q: 3 clusters Score -357665.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 3062 members Entering Unmasked Estep Score: -357680.812500 Penalty: 2667.228516 Iteration 16Q: 3 clusters Score -357680.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 3072 members Entering Unmasked Estep Score: -357686.500000 Penalty: 2667.228516 Iteration 17Q: 3 clusters Score -357686.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 3081 members Entering Unmasked Estep Score: -357691.687500 Penalty: 2667.228516 Iteration 18Q: 3 clusters Score -357691.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 3086 members Entering Unmasked Estep Score: -357695.406250 Penalty: 2667.228516 Iteration 19Q: 3 clusters Score -357695.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 3090 members Entering Unmasked Estep Score: -357697.000000 Penalty: 2667.228516 Iteration 20F: 3 clusters Score -357697 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 3092 members Entering Unmasked Estep Score: -357698.312500 Penalty: 2667.228516 Iteration 21Q: 3 clusters Score -357698.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 3095 members Entering Unmasked Estep Score: -357699.062500 Penalty: 2667.228516 Iteration 22Q: 3 clusters Score -357699.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 3098 members Entering Unmasked Estep Score: -357701.343750 Penalty: 2667.228516 Iteration 23Q: 3 clusters Score -357701.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 3101 members Entering Unmasked Estep Score: -357704.437500 Penalty: 2667.228516 Iteration 24Q: 3 clusters Score -357704.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 3103 members Entering Unmasked Estep Score: -357705.562500 Penalty: 2667.228516 Iteration 25Q: 3 clusters Score -357705.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 3103 members Entering Unmasked Estep Score: -357705.562500 Penalty: 2667.228516 Iteration 26F: 3 clusters Score -357705.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (39197 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39197 members Entering Unmasked Estep Score: -3748809.500000 Penalty: 1718.657837 Iteration 0F: 2 clusters Score -3748810 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19605 members Mstep: Class 2 contains 19592 members Entering Unmasked Estep Score: -3722757.250000 Penalty: 3437.315674 Iteration 0F: 3 clusters Score -3722757 nChanged 18251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19782 members Mstep: Class 2 contains 19415 members Entering Unmasked Estep Score: -3733733.250000 Penalty: 3437.315674 Iteration 1F: 3 clusters Score -3733733 nChanged 2262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19862 members Mstep: Class 2 contains 19335 members Entering Unmasked Estep Score: -3734885.750000 Penalty: 3437.315674 Iteration 2F: 3 clusters Score -3734886 nChanged 2381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19811 members Mstep: Class 2 contains 19386 members Entering Unmasked Estep Score: -3736298.750000 Penalty: 3437.315674 Iteration 3F: 3 clusters Score -3736299 nChanged 2523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19788 members Mstep: Class 2 contains 19409 members Entering Unmasked Estep Score: -3737967.000000 Penalty: 3437.315674 Iteration 4F: 3 clusters Score -3737967 nChanged 2530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19828 members Mstep: Class 2 contains 19369 members Entering Unmasked Estep Score: -3739769.500000 Penalty: 3437.315674 Iteration 5F: 3 clusters Score -3739770 nChanged 2387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19915 members Mstep: Class 2 contains 19282 members Entering Unmasked Estep Score: -3741323.750000 Penalty: 3437.315674 Iteration 6F: 3 clusters Score -3741324 nChanged 1980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19997 members Mstep: Class 2 contains 19200 members Entering Unmasked Estep Score: -3742307.250000 Penalty: 3437.315674 Iteration 7F: 3 clusters Score -3742307 nChanged 1303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20100 members Mstep: Class 2 contains 19097 members Entering Unmasked Estep Score: -3742727.250000 Penalty: 3437.315674 Iteration 8Q: 3 clusters Score -3742727 nChanged 806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20224 members Mstep: Class 2 contains 18973 members Entering Unmasked Estep Score: -3742910.250000 Penalty: 3437.315674 Iteration 9Q: 3 clusters Score -3742910 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20334 members Mstep: Class 2 contains 18863 members Entering Unmasked Estep Score: -3743010.500000 Penalty: 3437.315674 Iteration 10Q: 3 clusters Score -3743010 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20440 members Mstep: Class 2 contains 18757 members Entering Unmasked Estep Score: -3743062.750000 Penalty: 3437.315674 Iteration 11Q: 3 clusters Score -3743063 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20579 members Mstep: Class 2 contains 18618 members Entering Unmasked Estep Score: -3743121.750000 Penalty: 3437.315674 Iteration 12Q: 3 clusters Score -3743122 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20714 members Mstep: Class 2 contains 18483 members Entering Unmasked Estep Score: -3743166.250000 Penalty: 3437.315674 Iteration 13Q: 3 clusters Score -3743166 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20830 members Mstep: Class 2 contains 18367 members Entering Unmasked Estep Score: -3743207.500000 Penalty: 3437.315674 Iteration 14Q: 3 clusters Score -3743208 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20977 members Mstep: Class 2 contains 18220 members Entering Unmasked Estep Score: -3743253.500000 Penalty: 3437.315674 Iteration 15Q: 3 clusters Score -3743254 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21111 members Mstep: Class 2 contains 18086 members Entering Unmasked Estep Score: -3743301.500000 Penalty: 3437.315674 Iteration 16Q: 3 clusters Score -3743302 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21236 members Mstep: Class 2 contains 17961 members Entering Unmasked Estep Score: -3743336.500000 Penalty: 3437.315674 Iteration 17Q: 3 clusters Score -3743336 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21355 members Mstep: Class 2 contains 17842 members Entering Unmasked Estep Score: -3743389.000000 Penalty: 3437.315674 Iteration 18Q: 3 clusters Score -3743389 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21489 members Mstep: Class 2 contains 17708 members Entering Unmasked Estep Score: -3743442.750000 Penalty: 3437.315674 Iteration 19Q: 3 clusters Score -3743443 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21628 members Mstep: Class 2 contains 17569 members Entering Unmasked Estep Score: -3743482.750000 Penalty: 3437.315674 Iteration 20F: 3 clusters Score -3743483 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21768 members Mstep: Class 2 contains 17429 members Entering Unmasked Estep Score: -3743518.750000 Penalty: 3437.315674 Iteration 21Q: 3 clusters Score -3743519 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21902 members Mstep: Class 2 contains 17295 members Entering Unmasked Estep Score: -3743550.250000 Penalty: 3437.315674 Iteration 22Q: 3 clusters Score -3743550 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21999 members Mstep: Class 2 contains 17198 members Entering Unmasked Estep Score: -3743562.250000 Penalty: 3437.315674 Iteration 23Q: 3 clusters Score -3743562 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22080 members Mstep: Class 2 contains 17117 members Entering Unmasked Estep Score: -3743582.250000 Penalty: 3437.315674 Iteration 24Q: 3 clusters Score -3743582 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22182 members Mstep: Class 2 contains 17015 members Entering Unmasked Estep Score: -3743599.500000 Penalty: 3437.315674 Iteration 25Q: 3 clusters Score -3743600 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22280 members Mstep: Class 2 contains 16917 members Entering Unmasked Estep Score: -3743618.250000 Penalty: 3437.315674 Iteration 26Q: 3 clusters Score -3743618 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22397 members Mstep: Class 2 contains 16800 members Entering Unmasked Estep Score: -3743636.000000 Penalty: 3437.315674 Iteration 27Q: 3 clusters Score -3743636 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22515 members Mstep: Class 2 contains 16682 members Entering Unmasked Estep Score: -3743651.000000 Penalty: 3437.315674 Iteration 28Q: 3 clusters Score -3743651 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22595 members Mstep: Class 2 contains 16602 members Entering Unmasked Estep Score: -3743660.250000 Penalty: 3437.315674 Iteration 29Q: 3 clusters Score -3743660 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22692 members Mstep: Class 2 contains 16505 members Entering Unmasked Estep Score: -3743682.750000 Penalty: 3437.315674 Iteration 30Q: 3 clusters Score -3743683 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22795 members Mstep: Class 2 contains 16402 members Entering Unmasked Estep Score: -3743677.000000 Penalty: 3437.315674 Iteration 31Q: 3 clusters Score -3743677 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22889 members Mstep: Class 2 contains 16308 members Entering Unmasked Estep Score: -3743682.250000 Penalty: 3437.315674 Iteration 32Q: 3 clusters Score -3743682 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22988 members Mstep: Class 2 contains 16209 members Entering Unmasked Estep Score: -3743692.750000 Penalty: 3437.315674 Iteration 33Q: 3 clusters Score -3743693 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23094 members Mstep: Class 2 contains 16103 members Entering Unmasked Estep Score: -3743694.500000 Penalty: 3437.315674 Iteration 34Q: 3 clusters Score -3743694 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23211 members Mstep: Class 2 contains 15986 members Entering Unmasked Estep Score: -3743711.500000 Penalty: 3437.315674 Iteration 35Q: 3 clusters Score -3743712 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23338 members Mstep: Class 2 contains 15859 members Entering Unmasked Estep Score: -3743719.250000 Penalty: 3437.315674 Iteration 36Q: 3 clusters Score -3743719 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23453 members Mstep: Class 2 contains 15744 members Entering Unmasked Estep Score: -3743735.000000 Penalty: 3437.315674 Iteration 37Q: 3 clusters Score -3743735 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23566 members Mstep: Class 2 contains 15631 members Entering Unmasked Estep Score: -3743747.000000 Penalty: 3437.315674 Iteration 38Q: 3 clusters Score -3743747 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23694 members Mstep: Class 2 contains 15503 members Entering Unmasked Estep Score: -3743753.000000 Penalty: 3437.315674 Iteration 39Q: 3 clusters Score -3743753 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23820 members Mstep: Class 2 contains 15377 members Entering Unmasked Estep Score: -3743766.000000 Penalty: 3437.315674 Iteration 40F: 3 clusters Score -3743766 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23930 members Mstep: Class 2 contains 15267 members Entering Unmasked Estep Score: -3743780.500000 Penalty: 3437.315674 Iteration 41Q: 3 clusters Score -3743780 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24053 members Mstep: Class 2 contains 15144 members Entering Unmasked Estep Score: -3743803.250000 Penalty: 3437.315674 Iteration 42Q: 3 clusters Score -3743803 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24178 members Mstep: Class 2 contains 15019 members Entering Unmasked Estep Score: -3743807.250000 Penalty: 3437.315674 Iteration 43Q: 3 clusters Score -3743807 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24294 members Mstep: Class 2 contains 14903 members Entering Unmasked Estep Score: -3743810.750000 Penalty: 3437.315674 Iteration 44Q: 3 clusters Score -3743811 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24416 members Mstep: Class 2 contains 14781 members Entering Unmasked Estep Score: -3743824.250000 Penalty: 3437.315674 Iteration 45Q: 3 clusters Score -3743824 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24539 members Mstep: Class 2 contains 14658 members Entering Unmasked Estep Score: -3743833.250000 Penalty: 3437.315674 Iteration 46Q: 3 clusters Score -3743833 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24685 members Mstep: Class 2 contains 14512 members Entering Unmasked Estep Score: -3743837.000000 Penalty: 3437.315674 Iteration 47Q: 3 clusters Score -3743837 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24816 members Mstep: Class 2 contains 14381 members Entering Unmasked Estep Score: -3743850.750000 Penalty: 3437.315674 Iteration 48Q: 3 clusters Score -3743851 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24974 members Mstep: Class 2 contains 14223 members Entering Unmasked Estep Score: -3743883.250000 Penalty: 3437.315674 Iteration 49Q: 3 clusters Score -3743883 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25133 members Mstep: Class 2 contains 14064 members Entering Unmasked Estep Score: -3743905.750000 Penalty: 3437.315674 Iteration 50Q: 3 clusters Score -3743906 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25317 members Mstep: Class 2 contains 13880 members Entering Unmasked Estep Score: -3743947.000000 Penalty: 3437.315674 Iteration 51Q: 3 clusters Score -3743947 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25523 members Mstep: Class 2 contains 13674 members Entering Unmasked Estep Score: -3743963.500000 Penalty: 3437.315674 Iteration 52Q: 3 clusters Score -3743964 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25749 members Mstep: Class 2 contains 13448 members Entering Unmasked Estep Score: -3744005.500000 Penalty: 3437.315674 Iteration 53Q: 3 clusters Score -3744006 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25982 members Mstep: Class 2 contains 13215 members Entering Unmasked Estep Score: -3744048.500000 Penalty: 3437.315674 Iteration 54Q: 3 clusters Score -3744048 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26252 members Mstep: Class 2 contains 12945 members Entering Unmasked Estep Score: -3744104.000000 Penalty: 3437.315674 Iteration 55Q: 3 clusters Score -3744104 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26562 members Mstep: Class 2 contains 12635 members Entering Unmasked Estep Score: -3744163.250000 Penalty: 3437.315674 Iteration 56Q: 3 clusters Score -3744163 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26903 members Mstep: Class 2 contains 12294 members Entering Unmasked Estep Score: -3744209.500000 Penalty: 3437.315674 Iteration 57Q: 3 clusters Score -3744210 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27220 members Mstep: Class 2 contains 11977 members Entering Unmasked Estep Score: -3744282.750000 Penalty: 3437.315674 Iteration 58Q: 3 clusters Score -3744283 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27567 members Mstep: Class 2 contains 11630 members Entering Unmasked Estep Score: -3744375.000000 Penalty: 3437.315674 Iteration 59Q: 3 clusters Score -3744375 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27909 members Mstep: Class 2 contains 11288 members Entering Unmasked Estep Score: -3744451.500000 Penalty: 3437.315674 Iteration 60F: 3 clusters Score -3744452 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28266 members Mstep: Class 2 contains 10931 members Entering Unmasked Estep Score: -3744534.500000 Penalty: 3437.315674 Iteration 61Q: 3 clusters Score -3744534 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28641 members Mstep: Class 2 contains 10556 members Entering Unmasked Estep Score: -3744621.750000 Penalty: 3437.315674 Iteration 62Q: 3 clusters Score -3744622 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29062 members Mstep: Class 2 contains 10135 members Entering Unmasked Estep Score: -3744748.250000 Penalty: 3437.315674 Iteration 63Q: 3 clusters Score -3744748 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29550 members Mstep: Class 2 contains 9647 members Entering Unmasked Estep Score: -3744897.000000 Penalty: 3437.315674 Iteration 64Q: 3 clusters Score -3744897 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30031 members Mstep: Class 2 contains 9166 members Entering Unmasked Estep Score: -3745043.250000 Penalty: 3437.315674 Iteration 65Q: 3 clusters Score -3745043 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30503 members Mstep: Class 2 contains 8694 members Entering Unmasked Estep Score: -3745178.250000 Penalty: 3437.315674 Iteration 66Q: 3 clusters Score -3745178 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31009 members Mstep: Class 2 contains 8188 members Entering Unmasked Estep Score: -3745346.750000 Penalty: 3437.315674 Iteration 67Q: 3 clusters Score -3745347 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31522 members Mstep: Class 2 contains 7675 members Entering Unmasked Estep Score: -3745516.250000 Penalty: 3437.315674 Iteration 68Q: 3 clusters Score -3745516 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32007 members Mstep: Class 2 contains 7190 members Entering Unmasked Estep Score: -3745705.250000 Penalty: 3437.315674 Iteration 69Q: 3 clusters Score -3745705 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32501 members Mstep: Class 2 contains 6696 members Entering Unmasked Estep Score: -3745876.500000 Penalty: 3437.315674 Iteration 70Q: 3 clusters Score -3745876 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32982 members Mstep: Class 2 contains 6215 members Entering Unmasked Estep Score: -3746067.750000 Penalty: 3437.315674 Iteration 71Q: 3 clusters Score -3746068 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33439 members Mstep: Class 2 contains 5758 members Entering Unmasked Estep Score: -3746234.750000 Penalty: 3437.315674 Iteration 72Q: 3 clusters Score -3746235 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33868 members Mstep: Class 2 contains 5329 members Entering Unmasked Estep Score: -3746406.000000 Penalty: 3437.315674 Iteration 73Q: 3 clusters Score -3746406 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34289 members Mstep: Class 2 contains 4908 members Entering Unmasked Estep Score: -3746585.250000 Penalty: 3437.315674 Iteration 74Q: 3 clusters Score -3746585 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34666 members Mstep: Class 2 contains 4531 members Entering Unmasked Estep Score: -3746744.250000 Penalty: 3437.315674 Iteration 75Q: 3 clusters Score -3746744 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35039 members Mstep: Class 2 contains 4158 members Entering Unmasked Estep Score: -3746930.250000 Penalty: 3437.315674 Iteration 76Q: 3 clusters Score -3746930 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35390 members Mstep: Class 2 contains 3807 members Entering Unmasked Estep Score: -3747128.250000 Penalty: 3437.315674 Iteration 77Q: 3 clusters Score -3747128 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35722 members Mstep: Class 2 contains 3475 members Entering Unmasked Estep Score: -3747327.250000 Penalty: 3437.315674 Iteration 78Q: 3 clusters Score -3747327 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35995 members Mstep: Class 2 contains 3202 members Entering Unmasked Estep Score: -3747523.750000 Penalty: 3437.315674 Iteration 79Q: 3 clusters Score -3747524 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36214 members Mstep: Class 2 contains 2983 members Entering Unmasked Estep Score: -3747703.000000 Penalty: 3437.315674 Iteration 80F: 3 clusters Score -3747703 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36402 members Mstep: Class 2 contains 2795 members Entering Unmasked Estep Score: -3747894.500000 Penalty: 3437.315674 Iteration 81Q: 3 clusters Score -3747894 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36547 members Mstep: Class 2 contains 2650 members Entering Unmasked Estep Score: -3748033.750000 Penalty: 3437.315674 Iteration 82Q: 3 clusters Score -3748034 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36627 members Mstep: Class 2 contains 2570 members Entering Unmasked Estep Score: -3748119.250000 Penalty: 3437.315674 Iteration 83Q: 3 clusters Score -3748119 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36664 members Mstep: Class 2 contains 2533 members Entering Unmasked Estep Score: -3748176.000000 Penalty: 3437.315674 Iteration 84Q: 3 clusters Score -3748176 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36676 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -3748204.500000 Penalty: 3437.315674 Iteration 85Q: 3 clusters Score -3748204 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36684 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -3748229.750000 Penalty: 3437.315674 Iteration 86Q: 3 clusters Score -3748230 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36690 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -3748244.750000 Penalty: 3437.315674 Iteration 87Q: 3 clusters Score -3748245 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36684 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -3748263.000000 Penalty: 3437.315674 Iteration 88Q: 3 clusters Score -3748263 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36660 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -3748275.000000 Penalty: 3437.315674 Iteration 89Q: 3 clusters Score -3748275 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36647 members Mstep: Class 2 contains 2550 members Entering Unmasked Estep Score: -3748275.750000 Penalty: 3437.315674 Iteration 90Q: 3 clusters Score -3748276 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36637 members Mstep: Class 2 contains 2560 members Entering Unmasked Estep Score: -3748284.000000 Penalty: 3437.315674 Iteration 91Q: 3 clusters Score -3748284 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36630 members Mstep: Class 2 contains 2567 members Entering Unmasked Estep Score: -3748289.750000 Penalty: 3437.315674 Iteration 92Q: 3 clusters Score -3748290 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36617 members Mstep: Class 2 contains 2580 members Entering Unmasked Estep Score: -3748297.250000 Penalty: 3437.315674 Iteration 93Q: 3 clusters Score -3748297 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36607 members Mstep: Class 2 contains 2590 members Entering Unmasked Estep Score: -3748297.000000 Penalty: 3437.315674 Iteration 94Q: 3 clusters Score -3748297 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36601 members Mstep: Class 2 contains 2596 members Entering Unmasked Estep Score: -3748297.500000 Penalty: 3437.315674 Iteration 95Q: 3 clusters Score -3748298 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36592 members Mstep: Class 2 contains 2605 members Entering Unmasked Estep Score: -3748293.500000 Penalty: 3437.315674 Iteration 96Q: 3 clusters Score -3748294 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36586 members Mstep: Class 2 contains 2611 members Entering Unmasked Estep Score: -3748299.250000 Penalty: 3437.315674 Iteration 97Q: 3 clusters Score -3748299 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36589 members Mstep: Class 2 contains 2608 members Entering Unmasked Estep Score: -3748304.750000 Penalty: 3437.315674 Iteration 98Q: 3 clusters Score -3748305 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36589 members Mstep: Class 2 contains 2608 members Entering Unmasked Estep Score: -3748306.750000 Penalty: 3437.315674 Iteration 99Q: 3 clusters Score -3748307 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36587 members Mstep: Class 2 contains 2610 members Entering Unmasked Estep Score: -3748306.250000 Penalty: 3437.315674 Iteration 100F: 3 clusters Score -3748306 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36585 members Mstep: Class 2 contains 2612 members Entering Unmasked Estep Score: -3748309.000000 Penalty: 3437.315674 Iteration 101Q: 3 clusters Score -3748309 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36583 members Mstep: Class 2 contains 2614 members Entering Unmasked Estep Score: -3748305.500000 Penalty: 3437.315674 Iteration 102Q: 3 clusters Score -3748306 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36580 members Mstep: Class 2 contains 2617 members Entering Unmasked Estep Score: -3748310.000000 Penalty: 3437.315674 Iteration 103Q: 3 clusters Score -3748310 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36578 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -3748312.250000 Penalty: 3437.315674 Iteration 104Q: 3 clusters Score -3748312 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36576 members Mstep: Class 2 contains 2621 members Entering Unmasked Estep Score: -3748315.000000 Penalty: 3437.315674 Iteration 105Q: 3 clusters Score -3748315 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36573 members Mstep: Class 2 contains 2624 members Entering Unmasked Estep Score: -3748312.250000 Penalty: 3437.315674 Iteration 106Q: 3 clusters Score -3748312 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36571 members Mstep: Class 2 contains 2626 members Entering Unmasked Estep Score: -3748313.750000 Penalty: 3437.315674 Iteration 107Q: 3 clusters Score -3748314 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36569 members Mstep: Class 2 contains 2628 members Entering Unmasked Estep Score: -3748318.250000 Penalty: 3437.315674 Iteration 108Q: 3 clusters Score -3748318 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36568 members Mstep: Class 2 contains 2629 members Entering Unmasked Estep Score: -3748315.000000 Penalty: 3437.315674 Iteration 109Q: 3 clusters Score -3748315 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36567 members Mstep: Class 2 contains 2630 members Entering Unmasked Estep Score: -3748313.500000 Penalty: 3437.315674 Iteration 110Q: 3 clusters Score -3748314 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36568 members Mstep: Class 2 contains 2629 members Entering Unmasked Estep Score: -3748313.500000 Penalty: 3437.315674 Iteration 111Q: 3 clusters Score -3748314 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36569 members Mstep: Class 2 contains 2628 members Entering Unmasked Estep Score: -3748313.250000 Penalty: 3437.315674 Iteration 112Q: 3 clusters Score -3748313 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36568 members Mstep: Class 2 contains 2629 members Entering Unmasked Estep Score: -3748312.000000 Penalty: 3437.315674 Iteration 113Q: 3 clusters Score -3748312 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36568 members Mstep: Class 2 contains 2629 members Entering Unmasked Estep Score: -3748312.000000 Penalty: 3437.315674 Iteration 114F: 3 clusters Score -3748312 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (2490 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2490 members Entering Unmasked Estep Score: -238850.218750 Penalty: 1270.756104 Iteration 0F: 2 clusters Score -238850.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -236512.906250 Penalty: 2541.512207 Iteration 0F: 3 clusters Score -236512.9 nChanged 868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -237027.359375 Penalty: 2541.512207 Iteration 1F: 3 clusters Score -237027.4 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -237158.125000 Penalty: 2541.512207 Iteration 2F: 3 clusters Score -237158.1 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -237242.343750 Penalty: 2541.512207 Iteration 3F: 3 clusters Score -237242.3 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -237283.515625 Penalty: 2541.512207 Iteration 4Q: 3 clusters Score -237283.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -237310.750000 Penalty: 2541.512207 Iteration 5Q: 3 clusters Score -237310.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -237333.953125 Penalty: 2541.512207 Iteration 6Q: 3 clusters Score -237334 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -237354.359375 Penalty: 2541.512207 Iteration 7Q: 3 clusters Score -237354.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -237372.890625 Penalty: 2541.512207 Iteration 8Q: 3 clusters Score -237372.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -237390.343750 Penalty: 2541.512207 Iteration 9Q: 3 clusters Score -237390.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -237410.640625 Penalty: 2541.512207 Iteration 10Q: 3 clusters Score -237410.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -237444.046875 Penalty: 2541.512207 Iteration 11Q: 3 clusters Score -237444 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -237463.906250 Penalty: 2541.512207 Iteration 12Q: 3 clusters Score -237463.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -237476.093750 Penalty: 2541.512207 Iteration 13Q: 3 clusters Score -237476.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -237489.296875 Penalty: 2541.512207 Iteration 14Q: 3 clusters Score -237489.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -237501.187500 Penalty: 2541.512207 Iteration 15Q: 3 clusters Score -237501.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -237512.812500 Penalty: 2541.512207 Iteration 16Q: 3 clusters Score -237512.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -237523.406250 Penalty: 2541.512207 Iteration 17Q: 3 clusters Score -237523.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -237532.875000 Penalty: 2541.512207 Iteration 18Q: 3 clusters Score -237532.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -237542.203125 Penalty: 2541.512207 Iteration 19Q: 3 clusters Score -237542.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -237552.781250 Penalty: 2541.512207 Iteration 20F: 3 clusters Score -237552.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -237568.265625 Penalty: 2541.512207 Iteration 21Q: 3 clusters Score -237568.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -237577.843750 Penalty: 2541.512207 Iteration 22Q: 3 clusters Score -237577.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -237585.515625 Penalty: 2541.512207 Iteration 23Q: 3 clusters Score -237585.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -237592.140625 Penalty: 2541.512207 Iteration 24Q: 3 clusters Score -237592.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -237597.687500 Penalty: 2541.512207 Iteration 25Q: 3 clusters Score -237597.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -237600.937500 Penalty: 2541.512207 Iteration 26Q: 3 clusters Score -237600.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -237602.875000 Penalty: 2541.512207 Iteration 27Q: 3 clusters Score -237602.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -237604.562500 Penalty: 2541.512207 Iteration 28Q: 3 clusters Score -237604.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -237605.187500 Penalty: 2541.512207 Iteration 29Q: 3 clusters Score -237605.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -237605.750000 Penalty: 2541.512207 Iteration 30Q: 3 clusters Score -237605.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -237606.765625 Penalty: 2541.512207 Iteration 31Q: 3 clusters Score -237606.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -237607.593750 Penalty: 2541.512207 Iteration 32Q: 3 clusters Score -237607.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -237608.859375 Penalty: 2541.512207 Iteration 33Q: 3 clusters Score -237608.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -237610.265625 Penalty: 2541.512207 Iteration 34Q: 3 clusters Score -237610.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -237611.296875 Penalty: 2541.512207 Iteration 35Q: 3 clusters Score -237611.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -237611.953125 Penalty: 2541.512207 Iteration 36Q: 3 clusters Score -237612 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -237611.953125 Penalty: 2541.512207 Iteration 37F: 3 clusters Score -237612 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (2074 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2074 members Entering Unmasked Estep Score: -209802.234375 Penalty: 1241.050537 Iteration 0F: 2 clusters Score -209802.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -207641.937500 Penalty: 2482.101074 Iteration 0F: 3 clusters Score -207641.9 nChanged 728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -208037.890625 Penalty: 2482.101074 Iteration 1F: 3 clusters Score -208037.9 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -208140.453125 Penalty: 2482.101074 Iteration 2F: 3 clusters Score -208140.5 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -208207.328125 Penalty: 2482.101074 Iteration 3Q: 3 clusters Score -208207.3 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -208266.296875 Penalty: 2482.101074 Iteration 4Q: 3 clusters Score -208266.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -208294.703125 Penalty: 2482.101074 Iteration 5Q: 3 clusters Score -208294.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -208314.718750 Penalty: 2482.101074 Iteration 6Q: 3 clusters Score -208314.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -208329.687500 Penalty: 2482.101074 Iteration 7Q: 3 clusters Score -208329.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -208339.000000 Penalty: 2482.101074 Iteration 8Q: 3 clusters Score -208339 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -208348.015625 Penalty: 2482.101074 Iteration 9Q: 3 clusters Score -208348 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -208354.562500 Penalty: 2482.101074 Iteration 10Q: 3 clusters Score -208354.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -208359.890625 Penalty: 2482.101074 Iteration 11Q: 3 clusters Score -208359.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -208365.984375 Penalty: 2482.101074 Iteration 12Q: 3 clusters Score -208366 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -208372.656250 Penalty: 2482.101074 Iteration 13Q: 3 clusters Score -208372.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -208379.984375 Penalty: 2482.101074 Iteration 14Q: 3 clusters Score -208380 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -208387.375000 Penalty: 2482.101074 Iteration 15Q: 3 clusters Score -208387.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -208397.281250 Penalty: 2482.101074 Iteration 16Q: 3 clusters Score -208397.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -208406.781250 Penalty: 2482.101074 Iteration 17Q: 3 clusters Score -208406.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -208411.671875 Penalty: 2482.101074 Iteration 18Q: 3 clusters Score -208411.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -208418.656250 Penalty: 2482.101074 Iteration 19Q: 3 clusters Score -208418.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -208429.046875 Penalty: 2482.101074 Iteration 20F: 3 clusters Score -208429 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -208433.312500 Penalty: 2482.101074 Iteration 21Q: 3 clusters Score -208433.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -208437.093750 Penalty: 2482.101074 Iteration 22Q: 3 clusters Score -208437.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -208441.187500 Penalty: 2482.101074 Iteration 23Q: 3 clusters Score -208441.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -208444.437500 Penalty: 2482.101074 Iteration 24Q: 3 clusters Score -208444.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -208446.250000 Penalty: 2482.101074 Iteration 25Q: 3 clusters Score -208446.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -208448.218750 Penalty: 2482.101074 Iteration 26Q: 3 clusters Score -208448.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -208449.437500 Penalty: 2482.101074 Iteration 27Q: 3 clusters Score -208449.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -208451.828125 Penalty: 2482.101074 Iteration 28Q: 3 clusters Score -208451.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -208452.406250 Penalty: 2482.101074 Iteration 29Q: 3 clusters Score -208452.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -208454.296875 Penalty: 2482.101074 Iteration 30Q: 3 clusters Score -208454.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -208456.093750 Penalty: 2482.101074 Iteration 31Q: 3 clusters Score -208456.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -208456.906250 Penalty: 2482.101074 Iteration 32Q: 3 clusters Score -208456.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -208456.906250 Penalty: 2482.101074 Iteration 33F: 3 clusters Score -208456.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (91321 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91321 members Entering Unmasked Estep Score: -9122243.000000 Penalty: 1856.097168 Iteration 0F: 2 clusters Score -9122243 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45609 members Mstep: Class 2 contains 45712 members Entering Unmasked Estep Score: -9060991.000000 Penalty: 3712.194336 Iteration 0F: 3 clusters Score -9060991 nChanged 43608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43509 members Mstep: Class 2 contains 47812 members Entering Unmasked Estep Score: -9086389.000000 Penalty: 3712.194336 Iteration 1F: 3 clusters Score -9086389 nChanged 3068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42241 members Mstep: Class 2 contains 49080 members Entering Unmasked Estep Score: -9087132.000000 Penalty: 3712.194336 Iteration 2Q: 3 clusters Score -9087132 nChanged 3430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40323 members Mstep: Class 2 contains 50998 members Entering Unmasked Estep Score: -9088142.000000 Penalty: 3712.194336 Iteration 3Q: 3 clusters Score -9088142 nChanged 3840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37527 members Mstep: Class 2 contains 53794 members Entering Unmasked Estep Score: -9089417.000000 Penalty: 3712.194336 Iteration 4Q: 3 clusters Score -9089417 nChanged 4657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33512 members Mstep: Class 2 contains 57809 members Entering Unmasked Estep Score: -9091781.000000 Penalty: 3712.194336 Iteration 5F: 3 clusters Score -9091781 nChanged 5989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27889 members Mstep: Class 2 contains 63432 members Entering Unmasked Estep Score: -9095435.000000 Penalty: 3712.194336 Iteration 6F: 3 clusters Score -9095435 nChanged 7082 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20939 members Mstep: Class 2 contains 70382 members Entering Unmasked Estep Score: -9100773.000000 Penalty: 3712.194336 Iteration 7F: 3 clusters Score -9100773 nChanged 7530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13435 members Mstep: Class 2 contains 77886 members Entering Unmasked Estep Score: -9107629.000000 Penalty: 3712.194336 Iteration 8F: 3 clusters Score -9107629 nChanged 6313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7124 members Mstep: Class 2 contains 84197 members Entering Unmasked Estep Score: -9113709.000000 Penalty: 3712.194336 Iteration 9F: 3 clusters Score -9113709 nChanged 4038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3086 members Mstep: Class 2 contains 88235 members Entering Unmasked Estep Score: -9117585.000000 Penalty: 3712.194336 Iteration 10Q: 3 clusters Score -9117585 nChanged 1945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 90180 members Entering Unmasked Estep Score: -9119454.000000 Penalty: 3712.194336 Iteration 11Q: 3 clusters Score -9119454 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 90891 members Entering Unmasked Estep Score: -9120153.000000 Penalty: 3712.194336 Iteration 12Q: 3 clusters Score -9120153 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 91090 members Entering Unmasked Estep Score: -9120369.000000 Penalty: 3712.194336 Iteration 13Q: 3 clusters Score -9120369 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 91146 members Entering Unmasked Estep Score: -9120470.000000 Penalty: 3712.194336 Iteration 14Q: 3 clusters Score -9120470 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 91160 members Entering Unmasked Estep Score: -9120489.000000 Penalty: 3712.194336 Iteration 15Q: 3 clusters Score -9120489 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 91166 members Entering Unmasked Estep Score: -9120502.000000 Penalty: 3712.194336 Iteration 16Q: 3 clusters Score -9120502 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 91173 members Entering Unmasked Estep Score: -9120522.000000 Penalty: 3712.194336 Iteration 17Q: 3 clusters Score -9120522 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 91178 members Entering Unmasked Estep Score: -9120528.000000 Penalty: 3712.194336 Iteration 18Q: 3 clusters Score -9120528 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 91179 members Entering Unmasked Estep Score: -9120530.000000 Penalty: 3712.194336 Iteration 19Q: 3 clusters Score -9120530 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 91180 members Entering Unmasked Estep Score: -9120542.000000 Penalty: 3712.194336 Iteration 20F: 3 clusters Score -9120542 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 91180 members Entering Unmasked Estep Score: -9120544.000000 Penalty: 3712.194336 Iteration 21Q: 3 clusters Score -9120544 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 91180 members Entering Unmasked Estep Score: -9120551.000000 Penalty: 3712.194336 Iteration 22Q: 3 clusters Score -9120551 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 91181 members Entering Unmasked Estep Score: -9120552.000000 Penalty: 3712.194336 Iteration 23Q: 3 clusters Score -9120552 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 91182 members Entering Unmasked Estep Score: -9120557.000000 Penalty: 3712.194336 Iteration 24Q: 3 clusters Score -9120557 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 91183 members Entering Unmasked Estep Score: -9120559.000000 Penalty: 3712.194336 Iteration 25Q: 3 clusters Score -9120559 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 91185 members Entering Unmasked Estep Score: -9120566.000000 Penalty: 3712.194336 Iteration 26Q: 3 clusters Score -9120566 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 91185 members Entering Unmasked Estep Score: -9120566.000000 Penalty: 3712.194336 Iteration 27F: 3 clusters Score -9120566 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (7547 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7547 members Entering Unmasked Estep Score: -683385.875000 Penalty: 1450.947144 Iteration 0F: 2 clusters Score -683385.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3781 members Mstep: Class 2 contains 3766 members Entering Unmasked Estep Score: -677784.937500 Penalty: 2901.894287 Iteration 0F: 3 clusters Score -677784.9 nChanged 3186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3963 members Mstep: Class 2 contains 3584 members Entering Unmasked Estep Score: -679524.750000 Penalty: 2901.894287 Iteration 1F: 3 clusters Score -679524.8 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4152 members Mstep: Class 2 contains 3395 members Entering Unmasked Estep Score: -679918.875000 Penalty: 2901.894287 Iteration 2F: 3 clusters Score -679918.9 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4412 members Mstep: Class 2 contains 3135 members Entering Unmasked Estep Score: -680384.187500 Penalty: 2901.894287 Iteration 3F: 3 clusters Score -680384.2 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4700 members Mstep: Class 2 contains 2847 members Entering Unmasked Estep Score: -681144.062500 Penalty: 2901.894287 Iteration 4F: 3 clusters Score -681144.1 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4927 members Mstep: Class 2 contains 2620 members Entering Unmasked Estep Score: -682511.750000 Penalty: 2901.894287 Iteration 5F: 3 clusters Score -682511.8 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4948 members Mstep: Class 2 contains 2599 members Entering Unmasked Estep Score: -685195.812500 Penalty: 2901.894287 Iteration 6F: 3 clusters Score -685195.8 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5028 members Mstep: Class 2 contains 2519 members Entering Unmasked Estep Score: -687729.687500 Penalty: 2901.894287 Iteration 7F: 3 clusters Score -687729.7 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5133 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -688109.000000 Penalty: 2901.894287 Iteration 8Q: 3 clusters Score -688109 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5145 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -688166.375000 Penalty: 2901.894287 Iteration 9Q: 3 clusters Score -688166.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5136 members Mstep: Class 2 contains 2411 members Entering Unmasked Estep Score: -688176.250000 Penalty: 2901.894287 Iteration 10Q: 3 clusters Score -688176.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5129 members Mstep: Class 2 contains 2418 members Entering Unmasked Estep Score: -688178.625000 Penalty: 2901.894287 Iteration 11Q: 3 clusters Score -688178.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5122 members Mstep: Class 2 contains 2425 members Entering Unmasked Estep Score: -688181.937500 Penalty: 2901.894287 Iteration 12Q: 3 clusters Score -688181.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5120 members Mstep: Class 2 contains 2427 members Entering Unmasked Estep Score: -688179.437500 Penalty: 2901.894287 Iteration 13Q: 3 clusters Score -688179.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5118 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -688181.187500 Penalty: 2901.894287 Iteration 14Q: 3 clusters Score -688181.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5117 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -688181.750000 Penalty: 2901.894287 Iteration 15Q: 3 clusters Score -688181.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5117 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -688181.750000 Penalty: 2901.894287 Iteration 16F: 3 clusters Score -688181.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 142063 members Mstep: Class 3 contains 3204 members Mstep: Class 4 contains 877 members Mstep: Class 5 contains 445 members Mstep: Class 6 contains 13729 members Mstep: Class 7 contains 423 members Mstep: Class 8 contains 13604 members Mstep: Class 9 contains 1105 members Mstep: Class 10 contains 3134 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 680 members Mstep: Class 13 contains 2373 members Mstep: Class 14 contains 714 members Mstep: Class 15 contains 282 members Mstep: Class 16 contains 1371 members Mstep: Class 17 contains 3666 members Mstep: Class 18 contains 39197 members Mstep: Class 19 contains 2430 members Mstep: Class 20 contains 2490 members Mstep: Class 21 contains 2074 members Mstep: Class 22 contains 91321 members Mstep: Class 23 contains 5117 members Mstep: Class 24 contains 9522 members Mstep: Class 25 contains 2001 members Entering Unmasked Estep Score: -33083538.000000 Penalty: 51797.585938 Splitting cluster 23 changes total score from -33079366.000000 to -33083538.000000 So it's getting split into cluster 19. Entering ConstructFrom: Trying to split cluster 24 (9522 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9522 members Entering Unmasked Estep Score: -883313.687500 Penalty: 1488.720947 Iteration 0F: 2 clusters Score -883313.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4748 members Mstep: Class 2 contains 4774 members Entering Unmasked Estep Score: -876490.250000 Penalty: 2977.441895 Iteration 0F: 3 clusters Score -876490.2 nChanged 4089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4729 members Mstep: Class 2 contains 4793 members Entering Unmasked Estep Score: -878704.250000 Penalty: 2977.441895 Iteration 1F: 3 clusters Score -878704.2 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4778 members Mstep: Class 2 contains 4744 members Entering Unmasked Estep Score: -878931.000000 Penalty: 2977.441895 Iteration 2F: 3 clusters Score -878931 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4847 members Mstep: Class 2 contains 4675 members Entering Unmasked Estep Score: -879113.000000 Penalty: 2977.441895 Iteration 3Q: 3 clusters Score -879113 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4910 members Mstep: Class 2 contains 4612 members Entering Unmasked Estep Score: -879282.937500 Penalty: 2977.441895 Iteration 4Q: 3 clusters Score -879282.9 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4989 members Mstep: Class 2 contains 4533 members Entering Unmasked Estep Score: -879446.375000 Penalty: 2977.441895 Iteration 5Q: 3 clusters Score -879446.4 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5096 members Mstep: Class 2 contains 4426 members Entering Unmasked Estep Score: -879647.562500 Penalty: 2977.441895 Iteration 6Q: 3 clusters Score -879647.6 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5231 members Mstep: Class 2 contains 4291 members Entering Unmasked Estep Score: -879913.937500 Penalty: 2977.441895 Iteration 7Q: 3 clusters Score -879913.9 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5401 members Mstep: Class 2 contains 4121 members Entering Unmasked Estep Score: -880283.500000 Penalty: 2977.441895 Iteration 8Q: 3 clusters Score -880283.5 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5596 members Mstep: Class 2 contains 3926 members Entering Unmasked Estep Score: -880786.375000 Penalty: 2977.441895 Iteration 9F: 3 clusters Score -880786.4 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5776 members Mstep: Class 2 contains 3746 members Entering Unmasked Estep Score: -881305.750000 Penalty: 2977.441895 Iteration 10F: 3 clusters Score -881305.8 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5941 members Mstep: Class 2 contains 3581 members Entering Unmasked Estep Score: -881733.687500 Penalty: 2977.441895 Iteration 11F: 3 clusters Score -881733.7 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6079 members Mstep: Class 2 contains 3443 members Entering Unmasked Estep Score: -882038.000000 Penalty: 2977.441895 Iteration 12Q: 3 clusters Score -882038 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6211 members Mstep: Class 2 contains 3311 members Entering Unmasked Estep Score: -882247.500000 Penalty: 2977.441895 Iteration 13Q: 3 clusters Score -882247.5 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6294 members Mstep: Class 2 contains 3228 members Entering Unmasked Estep Score: -882356.937500 Penalty: 2977.441895 Iteration 14Q: 3 clusters Score -882356.9 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6351 members Mstep: Class 2 contains 3171 members Entering Unmasked Estep Score: -882409.562500 Penalty: 2977.441895 Iteration 15Q: 3 clusters Score -882409.6 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6397 members Mstep: Class 2 contains 3125 members Entering Unmasked Estep Score: -882431.500000 Penalty: 2977.441895 Iteration 16Q: 3 clusters Score -882431.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6427 members Mstep: Class 2 contains 3095 members Entering Unmasked Estep Score: -882445.000000 Penalty: 2977.441895 Iteration 17Q: 3 clusters Score -882445 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6456 members Mstep: Class 2 contains 3066 members Entering Unmasked Estep Score: -882457.250000 Penalty: 2977.441895 Iteration 18Q: 3 clusters Score -882457.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6483 members Mstep: Class 2 contains 3039 members Entering Unmasked Estep Score: -882469.750000 Penalty: 2977.441895 Iteration 19Q: 3 clusters Score -882469.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6506 members Mstep: Class 2 contains 3016 members Entering Unmasked Estep Score: -882477.875000 Penalty: 2977.441895 Iteration 20F: 3 clusters Score -882477.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6524 members Mstep: Class 2 contains 2998 members Entering Unmasked Estep Score: -882480.937500 Penalty: 2977.441895 Iteration 21Q: 3 clusters Score -882480.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6537 members Mstep: Class 2 contains 2985 members Entering Unmasked Estep Score: -882482.312500 Penalty: 2977.441895 Iteration 22Q: 3 clusters Score -882482.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6546 members Mstep: Class 2 contains 2976 members Entering Unmasked Estep Score: -882485.375000 Penalty: 2977.441895 Iteration 23Q: 3 clusters Score -882485.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6556 members Mstep: Class 2 contains 2966 members Entering Unmasked Estep Score: -882488.187500 Penalty: 2977.441895 Iteration 24Q: 3 clusters Score -882488.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6564 members Mstep: Class 2 contains 2958 members Entering Unmasked Estep Score: -882486.875000 Penalty: 2977.441895 Iteration 25Q: 3 clusters Score -882486.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6570 members Mstep: Class 2 contains 2952 members Entering Unmasked Estep Score: -882487.812500 Penalty: 2977.441895 Iteration 26Q: 3 clusters Score -882487.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6576 members Mstep: Class 2 contains 2946 members Entering Unmasked Estep Score: -882489.437500 Penalty: 2977.441895 Iteration 27Q: 3 clusters Score -882489.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6579 members Mstep: Class 2 contains 2943 members Entering Unmasked Estep Score: -882490.062500 Penalty: 2977.441895 Iteration 28Q: 3 clusters Score -882490.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6581 members Mstep: Class 2 contains 2941 members Entering Unmasked Estep Score: -882490.625000 Penalty: 2977.441895 Iteration 29Q: 3 clusters Score -882490.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6581 members Mstep: Class 2 contains 2941 members Entering Unmasked Estep Score: -882490.625000 Penalty: 2977.441895 Iteration 30F: 3 clusters Score -882490.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (2001 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Entering Unmasked Estep Score: -185145.375000 Penalty: 1235.227905 Iteration 0F: 2 clusters Score -185145.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -183047.937500 Penalty: 2470.455811 Iteration 0F: 3 clusters Score -183047.9 nChanged 695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -183538.328125 Penalty: 2470.455811 Iteration 1F: 3 clusters Score -183538.3 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -183686.359375 Penalty: 2470.455811 Iteration 2F: 3 clusters Score -183686.4 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -183753.468750 Penalty: 2470.455811 Iteration 3Q: 3 clusters Score -183753.5 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -183827.953125 Penalty: 2470.455811 Iteration 4Q: 3 clusters Score -183828 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -183890.140625 Penalty: 2470.455811 Iteration 5Q: 3 clusters Score -183890.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -183966.437500 Penalty: 2470.455811 Iteration 6Q: 3 clusters Score -183966.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -184035.296875 Penalty: 2470.455811 Iteration 7Q: 3 clusters Score -184035.3 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -184087.000000 Penalty: 2470.455811 Iteration 8Q: 3 clusters Score -184087 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -184128.812500 Penalty: 2470.455811 Iteration 9Q: 3 clusters Score -184128.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -184157.875000 Penalty: 2470.455811 Iteration 10Q: 3 clusters Score -184157.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -184187.921875 Penalty: 2470.455811 Iteration 11Q: 3 clusters Score -184187.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -184213.875000 Penalty: 2470.455811 Iteration 12Q: 3 clusters Score -184213.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -184232.765625 Penalty: 2470.455811 Iteration 13Q: 3 clusters Score -184232.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -184244.218750 Penalty: 2470.455811 Iteration 14Q: 3 clusters Score -184244.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -184258.687500 Penalty: 2470.455811 Iteration 15Q: 3 clusters Score -184258.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -184270.546875 Penalty: 2470.455811 Iteration 16Q: 3 clusters Score -184270.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -184282.921875 Penalty: 2470.455811 Iteration 17Q: 3 clusters Score -184282.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -184297.968750 Penalty: 2470.455811 Iteration 18Q: 3 clusters Score -184298 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -184306.156250 Penalty: 2470.455811 Iteration 19Q: 3 clusters Score -184306.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -184312.796875 Penalty: 2470.455811 Iteration 20F: 3 clusters Score -184312.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -184316.765625 Penalty: 2470.455811 Iteration 21Q: 3 clusters Score -184316.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -184321.750000 Penalty: 2470.455811 Iteration 22Q: 3 clusters Score -184321.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -184327.562500 Penalty: 2470.455811 Iteration 23Q: 3 clusters Score -184327.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -184332.281250 Penalty: 2470.455811 Iteration 24Q: 3 clusters Score -184332.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -184336.687500 Penalty: 2470.455811 Iteration 25Q: 3 clusters Score -184336.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -184337.296875 Penalty: 2470.455811 Iteration 26Q: 3 clusters Score -184337.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -184337.296875 Penalty: 2470.455811 Iteration 27F: 3 clusters Score -184337.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 142063 members Mstep: Class 3 contains 3204 members Mstep: Class 4 contains 877 members Mstep: Class 5 contains 445 members Mstep: Class 6 contains 13729 members Mstep: Class 7 contains 423 members Mstep: Class 8 contains 13604 members Mstep: Class 9 contains 1105 members Mstep: Class 10 contains 3134 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 680 members Mstep: Class 13 contains 2373 members Mstep: Class 14 contains 714 members Mstep: Class 15 contains 282 members Mstep: Class 16 contains 1371 members Mstep: Class 17 contains 3666 members Mstep: Class 18 contains 39197 members Mstep: Class 20 contains 2490 members Mstep: Class 21 contains 2074 members Mstep: Class 22 contains 91321 members Mstep: Class 23 contains 5117 members Mstep: Class 24 contains 9522 members Mstep: Class 25 contains 2001 members Entering Unmasked Estep ConsiderDeletion Score: -33083778.000000 Penalty: 51797.585938 Iteration 119Q: 26 clusters Score -3.308378e+07 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 142051 members Mstep: Class 3 contains 3209 members Mstep: Class 4 contains 866 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 13934 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13602 members Mstep: Class 9 contains 1118 members Mstep: Class 10 contains 3137 members Mstep: Class 11 contains 1228 members Mstep: Class 12 contains 680 members Mstep: Class 13 contains 2370 members Mstep: Class 14 contains 714 members Mstep: Class 15 contains 281 members Mstep: Class 16 contains 1373 members Mstep: Class 17 contains 3666 members Mstep: Class 18 contains 39178 members Mstep: Class 19 contains 2202 members Mstep: Class 20 contains 2490 members Mstep: Class 21 contains 2074 members Mstep: Class 22 contains 91320 members Mstep: Class 23 contains 5125 members Mstep: Class 24 contains 9554 members Mstep: Class 25 contains 2001 members Entering Unmasked Estep ConsiderDeletion Score: -33084100.000000 Penalty: 51797.585938 Iteration 120F: 26 clusters Score -3.30841e+07 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 142040 members Mstep: Class 3 contains 3215 members Mstep: Class 4 contains 772 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 13976 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13600 members Mstep: Class 9 contains 1118 members Mstep: Class 10 contains 3135 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 679 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 714 members Mstep: Class 15 contains 279 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3666 members Mstep: Class 18 contains 39160 members Mstep: Class 19 contains 2264 members Mstep: Class 20 contains 2491 members Mstep: Class 21 contains 2073 members Mstep: Class 22 contains 91320 members Mstep: Class 23 contains 5124 members Mstep: Class 24 contains 9574 members Mstep: Class 25 contains 2001 members Entering Unmasked Estep ConsiderDeletion Score: -33084456.000000 Penalty: 51797.585938 Iteration 121Q: 26 clusters Score -3.308446e+07 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 142031 members Mstep: Class 3 contains 3224 members Mstep: Class 4 contains 723 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14015 members Mstep: Class 7 contains 430 members Mstep: Class 8 contains 13595 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 3135 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 679 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 714 members Mstep: Class 15 contains 275 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3663 members Mstep: Class 18 contains 39135 members Mstep: Class 19 contains 2292 members Mstep: Class 20 contains 2491 members Mstep: Class 21 contains 2073 members Mstep: Class 22 contains 91321 members Mstep: Class 23 contains 5120 members Mstep: Class 24 contains 9599 members Mstep: Class 25 contains 2001 members Entering Unmasked Estep ConsiderDeletion Score: -33084614.000000 Penalty: 51797.585938 Iteration 122Q: 26 clusters Score -3.308461e+07 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 142017 members Mstep: Class 3 contains 3232 members Mstep: Class 4 contains 690 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14052 members Mstep: Class 7 contains 430 members Mstep: Class 8 contains 13589 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 3133 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 679 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 715 members Mstep: Class 15 contains 272 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3661 members Mstep: Class 18 contains 39117 members Mstep: Class 19 contains 2310 members Mstep: Class 20 contains 2491 members Mstep: Class 21 contains 2073 members Mstep: Class 22 contains 91320 members Mstep: Class 23 contains 5116 members Mstep: Class 24 contains 9619 members Mstep: Class 25 contains 2001 members Entering Unmasked Estep ConsiderDeletion Score: -33084770.000000 Penalty: 51797.585938 Iteration 123Q: 26 clusters Score -3.308477e+07 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 141996 members Mstep: Class 3 contains 3231 members Mstep: Class 4 contains 669 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14088 members Mstep: Class 7 contains 430 members Mstep: Class 8 contains 13588 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 3130 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 716 members Mstep: Class 15 contains 271 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3661 members Mstep: Class 18 contains 39111 members Mstep: Class 19 contains 2314 members Mstep: Class 20 contains 2491 members Mstep: Class 21 contains 2072 members Mstep: Class 22 contains 91318 members Mstep: Class 23 contains 5113 members Mstep: Class 24 contains 9640 members Mstep: Class 25 contains 2001 members Entering Unmasked Estep ConsiderDeletion Score: -33084782.000000 Penalty: 51797.585938 Iteration 124Q: 26 clusters Score -3.308478e+07 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 141977 members Mstep: Class 3 contains 3233 members Mstep: Class 4 contains 662 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14115 members Mstep: Class 7 contains 430 members Mstep: Class 8 contains 13584 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 3126 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 717 members Mstep: Class 15 contains 268 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3658 members Mstep: Class 18 contains 39106 members Mstep: Class 19 contains 2317 members Mstep: Class 20 contains 2491 members Mstep: Class 21 contains 2072 members Mstep: Class 22 contains 91319 members Mstep: Class 23 contains 5105 members Mstep: Class 24 contains 9661 members Mstep: Class 25 contains 2001 members Entering Unmasked Estep ConsiderDeletion Score: -33084852.000000 Penalty: 51797.585938 Iteration 125Q: 26 clusters Score -3.308485e+07 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 141956 members Mstep: Class 3 contains 3242 members Mstep: Class 4 contains 656 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14146 members Mstep: Class 7 contains 430 members Mstep: Class 8 contains 13581 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 3122 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 718 members Mstep: Class 15 contains 268 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3654 members Mstep: Class 18 contains 39105 members Mstep: Class 19 contains 2309 members Mstep: Class 20 contains 2491 members Mstep: Class 21 contains 2071 members Mstep: Class 22 contains 91318 members Mstep: Class 23 contains 5098 members Mstep: Class 24 contains 9678 members Mstep: Class 25 contains 2001 members Entering Unmasked Estep ConsiderDeletion Score: -33084830.000000 Penalty: 51797.585938 Iteration 126Q: 26 clusters Score -3.308483e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 141931 members Mstep: Class 3 contains 3251 members Mstep: Class 4 contains 657 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14170 members Mstep: Class 7 contains 430 members Mstep: Class 8 contains 13575 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 3117 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 719 members Mstep: Class 15 contains 266 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3654 members Mstep: Class 18 contains 39107 members Mstep: Class 19 contains 2300 members Mstep: Class 20 contains 2491 members Mstep: Class 21 contains 2071 members Mstep: Class 22 contains 91320 members Mstep: Class 23 contains 5092 members Mstep: Class 24 contains 9692 members Mstep: Class 25 contains 2001 members Entering Unmasked Estep ConsiderDeletion Score: -33084910.000000 Penalty: 51797.585938 Iteration 127Q: 26 clusters Score -3.308491e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 141913 members Mstep: Class 3 contains 3262 members Mstep: Class 4 contains 660 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14192 members Mstep: Class 7 contains 430 members Mstep: Class 8 contains 13571 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 3114 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 721 members Mstep: Class 15 contains 266 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3652 members Mstep: Class 18 contains 39105 members Mstep: Class 19 contains 2283 members Mstep: Class 20 contains 2491 members Mstep: Class 21 contains 2068 members Mstep: Class 22 contains 91319 members Mstep: Class 23 contains 5088 members Mstep: Class 24 contains 9711 members Mstep: Class 25 contains 2000 members Entering Unmasked Estep ConsiderDeletion Score: -33084924.000000 Penalty: 51797.585938 Iteration 128Q: 26 clusters Score -3.308492e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 141895 members Mstep: Class 3 contains 3267 members Mstep: Class 4 contains 661 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14209 members Mstep: Class 7 contains 430 members Mstep: Class 8 contains 13568 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 3113 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 722 members Mstep: Class 15 contains 266 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3652 members Mstep: Class 18 contains 39094 members Mstep: Class 19 contains 2269 members Mstep: Class 20 contains 2491 members Mstep: Class 21 contains 2066 members Mstep: Class 22 contains 91319 members Mstep: Class 23 contains 5087 members Mstep: Class 24 contains 9738 members Mstep: Class 25 contains 2000 members Entering Unmasked Estep ConsiderDeletion Score: -33084960.000000 Penalty: 51797.585938 Iteration 129Q: 26 clusters Score -3.308496e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 141877 members Mstep: Class 3 contains 3272 members Mstep: Class 4 contains 667 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14221 members Mstep: Class 7 contains 430 members Mstep: Class 8 contains 13568 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 3108 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 727 members Mstep: Class 15 contains 266 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3650 members Mstep: Class 18 contains 39083 members Mstep: Class 19 contains 2257 members Mstep: Class 20 contains 2491 members Mstep: Class 21 contains 2064 members Mstep: Class 22 contains 91318 members Mstep: Class 23 contains 5088 members Mstep: Class 24 contains 9765 members Mstep: Class 25 contains 1998 members Entering Unmasked Estep ConsiderDeletion Score: -33084922.000000 Penalty: 51797.585938 Iteration 130Q: 26 clusters Score -3.308492e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 141862 members Mstep: Class 3 contains 3279 members Mstep: Class 4 contains 669 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14237 members Mstep: Class 7 contains 430 members Mstep: Class 8 contains 13568 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 3103 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 729 members Mstep: Class 15 contains 266 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3648 members Mstep: Class 18 contains 39078 members Mstep: Class 19 contains 2244 members Mstep: Class 20 contains 2490 members Mstep: Class 21 contains 2061 members Mstep: Class 22 contains 91318 members Mstep: Class 23 contains 5088 members Mstep: Class 24 contains 9784 members Mstep: Class 25 contains 1998 members Entering Unmasked Estep ConsiderDeletion Score: -33084942.000000 Penalty: 51797.585938 Iteration 131Q: 26 clusters Score -3.308494e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 141839 members Mstep: Class 3 contains 3288 members Mstep: Class 4 contains 669 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14246 members Mstep: Class 7 contains 430 members Mstep: Class 8 contains 13570 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 3104 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 732 members Mstep: Class 15 contains 266 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3647 members Mstep: Class 18 contains 39080 members Mstep: Class 19 contains 2236 members Mstep: Class 20 contains 2490 members Mstep: Class 21 contains 2060 members Mstep: Class 22 contains 91317 members Mstep: Class 23 contains 5087 members Mstep: Class 24 contains 9797 members Mstep: Class 25 contains 1998 members Entering Unmasked Estep ConsiderDeletion Score: -33084966.000000 Penalty: 51797.585938 Iteration 132Q: 26 clusters Score -3.308497e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 141823 members Mstep: Class 3 contains 3294 members Mstep: Class 4 contains 667 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14251 members Mstep: Class 7 contains 430 members Mstep: Class 8 contains 13569 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 3104 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 734 members Mstep: Class 15 contains 266 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3646 members Mstep: Class 18 contains 39082 members Mstep: Class 19 contains 2235 members Mstep: Class 20 contains 2491 members Mstep: Class 21 contains 2053 members Mstep: Class 22 contains 91317 members Mstep: Class 23 contains 5087 members Mstep: Class 24 contains 9813 members Mstep: Class 25 contains 1997 members Entering Unmasked Estep ConsiderDeletion Score: -33085056.000000 Penalty: 51797.585938 Iteration 133Q: 26 clusters Score -3.308506e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 141816 members Mstep: Class 3 contains 3298 members Mstep: Class 4 contains 665 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14260 members Mstep: Class 7 contains 430 members Mstep: Class 8 contains 13569 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 3104 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 734 members Mstep: Class 15 contains 266 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3642 members Mstep: Class 18 contains 39071 members Mstep: Class 19 contains 2234 members Mstep: Class 20 contains 2492 members Mstep: Class 21 contains 2046 members Mstep: Class 22 contains 91314 members Mstep: Class 23 contains 5087 members Mstep: Class 24 contains 9834 members Mstep: Class 25 contains 1996 members Entering Unmasked Estep ConsiderDeletion Score: -33085078.000000 Penalty: 51797.585938 Iteration 134Q: 26 clusters Score -3.308508e+07 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 141800 members Mstep: Class 3 contains 3299 members Mstep: Class 4 contains 677 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14271 members Mstep: Class 7 contains 430 members Mstep: Class 8 contains 13567 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 3098 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 734 members Mstep: Class 15 contains 268 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3637 members Mstep: Class 18 contains 39060 members Mstep: Class 19 contains 2228 members Mstep: Class 20 contains 2493 members Mstep: Class 21 contains 2044 members Mstep: Class 22 contains 91311 members Mstep: Class 23 contains 5087 members Mstep: Class 24 contains 9859 members Mstep: Class 25 contains 1995 members Entering Unmasked Estep ConsiderDeletion Score: -33085072.000000 Penalty: 51797.585938 Iteration 135Q: 26 clusters Score -3.308507e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 141788 members Mstep: Class 3 contains 3302 members Mstep: Class 4 contains 685 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14276 members Mstep: Class 7 contains 430 members Mstep: Class 8 contains 13567 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 3094 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 734 members Mstep: Class 15 contains 268 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3633 members Mstep: Class 18 contains 39045 members Mstep: Class 19 contains 2225 members Mstep: Class 20 contains 2494 members Mstep: Class 21 contains 2036 members Mstep: Class 22 contains 91310 members Mstep: Class 23 contains 5088 members Mstep: Class 24 contains 9889 members Mstep: Class 25 contains 1994 members Entering Unmasked Estep ConsiderDeletion Score: -33085082.000000 Penalty: 51797.585938 Iteration 136Q: 26 clusters Score -3.308508e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 141778 members Mstep: Class 3 contains 3307 members Mstep: Class 4 contains 685 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14278 members Mstep: Class 7 contains 430 members Mstep: Class 8 contains 13568 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 3096 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 734 members Mstep: Class 15 contains 268 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3631 members Mstep: Class 18 contains 39028 members Mstep: Class 19 contains 2226 members Mstep: Class 20 contains 2495 members Mstep: Class 21 contains 2028 members Mstep: Class 22 contains 91309 members Mstep: Class 23 contains 5088 members Mstep: Class 24 contains 9915 members Mstep: Class 25 contains 1994 members Entering Unmasked Estep ConsiderDeletion Score: -33085088.000000 Penalty: 51797.585938 Iteration 137Q: 26 clusters Score -3.308509e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 141763 members Mstep: Class 3 contains 3309 members Mstep: Class 4 contains 688 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14281 members Mstep: Class 7 contains 430 members Mstep: Class 8 contains 13567 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 3096 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 734 members Mstep: Class 15 contains 268 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3633 members Mstep: Class 18 contains 39007 members Mstep: Class 19 contains 2224 members Mstep: Class 20 contains 2494 members Mstep: Class 21 contains 2021 members Mstep: Class 22 contains 91309 members Mstep: Class 23 contains 5087 members Mstep: Class 24 contains 9952 members Mstep: Class 25 contains 1996 members Entering Unmasked Estep ConsiderDeletion Score: -33085108.000000 Penalty: 51797.585938 Iteration 138Q: 26 clusters Score -3.308511e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 141754 members Mstep: Class 3 contains 3311 members Mstep: Class 4 contains 688 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14284 members Mstep: Class 7 contains 430 members Mstep: Class 8 contains 13566 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 3096 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 734 members Mstep: Class 15 contains 268 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3633 members Mstep: Class 18 contains 38978 members Mstep: Class 19 contains 2221 members Mstep: Class 20 contains 2490 members Mstep: Class 21 contains 2013 members Mstep: Class 22 contains 91309 members Mstep: Class 23 contains 5087 members Mstep: Class 24 contains 9997 members Mstep: Class 25 contains 1999 members Entering Unmasked Estep ConsiderDeletion Score: -33085088.000000 Penalty: 51797.585938 Iteration 139Q: 26 clusters Score -3.308509e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 141738 members Mstep: Class 3 contains 3317 members Mstep: Class 4 contains 688 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14285 members Mstep: Class 7 contains 430 members Mstep: Class 8 contains 13566 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 3098 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 734 members Mstep: Class 15 contains 268 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3633 members Mstep: Class 18 contains 38949 members Mstep: Class 19 contains 2220 members Mstep: Class 20 contains 2488 members Mstep: Class 21 contains 2009 members Mstep: Class 22 contains 91309 members Mstep: Class 23 contains 5087 members Mstep: Class 24 contains 10038 members Mstep: Class 25 contains 2001 members Entering Unmasked Estep ConsiderDeletion Score: -33085142.000000 Penalty: 51797.585938 Iteration 140F: 26 clusters Score -3.308514e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 141719 members Mstep: Class 3 contains 3322 members Mstep: Class 4 contains 676 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14285 members Mstep: Class 7 contains 430 members Mstep: Class 8 contains 13566 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 3100 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 734 members Mstep: Class 15 contains 268 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3634 members Mstep: Class 18 contains 38923 members Mstep: Class 19 contains 2232 members Mstep: Class 20 contains 2489 members Mstep: Class 21 contains 2005 members Mstep: Class 22 contains 91309 members Mstep: Class 23 contains 5087 members Mstep: Class 24 contains 10080 members Mstep: Class 25 contains 1999 members Entering Unmasked Estep ConsiderDeletion Score: -33085260.000000 Penalty: 51797.585938 Iteration 141Q: 26 clusters Score -3.308526e+07 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 141695 members Mstep: Class 3 contains 3330 members Mstep: Class 4 contains 688 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14297 members Mstep: Class 7 contains 430 members Mstep: Class 8 contains 13561 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 3093 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 677 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 734 members Mstep: Class 15 contains 268 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3630 members Mstep: Class 18 contains 38912 members Mstep: Class 19 contains 2236 members Mstep: Class 20 contains 2492 members Mstep: Class 21 contains 1996 members Mstep: Class 22 contains 91307 members Mstep: Class 23 contains 5086 members Mstep: Class 24 contains 10109 members Mstep: Class 25 contains 1997 members Entering Unmasked Estep ConsiderDeletion Score: -33085310.000000 Penalty: 51797.585938 Iteration 142Q: 26 clusters Score -3.308531e+07 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 141668 members Mstep: Class 3 contains 3340 members Mstep: Class 4 contains 695 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14299 members Mstep: Class 7 contains 430 members Mstep: Class 8 contains 13559 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 3083 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 677 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 734 members Mstep: Class 15 contains 268 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3623 members Mstep: Class 18 contains 38905 members Mstep: Class 19 contains 2249 members Mstep: Class 20 contains 2491 members Mstep: Class 21 contains 1987 members Mstep: Class 22 contains 91303 members Mstep: Class 23 contains 5085 members Mstep: Class 24 contains 10145 members Mstep: Class 25 contains 1998 members Entering Unmasked Estep ConsiderDeletion Score: -33085358.000000 Penalty: 51797.585938 Iteration 143Q: 26 clusters Score -3.308536e+07 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 141636 members Mstep: Class 3 contains 3349 members Mstep: Class 4 contains 709 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14305 members Mstep: Class 7 contains 430 members Mstep: Class 8 contains 13558 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 3074 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 677 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 734 members Mstep: Class 15 contains 268 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3608 members Mstep: Class 18 contains 38906 members Mstep: Class 19 contains 2255 members Mstep: Class 20 contains 2492 members Mstep: Class 21 contains 1980 members Mstep: Class 22 contains 91300 members Mstep: Class 23 contains 5082 members Mstep: Class 24 contains 10179 members Mstep: Class 25 contains 1998 members Entering Unmasked Estep ConsiderDeletion Score: -33085386.000000 Penalty: 51797.585938 Iteration 144Q: 26 clusters Score -3.308539e+07 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 141611 members Mstep: Class 3 contains 3358 members Mstep: Class 4 contains 728 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14313 members Mstep: Class 7 contains 430 members Mstep: Class 8 contains 13554 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 3051 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 677 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 734 members Mstep: Class 15 contains 270 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3604 members Mstep: Class 18 contains 38896 members Mstep: Class 19 contains 2261 members Mstep: Class 20 contains 2491 members Mstep: Class 21 contains 1974 members Mstep: Class 22 contains 91298 members Mstep: Class 23 contains 5079 members Mstep: Class 24 contains 10213 members Mstep: Class 25 contains 1998 members Entering Unmasked Estep ConsiderDeletion Score: -33085438.000000 Penalty: 51797.585938 Iteration 145Q: 26 clusters Score -3.308544e+07 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 141580 members Mstep: Class 3 contains 3373 members Mstep: Class 4 contains 747 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14319 members Mstep: Class 7 contains 430 members Mstep: Class 8 contains 13550 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 3034 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 677 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 734 members Mstep: Class 15 contains 270 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3596 members Mstep: Class 18 contains 38890 members Mstep: Class 19 contains 2265 members Mstep: Class 20 contains 2489 members Mstep: Class 21 contains 1970 members Mstep: Class 22 contains 91290 members Mstep: Class 23 contains 5078 members Mstep: Class 24 contains 10250 members Mstep: Class 25 contains 1999 members Entering Unmasked Estep ConsiderDeletion Score: -33085580.000000 Penalty: 51797.585938 Iteration 146Q: 26 clusters Score -3.308558e+07 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 141546 members Mstep: Class 3 contains 3387 members Mstep: Class 4 contains 767 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14324 members Mstep: Class 7 contains 430 members Mstep: Class 8 contains 13549 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 3010 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 677 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 734 members Mstep: Class 15 contains 272 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3584 members Mstep: Class 18 contains 38906 members Mstep: Class 19 contains 2269 members Mstep: Class 20 contains 2490 members Mstep: Class 21 contains 1962 members Mstep: Class 22 contains 91286 members Mstep: Class 23 contains 5077 members Mstep: Class 24 contains 10273 members Mstep: Class 25 contains 1999 members Entering Unmasked Estep ConsiderDeletion Score: -33085580.000000 Penalty: 51797.585938 Iteration 147Q: 26 clusters Score -3.308558e+07 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 141512 members Mstep: Class 3 contains 3396 members Mstep: Class 4 contains 786 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14328 members Mstep: Class 7 contains 430 members Mstep: Class 8 contains 13548 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2996 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 677 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 734 members Mstep: Class 15 contains 273 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3573 members Mstep: Class 18 contains 38918 members Mstep: Class 19 contains 2273 members Mstep: Class 20 contains 2490 members Mstep: Class 21 contains 1955 members Mstep: Class 22 contains 91282 members Mstep: Class 23 contains 5077 members Mstep: Class 24 contains 10296 members Mstep: Class 25 contains 1999 members Entering Unmasked Estep ConsiderDeletion Score: -33085626.000000 Penalty: 51797.585938 Iteration 148Q: 26 clusters Score -3.308563e+07 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 141475 members Mstep: Class 3 contains 3404 members Mstep: Class 4 contains 795 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14331 members Mstep: Class 7 contains 430 members Mstep: Class 8 contains 13546 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2985 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 677 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 734 members Mstep: Class 15 contains 275 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3561 members Mstep: Class 18 contains 38940 members Mstep: Class 19 contains 2277 members Mstep: Class 20 contains 2490 members Mstep: Class 21 contains 1951 members Mstep: Class 22 contains 91278 members Mstep: Class 23 contains 5077 members Mstep: Class 24 contains 10318 members Mstep: Class 25 contains 1999 members Entering Unmasked Estep ConsiderDeletion Score: -33085722.000000 Penalty: 51797.585938 Iteration 149Q: 26 clusters Score -3.308572e+07 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 141428 members Mstep: Class 3 contains 3418 members Mstep: Class 4 contains 798 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14335 members Mstep: Class 7 contains 430 members Mstep: Class 8 contains 13545 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2979 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 677 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 735 members Mstep: Class 15 contains 279 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3548 members Mstep: Class 18 contains 38963 members Mstep: Class 19 contains 2283 members Mstep: Class 20 contains 2490 members Mstep: Class 21 contains 1951 members Mstep: Class 22 contains 91275 members Mstep: Class 23 contains 5076 members Mstep: Class 24 contains 10335 members Mstep: Class 25 contains 1999 members Entering Unmasked Estep ConsiderDeletion Score: -33085788.000000 Penalty: 51797.585938 Iteration 150Q: 26 clusters Score -3.308579e+07 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 141383 members Mstep: Class 3 contains 3426 members Mstep: Class 4 contains 814 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14334 members Mstep: Class 7 contains 430 members Mstep: Class 8 contains 13541 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2974 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 677 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 735 members Mstep: Class 15 contains 281 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3530 members Mstep: Class 18 contains 38992 members Mstep: Class 19 contains 2287 members Mstep: Class 20 contains 2492 members Mstep: Class 21 contains 1949 members Mstep: Class 22 contains 91275 members Mstep: Class 23 contains 5075 members Mstep: Class 24 contains 10350 members Mstep: Class 25 contains 1999 members Entering Unmasked Estep ConsiderDeletion Score: -33085896.000000 Penalty: 51797.585938 Iteration 151Q: 26 clusters Score -3.30859e+07 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 141339 members Mstep: Class 3 contains 3434 members Mstep: Class 4 contains 833 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14332 members Mstep: Class 7 contains 430 members Mstep: Class 8 contains 13538 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2971 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 677 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 735 members Mstep: Class 15 contains 285 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3519 members Mstep: Class 18 contains 39009 members Mstep: Class 19 contains 2289 members Mstep: Class 20 contains 2492 members Mstep: Class 21 contains 1949 members Mstep: Class 22 contains 91270 members Mstep: Class 23 contains 5076 members Mstep: Class 24 contains 10365 members Mstep: Class 25 contains 2000 members Entering Unmasked Estep ConsiderDeletion Score: -33085980.000000 Penalty: 51797.585938 Iteration 152Q: 26 clusters Score -3.308598e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 141309 members Mstep: Class 3 contains 3439 members Mstep: Class 4 contains 851 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14334 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13536 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2963 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 677 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 735 members Mstep: Class 15 contains 288 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3505 members Mstep: Class 18 contains 39016 members Mstep: Class 19 contains 2288 members Mstep: Class 20 contains 2492 members Mstep: Class 21 contains 1947 members Mstep: Class 22 contains 91269 members Mstep: Class 23 contains 5076 members Mstep: Class 24 contains 10389 members Mstep: Class 25 contains 2000 members Entering Unmasked Estep ConsiderDeletion Score: -33085974.000000 Penalty: 51797.585938 Iteration 153Q: 26 clusters Score -3.308597e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 141278 members Mstep: Class 3 contains 3444 members Mstep: Class 4 contains 877 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14333 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13534 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2961 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 677 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 735 members Mstep: Class 15 contains 289 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3493 members Mstep: Class 18 contains 39016 members Mstep: Class 19 contains 2290 members Mstep: Class 20 contains 2493 members Mstep: Class 21 contains 1945 members Mstep: Class 22 contains 91265 members Mstep: Class 23 contains 5075 members Mstep: Class 24 contains 10410 members Mstep: Class 25 contains 2000 members Entering Unmasked Estep ConsiderDeletion Score: -33085972.000000 Penalty: 51797.585938 Iteration 154Q: 26 clusters Score -3.308597e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 141245 members Mstep: Class 3 contains 3450 members Mstep: Class 4 contains 892 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14334 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13532 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2956 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 677 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 736 members Mstep: Class 15 contains 289 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3485 members Mstep: Class 18 contains 39025 members Mstep: Class 19 contains 2290 members Mstep: Class 20 contains 2494 members Mstep: Class 21 contains 1944 members Mstep: Class 22 contains 91263 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10431 members Mstep: Class 25 contains 2000 members Entering Unmasked Estep ConsiderDeletion Score: -33085964.000000 Penalty: 51797.585938 Iteration 155Q: 26 clusters Score -3.308596e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 141212 members Mstep: Class 3 contains 3459 members Mstep: Class 4 contains 893 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14334 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13530 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2956 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 677 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 290 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3477 members Mstep: Class 18 contains 39042 members Mstep: Class 19 contains 2291 members Mstep: Class 20 contains 2495 members Mstep: Class 21 contains 1943 members Mstep: Class 22 contains 91264 members Mstep: Class 23 contains 5073 members Mstep: Class 24 contains 10443 members Mstep: Class 25 contains 2000 members Entering Unmasked Estep ConsiderDeletion Score: -33085964.000000 Penalty: 51797.585938 Iteration 156Q: 26 clusters Score -3.308596e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 141193 members Mstep: Class 3 contains 3465 members Mstep: Class 4 contains 890 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14335 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13527 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2958 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 677 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 291 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3474 members Mstep: Class 18 contains 39051 members Mstep: Class 19 contains 2290 members Mstep: Class 20 contains 2495 members Mstep: Class 21 contains 1937 members Mstep: Class 22 contains 91265 members Mstep: Class 23 contains 5073 members Mstep: Class 24 contains 10458 members Mstep: Class 25 contains 2000 members Entering Unmasked Estep ConsiderDeletion Score: -33085970.000000 Penalty: 51797.585938 Iteration 157Q: 26 clusters Score -3.308597e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 141166 members Mstep: Class 3 contains 3466 members Mstep: Class 4 contains 887 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14336 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13530 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2961 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 677 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 736 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3468 members Mstep: Class 18 contains 39065 members Mstep: Class 19 contains 2289 members Mstep: Class 20 contains 2495 members Mstep: Class 21 contains 1936 members Mstep: Class 22 contains 91263 members Mstep: Class 23 contains 5073 members Mstep: Class 24 contains 10473 members Mstep: Class 25 contains 2000 members Entering Unmasked Estep ConsiderDeletion Score: -33086034.000000 Penalty: 51797.585938 Iteration 158Q: 26 clusters Score -3.308603e+07 nChanged 69 Entering ConstructFrom: Score: -33086034.000000 Penalty: 51797.585938 Entering ConstructFrom: Trying to split cluster 1 (1512 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Entering Unmasked Estep Score: -135484.265625 Penalty: 1189.693115 Iteration 0F: 2 clusters Score -135484.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -133680.109375 Penalty: 2379.386230 Iteration 0F: 3 clusters Score -133680.1 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -134078.234375 Penalty: 2379.386230 Iteration 1F: 3 clusters Score -134078.2 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -134214.812500 Penalty: 2379.386230 Iteration 2F: 3 clusters Score -134214.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -134289.015625 Penalty: 2379.386230 Iteration 3F: 3 clusters Score -134289 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -134323.937500 Penalty: 2379.386230 Iteration 4Q: 3 clusters Score -134323.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -134346.343750 Penalty: 2379.386230 Iteration 5Q: 3 clusters Score -134346.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -134369.953125 Penalty: 2379.386230 Iteration 6Q: 3 clusters Score -134370 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -134387.265625 Penalty: 2379.386230 Iteration 7Q: 3 clusters Score -134387.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -134404.968750 Penalty: 2379.386230 Iteration 8Q: 3 clusters Score -134405 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -134416.593750 Penalty: 2379.386230 Iteration 9Q: 3 clusters Score -134416.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -134425.500000 Penalty: 2379.386230 Iteration 10Q: 3 clusters Score -134425.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -134436.437500 Penalty: 2379.386230 Iteration 11Q: 3 clusters Score -134436.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -134449.390625 Penalty: 2379.386230 Iteration 12Q: 3 clusters Score -134449.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -134464.906250 Penalty: 2379.386230 Iteration 13Q: 3 clusters Score -134464.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -134472.312500 Penalty: 2379.386230 Iteration 14Q: 3 clusters Score -134472.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -134478.984375 Penalty: 2379.386230 Iteration 15Q: 3 clusters Score -134479 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -134488.609375 Penalty: 2379.386230 Iteration 16Q: 3 clusters Score -134488.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -134491.375000 Penalty: 2379.386230 Iteration 17Q: 3 clusters Score -134491.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -134493.437500 Penalty: 2379.386230 Iteration 18Q: 3 clusters Score -134493.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -134497.546875 Penalty: 2379.386230 Iteration 19Q: 3 clusters Score -134497.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -134501.484375 Penalty: 2379.386230 Iteration 20F: 3 clusters Score -134501.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -134503.687500 Penalty: 2379.386230 Iteration 21Q: 3 clusters Score -134503.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -134507.531250 Penalty: 2379.386230 Iteration 22Q: 3 clusters Score -134507.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -134516.203125 Penalty: 2379.386230 Iteration 23Q: 3 clusters Score -134516.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -134524.703125 Penalty: 2379.386230 Iteration 24Q: 3 clusters Score -134524.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -134534.453125 Penalty: 2379.386230 Iteration 25Q: 3 clusters Score -134534.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -134542.484375 Penalty: 2379.386230 Iteration 26Q: 3 clusters Score -134542.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -134555.078125 Penalty: 2379.386230 Iteration 27Q: 3 clusters Score -134555.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -134566.593750 Penalty: 2379.386230 Iteration 28Q: 3 clusters Score -134566.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -134575.687500 Penalty: 2379.386230 Iteration 29Q: 3 clusters Score -134575.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -134583.593750 Penalty: 2379.386230 Iteration 30Q: 3 clusters Score -134583.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -134586.906250 Penalty: 2379.386230 Iteration 31Q: 3 clusters Score -134586.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -134589.531250 Penalty: 2379.386230 Iteration 32Q: 3 clusters Score -134589.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -134591.484375 Penalty: 2379.386230 Iteration 33Q: 3 clusters Score -134591.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -134592.671875 Penalty: 2379.386230 Iteration 34Q: 3 clusters Score -134592.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -134592.671875 Penalty: 2379.386230 Iteration 35F: 3 clusters Score -134592.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (141140 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141140 members Entering Unmasked Estep Score: -14058297.000000 Penalty: 1926.844971 Iteration 0F: 2 clusters Score -1.40583e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70297 members Mstep: Class 2 contains 70843 members Entering Unmasked Estep Score: -13963815.000000 Penalty: 3853.689941 Iteration 0F: 3 clusters Score -1.396382e+07 nChanged 67883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64366 members Mstep: Class 2 contains 76774 members Entering Unmasked Estep Score: -14004319.000000 Penalty: 3853.689941 Iteration 1F: 3 clusters Score -1.400432e+07 nChanged 5760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60028 members Mstep: Class 2 contains 81112 members Entering Unmasked Estep Score: -14006271.000000 Penalty: 3853.689941 Iteration 2Q: 3 clusters Score -1.400627e+07 nChanged 7425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53637 members Mstep: Class 2 contains 87503 members Entering Unmasked Estep Score: -14009645.000000 Penalty: 3853.689941 Iteration 3F: 3 clusters Score -1.400964e+07 nChanged 9666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44645 members Mstep: Class 2 contains 96495 members Entering Unmasked Estep Score: -14015482.000000 Penalty: 3853.689941 Iteration 4F: 3 clusters Score -1.401548e+07 nChanged 11648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33323 members Mstep: Class 2 contains 107817 members Entering Unmasked Estep Score: -14024634.000000 Penalty: 3853.689941 Iteration 5F: 3 clusters Score -1.402463e+07 nChanged 12410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21015 members Mstep: Class 2 contains 120125 members Entering Unmasked Estep Score: -14036107.000000 Penalty: 3853.689941 Iteration 6F: 3 clusters Score -1.403611e+07 nChanged 10480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10549 members Mstep: Class 2 contains 130591 members Entering Unmasked Estep Score: -14046675.000000 Penalty: 3853.689941 Iteration 7F: 3 clusters Score -1.404668e+07 nChanged 6271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4278 members Mstep: Class 2 contains 136862 members Entering Unmasked Estep Score: -14052820.000000 Penalty: 3853.689941 Iteration 8Q: 3 clusters Score -1.405282e+07 nChanged 2724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 139586 members Entering Unmasked Estep Score: -14055290.000000 Penalty: 3853.689941 Iteration 9Q: 3 clusters Score -1.405529e+07 nChanged 931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 140513 members Entering Unmasked Estep Score: -14056131.000000 Penalty: 3853.689941 Iteration 10Q: 3 clusters Score -1.405613e+07 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 140797 members Entering Unmasked Estep Score: -14056417.000000 Penalty: 3853.689941 Iteration 11Q: 3 clusters Score -1.405642e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 140878 members Entering Unmasked Estep Score: -14056503.000000 Penalty: 3853.689941 Iteration 12Q: 3 clusters Score -1.40565e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 140908 members Entering Unmasked Estep Score: -14056559.000000 Penalty: 3853.689941 Iteration 13Q: 3 clusters Score -1.405656e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 140921 members Entering Unmasked Estep Score: -14056574.000000 Penalty: 3853.689941 Iteration 14Q: 3 clusters Score -1.405657e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 140928 members Entering Unmasked Estep Score: -14056580.000000 Penalty: 3853.689941 Iteration 15Q: 3 clusters Score -1.405658e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 140927 members Entering Unmasked Estep Score: -14056582.000000 Penalty: 3853.689941 Iteration 16Q: 3 clusters Score -1.405658e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 140929 members Entering Unmasked Estep Score: -14056596.000000 Penalty: 3853.689941 Iteration 17Q: 3 clusters Score -1.40566e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 140926 members Entering Unmasked Estep Score: -14056605.000000 Penalty: 3853.689941 Iteration 18Q: 3 clusters Score -1.40566e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 140927 members Entering Unmasked Estep Score: -14056612.000000 Penalty: 3853.689941 Iteration 19Q: 3 clusters Score -1.405661e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 140933 members Entering Unmasked Estep Score: -14056630.000000 Penalty: 3853.689941 Iteration 20F: 3 clusters Score -1.405663e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 140935 members Entering Unmasked Estep Score: -14056639.000000 Penalty: 3853.689941 Iteration 21Q: 3 clusters Score -1.405664e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 140937 members Entering Unmasked Estep Score: -14056642.000000 Penalty: 3853.689941 Iteration 22Q: 3 clusters Score -1.405664e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 140941 members Entering Unmasked Estep Score: -14056638.000000 Penalty: 3853.689941 Iteration 23Q: 3 clusters Score -1.405664e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 140944 members Entering Unmasked Estep Score: -14056654.000000 Penalty: 3853.689941 Iteration 24Q: 3 clusters Score -1.405665e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 140943 members Entering Unmasked Estep Score: -14056655.000000 Penalty: 3853.689941 Iteration 25Q: 3 clusters Score -1.405666e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 140944 members Entering Unmasked Estep Score: -14056662.000000 Penalty: 3853.689941 Iteration 26Q: 3 clusters Score -1.405666e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 140947 members Entering Unmasked Estep Score: -14056666.000000 Penalty: 3853.689941 Iteration 27Q: 3 clusters Score -1.405667e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 140945 members Entering Unmasked Estep Score: -14056681.000000 Penalty: 3853.689941 Iteration 28Q: 3 clusters Score -1.405668e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 140948 members Entering Unmasked Estep Score: -14056677.000000 Penalty: 3853.689941 Iteration 29Q: 3 clusters Score -1.405668e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 140947 members Entering Unmasked Estep Score: -14056688.000000 Penalty: 3853.689941 Iteration 30Q: 3 clusters Score -1.405669e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 140946 members Entering Unmasked Estep Score: -14056685.000000 Penalty: 3853.689941 Iteration 31Q: 3 clusters Score -1.405668e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 140945 members Entering Unmasked Estep Score: -14056690.000000 Penalty: 3853.689941 Iteration 32Q: 3 clusters Score -1.405669e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 140946 members Entering Unmasked Estep Score: -14056697.000000 Penalty: 3853.689941 Iteration 33Q: 3 clusters Score -1.40567e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 140946 members Entering Unmasked Estep Score: -14056694.000000 Penalty: 3853.689941 Iteration 34Q: 3 clusters Score -1.405669e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 140945 members Entering Unmasked Estep Score: -14056695.000000 Penalty: 3853.689941 Iteration 35Q: 3 clusters Score -1.40567e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 140946 members Entering Unmasked Estep Score: -14056700.000000 Penalty: 3853.689941 Iteration 36Q: 3 clusters Score -1.40567e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 140944 members Entering Unmasked Estep Score: -14056699.000000 Penalty: 3853.689941 Iteration 37Q: 3 clusters Score -1.40567e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 140942 members Entering Unmasked Estep Score: -14056696.000000 Penalty: 3853.689941 Iteration 38Q: 3 clusters Score -1.40567e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 140942 members Entering Unmasked Estep Score: -14056696.000000 Penalty: 3853.689941 Iteration 39F: 3 clusters Score -1.40567e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (3466 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3466 members Entering Unmasked Estep Score: -303796.937500 Penalty: 1324.498047 Iteration 0F: 2 clusters Score -303796.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -300735.781250 Penalty: 2648.996094 Iteration 0F: 3 clusters Score -300735.8 nChanged 1355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -301509.125000 Penalty: 2648.996094 Iteration 1F: 3 clusters Score -301509.1 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -301695.250000 Penalty: 2648.996094 Iteration 2F: 3 clusters Score -301695.2 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -301846.843750 Penalty: 2648.996094 Iteration 3F: 3 clusters Score -301846.8 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -301983.906250 Penalty: 2648.996094 Iteration 4F: 3 clusters Score -301983.9 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -302087.687500 Penalty: 2648.996094 Iteration 5Q: 3 clusters Score -302087.7 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -302164.187500 Penalty: 2648.996094 Iteration 6Q: 3 clusters Score -302164.2 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -302236.968750 Penalty: 2648.996094 Iteration 7Q: 3 clusters Score -302237 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -302299.531250 Penalty: 2648.996094 Iteration 8Q: 3 clusters Score -302299.5 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -302346.500000 Penalty: 2648.996094 Iteration 9Q: 3 clusters Score -302346.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -302378.531250 Penalty: 2648.996094 Iteration 10Q: 3 clusters Score -302378.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -302404.187500 Penalty: 2648.996094 Iteration 11Q: 3 clusters Score -302404.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -302426.906250 Penalty: 2648.996094 Iteration 12Q: 3 clusters Score -302426.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -302454.593750 Penalty: 2648.996094 Iteration 13Q: 3 clusters Score -302454.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -302479.406250 Penalty: 2648.996094 Iteration 14Q: 3 clusters Score -302479.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 2357 members Entering Unmasked Estep Score: -302500.718750 Penalty: 2648.996094 Iteration 15Q: 3 clusters Score -302500.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -302521.843750 Penalty: 2648.996094 Iteration 16Q: 3 clusters Score -302521.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -302546.281250 Penalty: 2648.996094 Iteration 17Q: 3 clusters Score -302546.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 2471 members Entering Unmasked Estep Score: -302573.062500 Penalty: 2648.996094 Iteration 18Q: 3 clusters Score -302573.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -302603.093750 Penalty: 2648.996094 Iteration 19Q: 3 clusters Score -302603.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -302637.718750 Penalty: 2648.996094 Iteration 20F: 3 clusters Score -302637.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 2594 members Entering Unmasked Estep Score: -302670.000000 Penalty: 2648.996094 Iteration 21Q: 3 clusters Score -302670 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 2632 members Entering Unmasked Estep Score: -302708.062500 Penalty: 2648.996094 Iteration 22Q: 3 clusters Score -302708.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -302728.343750 Penalty: 2648.996094 Iteration 23Q: 3 clusters Score -302728.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 2681 members Entering Unmasked Estep Score: -302744.031250 Penalty: 2648.996094 Iteration 24Q: 3 clusters Score -302744 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -302754.625000 Penalty: 2648.996094 Iteration 25Q: 3 clusters Score -302754.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 2710 members Entering Unmasked Estep Score: -302768.000000 Penalty: 2648.996094 Iteration 26Q: 3 clusters Score -302768 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 2715 members Entering Unmasked Estep Score: -302777.375000 Penalty: 2648.996094 Iteration 27Q: 3 clusters Score -302777.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -302783.500000 Penalty: 2648.996094 Iteration 28Q: 3 clusters Score -302783.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 2735 members Entering Unmasked Estep Score: -302790.718750 Penalty: 2648.996094 Iteration 29Q: 3 clusters Score -302790.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 2749 members Entering Unmasked Estep Score: -302798.875000 Penalty: 2648.996094 Iteration 30Q: 3 clusters Score -302798.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 2757 members Entering Unmasked Estep Score: -302804.406250 Penalty: 2648.996094 Iteration 31Q: 3 clusters Score -302804.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 2763 members Entering Unmasked Estep Score: -302809.750000 Penalty: 2648.996094 Iteration 32Q: 3 clusters Score -302809.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 2770 members Entering Unmasked Estep Score: -302814.468750 Penalty: 2648.996094 Iteration 33Q: 3 clusters Score -302814.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 2778 members Entering Unmasked Estep Score: -302822.781250 Penalty: 2648.996094 Iteration 34Q: 3 clusters Score -302822.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -302835.468750 Penalty: 2648.996094 Iteration 35Q: 3 clusters Score -302835.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -302842.250000 Penalty: 2648.996094 Iteration 36Q: 3 clusters Score -302842.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 2804 members Entering Unmasked Estep Score: -302847.843750 Penalty: 2648.996094 Iteration 37Q: 3 clusters Score -302847.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 2819 members Entering Unmasked Estep Score: -302856.593750 Penalty: 2648.996094 Iteration 38Q: 3 clusters Score -302856.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 2828 members Entering Unmasked Estep Score: -302862.875000 Penalty: 2648.996094 Iteration 39Q: 3 clusters Score -302862.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 2836 members Entering Unmasked Estep Score: -302869.625000 Penalty: 2648.996094 Iteration 40F: 3 clusters Score -302869.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 2845 members Entering Unmasked Estep Score: -302875.500000 Penalty: 2648.996094 Iteration 41Q: 3 clusters Score -302875.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 2850 members Entering Unmasked Estep Score: -302878.187500 Penalty: 2648.996094 Iteration 42Q: 3 clusters Score -302878.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 2855 members Entering Unmasked Estep Score: -302879.625000 Penalty: 2648.996094 Iteration 43Q: 3 clusters Score -302879.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -302880.937500 Penalty: 2648.996094 Iteration 44Q: 3 clusters Score -302880.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 2864 members Entering Unmasked Estep Score: -302884.531250 Penalty: 2648.996094 Iteration 45Q: 3 clusters Score -302884.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 2866 members Entering Unmasked Estep Score: -302886.000000 Penalty: 2648.996094 Iteration 46Q: 3 clusters Score -302886 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 2867 members Entering Unmasked Estep Score: -302886.000000 Penalty: 2648.996094 Iteration 47Q: 3 clusters Score -302886 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 2867 members Entering Unmasked Estep Score: -302886.000000 Penalty: 2648.996094 Iteration 48F: 3 clusters Score -302886 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (893 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Entering Unmasked Estep Score: -81473.085938 Penalty: 1104.120361 Iteration 0F: 2 clusters Score -81473.09 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 443 members Entering Unmasked Estep Score: -80124.695312 Penalty: 2208.240723 Iteration 0F: 3 clusters Score -80124.7 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -80357.820312 Penalty: 2208.240723 Iteration 1F: 3 clusters Score -80357.82 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -80445.796875 Penalty: 2208.240723 Iteration 2F: 3 clusters Score -80445.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -80492.921875 Penalty: 2208.240723 Iteration 3Q: 3 clusters Score -80492.92 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -80516.093750 Penalty: 2208.240723 Iteration 4Q: 3 clusters Score -80516.09 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -80532.734375 Penalty: 2208.240723 Iteration 5Q: 3 clusters Score -80532.73 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -80539.812500 Penalty: 2208.240723 Iteration 6Q: 3 clusters Score -80539.81 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -80546.007812 Penalty: 2208.240723 Iteration 7Q: 3 clusters Score -80546.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -80546.468750 Penalty: 2208.240723 Iteration 8Q: 3 clusters Score -80546.47 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -80547.437500 Penalty: 2208.240723 Iteration 9Q: 3 clusters Score -80547.44 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -80547.437500 Penalty: 2208.240723 Iteration 10F: 3 clusters Score -80547.44 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (447 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Entering Unmasked Estep Score: -38561.167969 Penalty: 991.665771 Iteration 0F: 2 clusters Score -38561.17 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -37551.511719 Penalty: 1983.331543 Iteration 0F: 3 clusters Score -37551.51 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -37722.460938 Penalty: 1983.331543 Iteration 1F: 3 clusters Score -37722.46 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -37763.824219 Penalty: 1983.331543 Iteration 2F: 3 clusters Score -37763.82 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -37778.671875 Penalty: 1983.331543 Iteration 3Q: 3 clusters Score -37778.67 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -37787.472656 Penalty: 1983.331543 Iteration 4Q: 3 clusters Score -37787.47 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -37788.199219 Penalty: 1983.331543 Iteration 5Q: 3 clusters Score -37788.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -37788.699219 Penalty: 1983.331543 Iteration 6Q: 3 clusters Score -37788.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -37788.699219 Penalty: 1983.331543 Iteration 7F: 3 clusters Score -37788.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (14336 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14336 members Entering Unmasked Estep Score: -1338620.875000 Penalty: 1555.210938 Iteration 0F: 2 clusters Score -1338621 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7284 members Mstep: Class 2 contains 7052 members Entering Unmasked Estep Score: -1328680.250000 Penalty: 3110.421875 Iteration 0F: 3 clusters Score -1328680 nChanged 6380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8126 members Mstep: Class 2 contains 6210 members Entering Unmasked Estep Score: -1332337.250000 Penalty: 3110.421875 Iteration 1F: 3 clusters Score -1332337 nChanged 989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8609 members Mstep: Class 2 contains 5727 members Entering Unmasked Estep Score: -1332923.875000 Penalty: 3110.421875 Iteration 2F: 3 clusters Score -1332924 nChanged 1002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9151 members Mstep: Class 2 contains 5185 members Entering Unmasked Estep Score: -1333686.625000 Penalty: 3110.421875 Iteration 3F: 3 clusters Score -1333687 nChanged 1063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9764 members Mstep: Class 2 contains 4572 members Entering Unmasked Estep Score: -1334558.250000 Penalty: 3110.421875 Iteration 4F: 3 clusters Score -1334558 nChanged 989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10355 members Mstep: Class 2 contains 3981 members Entering Unmasked Estep Score: -1335410.625000 Penalty: 3110.421875 Iteration 5F: 3 clusters Score -1335411 nChanged 876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10881 members Mstep: Class 2 contains 3455 members Entering Unmasked Estep Score: -1336182.625000 Penalty: 3110.421875 Iteration 6F: 3 clusters Score -1336183 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11219 members Mstep: Class 2 contains 3117 members Entering Unmasked Estep Score: -1336767.000000 Penalty: 3110.421875 Iteration 7Q: 3 clusters Score -1336767 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11406 members Mstep: Class 2 contains 2930 members Entering Unmasked Estep Score: -1337136.625000 Penalty: 3110.421875 Iteration 8Q: 3 clusters Score -1337137 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11525 members Mstep: Class 2 contains 2811 members Entering Unmasked Estep Score: -1337349.375000 Penalty: 3110.421875 Iteration 9Q: 3 clusters Score -1337349 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11612 members Mstep: Class 2 contains 2724 members Entering Unmasked Estep Score: -1337463.375000 Penalty: 3110.421875 Iteration 10Q: 3 clusters Score -1337463 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11687 members Mstep: Class 2 contains 2649 members Entering Unmasked Estep Score: -1337544.750000 Penalty: 3110.421875 Iteration 11Q: 3 clusters Score -1337545 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11767 members Mstep: Class 2 contains 2569 members Entering Unmasked Estep Score: -1337601.875000 Penalty: 3110.421875 Iteration 12Q: 3 clusters Score -1337602 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11826 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -1337646.500000 Penalty: 3110.421875 Iteration 13Q: 3 clusters Score -1337646 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11854 members Mstep: Class 2 contains 2482 members Entering Unmasked Estep Score: -1337673.625000 Penalty: 3110.421875 Iteration 14Q: 3 clusters Score -1337674 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11893 members Mstep: Class 2 contains 2443 members Entering Unmasked Estep Score: -1337688.750000 Penalty: 3110.421875 Iteration 15Q: 3 clusters Score -1337689 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11927 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -1337696.375000 Penalty: 3110.421875 Iteration 16Q: 3 clusters Score -1337696 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11951 members Mstep: Class 2 contains 2385 members Entering Unmasked Estep Score: -1337701.875000 Penalty: 3110.421875 Iteration 17Q: 3 clusters Score -1337702 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11961 members Mstep: Class 2 contains 2375 members Entering Unmasked Estep Score: -1337705.750000 Penalty: 3110.421875 Iteration 18Q: 3 clusters Score -1337706 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11968 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -1337708.500000 Penalty: 3110.421875 Iteration 19Q: 3 clusters Score -1337708 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11973 members Mstep: Class 2 contains 2363 members Entering Unmasked Estep Score: -1337713.125000 Penalty: 3110.421875 Iteration 20F: 3 clusters Score -1337713 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11976 members Mstep: Class 2 contains 2360 members Entering Unmasked Estep Score: -1337711.625000 Penalty: 3110.421875 Iteration 21Q: 3 clusters Score -1337712 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11979 members Mstep: Class 2 contains 2357 members Entering Unmasked Estep Score: -1337712.875000 Penalty: 3110.421875 Iteration 22Q: 3 clusters Score -1337713 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11981 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -1337712.875000 Penalty: 3110.421875 Iteration 23Q: 3 clusters Score -1337713 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11985 members Mstep: Class 2 contains 2351 members Entering Unmasked Estep Score: -1337714.250000 Penalty: 3110.421875 Iteration 24Q: 3 clusters Score -1337714 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11989 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -1337716.500000 Penalty: 3110.421875 Iteration 25Q: 3 clusters Score -1337716 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12001 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -1337718.000000 Penalty: 3110.421875 Iteration 26Q: 3 clusters Score -1337718 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12007 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -1337721.000000 Penalty: 3110.421875 Iteration 27Q: 3 clusters Score -1337721 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12018 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -1337718.625000 Penalty: 3110.421875 Iteration 28Q: 3 clusters Score -1337719 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12023 members Mstep: Class 2 contains 2313 members Entering Unmasked Estep Score: -1337719.250000 Penalty: 3110.421875 Iteration 29Q: 3 clusters Score -1337719 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12029 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -1337724.250000 Penalty: 3110.421875 Iteration 30Q: 3 clusters Score -1337724 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12038 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -1337726.875000 Penalty: 3110.421875 Iteration 31Q: 3 clusters Score -1337727 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12047 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -1337722.250000 Penalty: 3110.421875 Iteration 32Q: 3 clusters Score -1337722 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12054 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -1337726.125000 Penalty: 3110.421875 Iteration 33Q: 3 clusters Score -1337726 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12060 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -1337730.500000 Penalty: 3110.421875 Iteration 34Q: 3 clusters Score -1337730 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12064 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -1337730.375000 Penalty: 3110.421875 Iteration 35Q: 3 clusters Score -1337730 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12069 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -1337730.625000 Penalty: 3110.421875 Iteration 36Q: 3 clusters Score -1337731 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12077 members Mstep: Class 2 contains 2259 members Entering Unmasked Estep Score: -1337730.750000 Penalty: 3110.421875 Iteration 37Q: 3 clusters Score -1337731 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12082 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -1337729.875000 Penalty: 3110.421875 Iteration 38Q: 3 clusters Score -1337730 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12083 members Mstep: Class 2 contains 2253 members Entering Unmasked Estep Score: -1337729.875000 Penalty: 3110.421875 Iteration 39Q: 3 clusters Score -1337730 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12083 members Mstep: Class 2 contains 2253 members Entering Unmasked Estep Score: -1337729.875000 Penalty: 3110.421875 Iteration 40F: 3 clusters Score -1337730 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (429 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Entering Unmasked Estep Score: -37702.839844 Penalty: 984.986694 Iteration 0F: 2 clusters Score -37702.84 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 212 members Entering Unmasked Estep Score: -36742.156250 Penalty: 1969.973389 Iteration 0F: 3 clusters Score -36742.16 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -36913.816406 Penalty: 1969.973389 Iteration 1F: 3 clusters Score -36913.82 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -36968.394531 Penalty: 1969.973389 Iteration 2F: 3 clusters Score -36968.39 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -37003.042969 Penalty: 1969.973389 Iteration 3Q: 3 clusters Score -37003.04 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -37037.144531 Penalty: 1969.973389 Iteration 4Q: 3 clusters Score -37037.14 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -37065.066406 Penalty: 1969.973389 Iteration 5Q: 3 clusters Score -37065.07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -37082.496094 Penalty: 1969.973389 Iteration 6Q: 3 clusters Score -37082.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -37092.246094 Penalty: 1969.973389 Iteration 7Q: 3 clusters Score -37092.25 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -37096.796875 Penalty: 1969.973389 Iteration 8Q: 3 clusters Score -37096.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -37097.945312 Penalty: 1969.973389 Iteration 9Q: 3 clusters Score -37097.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -37097.945312 Penalty: 1969.973389 Iteration 10F: 3 clusters Score -37097.95 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (13529 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13529 members Entering Unmasked Estep Score: -1294158.125000 Penalty: 1545.795898 Iteration 0F: 2 clusters Score -1294158 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6775 members Mstep: Class 2 contains 6754 members Entering Unmasked Estep Score: -1284601.125000 Penalty: 3091.591797 Iteration 0F: 3 clusters Score -1284601 nChanged 6026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6881 members Mstep: Class 2 contains 6648 members Entering Unmasked Estep Score: -1287861.625000 Penalty: 3091.591797 Iteration 1F: 3 clusters Score -1287862 nChanged 842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7007 members Mstep: Class 2 contains 6522 members Entering Unmasked Estep Score: -1288159.875000 Penalty: 3091.591797 Iteration 2F: 3 clusters Score -1288160 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7170 members Mstep: Class 2 contains 6359 members Entering Unmasked Estep Score: -1288373.875000 Penalty: 3091.591797 Iteration 3Q: 3 clusters Score -1288374 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7365 members Mstep: Class 2 contains 6164 members Entering Unmasked Estep Score: -1288588.250000 Penalty: 3091.591797 Iteration 4Q: 3 clusters Score -1288588 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7601 members Mstep: Class 2 contains 5928 members Entering Unmasked Estep Score: -1288803.875000 Penalty: 3091.591797 Iteration 5Q: 3 clusters Score -1288804 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7850 members Mstep: Class 2 contains 5679 members Entering Unmasked Estep Score: -1289034.500000 Penalty: 3091.591797 Iteration 6Q: 3 clusters Score -1289034 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8188 members Mstep: Class 2 contains 5341 members Entering Unmasked Estep Score: -1289330.250000 Penalty: 3091.591797 Iteration 7Q: 3 clusters Score -1289330 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8583 members Mstep: Class 2 contains 4946 members Entering Unmasked Estep Score: -1289708.375000 Penalty: 3091.591797 Iteration 8Q: 3 clusters Score -1289708 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9001 members Mstep: Class 2 contains 4528 members Entering Unmasked Estep Score: -1290185.000000 Penalty: 3091.591797 Iteration 9Q: 3 clusters Score -1290185 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9390 members Mstep: Class 2 contains 4139 members Entering Unmasked Estep Score: -1290700.250000 Penalty: 3091.591797 Iteration 10Q: 3 clusters Score -1290700 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9766 members Mstep: Class 2 contains 3763 members Entering Unmasked Estep Score: -1291113.375000 Penalty: 3091.591797 Iteration 11Q: 3 clusters Score -1291113 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10095 members Mstep: Class 2 contains 3434 members Entering Unmasked Estep Score: -1291433.000000 Penalty: 3091.591797 Iteration 12Q: 3 clusters Score -1291433 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10363 members Mstep: Class 2 contains 3166 members Entering Unmasked Estep Score: -1291630.500000 Penalty: 3091.591797 Iteration 13Q: 3 clusters Score -1291630 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10634 members Mstep: Class 2 contains 2895 members Entering Unmasked Estep Score: -1291796.875000 Penalty: 3091.591797 Iteration 14Q: 3 clusters Score -1291797 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10901 members Mstep: Class 2 contains 2628 members Entering Unmasked Estep Score: -1291926.250000 Penalty: 3091.591797 Iteration 15Q: 3 clusters Score -1291926 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11132 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -1292018.875000 Penalty: 3091.591797 Iteration 16Q: 3 clusters Score -1292019 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11323 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -1292101.375000 Penalty: 3091.591797 Iteration 17Q: 3 clusters Score -1292101 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11504 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -1292178.125000 Penalty: 3091.591797 Iteration 18Q: 3 clusters Score -1292178 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11670 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -1292248.750000 Penalty: 3091.591797 Iteration 19Q: 3 clusters Score -1292249 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11833 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -1292318.125000 Penalty: 3091.591797 Iteration 20F: 3 clusters Score -1292318 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11979 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -1292378.875000 Penalty: 3091.591797 Iteration 21Q: 3 clusters Score -1292379 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12106 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -1292436.500000 Penalty: 3091.591797 Iteration 22Q: 3 clusters Score -1292436 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12228 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -1292502.500000 Penalty: 3091.591797 Iteration 23Q: 3 clusters Score -1292502 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12334 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -1292554.375000 Penalty: 3091.591797 Iteration 24Q: 3 clusters Score -1292554 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12423 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -1292592.125000 Penalty: 3091.591797 Iteration 25Q: 3 clusters Score -1292592 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12505 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -1292639.125000 Penalty: 3091.591797 Iteration 26Q: 3 clusters Score -1292639 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12579 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -1292673.875000 Penalty: 3091.591797 Iteration 27Q: 3 clusters Score -1292674 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12639 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -1292706.000000 Penalty: 3091.591797 Iteration 28Q: 3 clusters Score -1292706 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12692 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -1292734.000000 Penalty: 3091.591797 Iteration 29Q: 3 clusters Score -1292734 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12743 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -1292767.375000 Penalty: 3091.591797 Iteration 30Q: 3 clusters Score -1292767 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12789 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -1292798.375000 Penalty: 3091.591797 Iteration 31Q: 3 clusters Score -1292798 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12826 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -1292811.750000 Penalty: 3091.591797 Iteration 32Q: 3 clusters Score -1292812 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12856 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -1292826.875000 Penalty: 3091.591797 Iteration 33Q: 3 clusters Score -1292827 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12881 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -1292840.750000 Penalty: 3091.591797 Iteration 34Q: 3 clusters Score -1292841 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12902 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -1292850.875000 Penalty: 3091.591797 Iteration 35Q: 3 clusters Score -1292851 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12929 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -1292866.125000 Penalty: 3091.591797 Iteration 36Q: 3 clusters Score -1292866 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12956 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -1292884.625000 Penalty: 3091.591797 Iteration 37Q: 3 clusters Score -1292885 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12977 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -1292895.750000 Penalty: 3091.591797 Iteration 38Q: 3 clusters Score -1292896 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12992 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -1292905.000000 Penalty: 3091.591797 Iteration 39Q: 3 clusters Score -1292905 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13009 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -1292913.875000 Penalty: 3091.591797 Iteration 40F: 3 clusters Score -1292914 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13019 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -1292918.125000 Penalty: 3091.591797 Iteration 41Q: 3 clusters Score -1292918 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13022 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -1292919.500000 Penalty: 3091.591797 Iteration 42Q: 3 clusters Score -1292920 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13028 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -1292921.625000 Penalty: 3091.591797 Iteration 43Q: 3 clusters Score -1292922 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13028 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -1292921.875000 Penalty: 3091.591797 Iteration 44Q: 3 clusters Score -1292922 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13028 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -1292921.875000 Penalty: 3091.591797 Iteration 45F: 3 clusters Score -1292922 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1117 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Entering Unmasked Estep Score: -101763.265625 Penalty: 1140.490234 Iteration 0F: 2 clusters Score -101763.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -100327.312500 Penalty: 2280.980469 Iteration 0F: 3 clusters Score -100327.3 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -100749.859375 Penalty: 2280.980469 Iteration 1F: 3 clusters Score -100749.9 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -100862.335938 Penalty: 2280.980469 Iteration 2F: 3 clusters Score -100862.3 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -101038.023438 Penalty: 2280.980469 Iteration 3F: 3 clusters Score -101038 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -101285.093750 Penalty: 2280.980469 Iteration 4F: 3 clusters Score -101285.1 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -101475.648438 Penalty: 2280.980469 Iteration 5F: 3 clusters Score -101475.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -101557.757812 Penalty: 2280.980469 Iteration 6F: 3 clusters Score -101557.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -101594.062500 Penalty: 2280.980469 Iteration 7Q: 3 clusters Score -101594.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -101615.375000 Penalty: 2280.980469 Iteration 8Q: 3 clusters Score -101615.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -101624.476562 Penalty: 2280.980469 Iteration 9Q: 3 clusters Score -101624.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -101632.015625 Penalty: 2280.980469 Iteration 10Q: 3 clusters Score -101632 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -101633.632812 Penalty: 2280.980469 Iteration 11Q: 3 clusters Score -101633.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -101634.656250 Penalty: 2280.980469 Iteration 12Q: 3 clusters Score -101634.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -101635.742188 Penalty: 2280.980469 Iteration 13Q: 3 clusters Score -101635.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -101637.375000 Penalty: 2280.980469 Iteration 14Q: 3 clusters Score -101637.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -101637.375000 Penalty: 2280.980469 Iteration 15F: 3 clusters Score -101637.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (2959 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Entering Unmasked Estep Score: -252062.515625 Penalty: 1298.798584 Iteration 0F: 2 clusters Score -252062.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -249382.765625 Penalty: 2597.597168 Iteration 0F: 3 clusters Score -249382.8 nChanged 1128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -250165.640625 Penalty: 2597.597168 Iteration 1F: 3 clusters Score -250165.6 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -250414.609375 Penalty: 2597.597168 Iteration 2F: 3 clusters Score -250414.6 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -250664.000000 Penalty: 2597.597168 Iteration 3F: 3 clusters Score -250664 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -250815.906250 Penalty: 2597.597168 Iteration 4F: 3 clusters Score -250815.9 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -250887.062500 Penalty: 2597.597168 Iteration 5Q: 3 clusters Score -250887.1 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -250948.328125 Penalty: 2597.597168 Iteration 6Q: 3 clusters Score -250948.3 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -251013.328125 Penalty: 2597.597168 Iteration 7Q: 3 clusters Score -251013.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -251071.218750 Penalty: 2597.597168 Iteration 8Q: 3 clusters Score -251071.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -251114.781250 Penalty: 2597.597168 Iteration 9Q: 3 clusters Score -251114.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -251145.312500 Penalty: 2597.597168 Iteration 10Q: 3 clusters Score -251145.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -251163.406250 Penalty: 2597.597168 Iteration 11Q: 3 clusters Score -251163.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -251184.390625 Penalty: 2597.597168 Iteration 12Q: 3 clusters Score -251184.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -251201.140625 Penalty: 2597.597168 Iteration 13Q: 3 clusters Score -251201.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -251215.781250 Penalty: 2597.597168 Iteration 14Q: 3 clusters Score -251215.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -251234.625000 Penalty: 2597.597168 Iteration 15Q: 3 clusters Score -251234.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -251244.968750 Penalty: 2597.597168 Iteration 16Q: 3 clusters Score -251245 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -251257.312500 Penalty: 2597.597168 Iteration 17Q: 3 clusters Score -251257.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -251270.171875 Penalty: 2597.597168 Iteration 18Q: 3 clusters Score -251270.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -251276.109375 Penalty: 2597.597168 Iteration 19Q: 3 clusters Score -251276.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -251279.531250 Penalty: 2597.597168 Iteration 20F: 3 clusters Score -251279.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -251280.828125 Penalty: 2597.597168 Iteration 21Q: 3 clusters Score -251280.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -251281.281250 Penalty: 2597.597168 Iteration 22Q: 3 clusters Score -251281.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -251282.296875 Penalty: 2597.597168 Iteration 23Q: 3 clusters Score -251282.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -251283.031250 Penalty: 2597.597168 Iteration 24Q: 3 clusters Score -251283 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -251283.875000 Penalty: 2597.597168 Iteration 25Q: 3 clusters Score -251283.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -251283.875000 Penalty: 2597.597168 Iteration 26F: 3 clusters Score -251283.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1227 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Entering Unmasked Estep Score: -115729.257812 Penalty: 1155.753174 Iteration 0F: 2 clusters Score -115729.3 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 635 members Entering Unmasked Estep Score: -114139.945312 Penalty: 2311.506348 Iteration 0F: 3 clusters Score -114139.9 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -114422.757812 Penalty: 2311.506348 Iteration 1F: 3 clusters Score -114422.8 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -114534.632812 Penalty: 2311.506348 Iteration 2F: 3 clusters Score -114534.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -114613.593750 Penalty: 2311.506348 Iteration 3Q: 3 clusters Score -114613.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -114677.882812 Penalty: 2311.506348 Iteration 4Q: 3 clusters Score -114677.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -114719.093750 Penalty: 2311.506348 Iteration 5Q: 3 clusters Score -114719.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -114753.437500 Penalty: 2311.506348 Iteration 6Q: 3 clusters Score -114753.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -114782.531250 Penalty: 2311.506348 Iteration 7Q: 3 clusters Score -114782.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -114791.421875 Penalty: 2311.506348 Iteration 8Q: 3 clusters Score -114791.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -114798.562500 Penalty: 2311.506348 Iteration 9Q: 3 clusters Score -114798.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -114807.171875 Penalty: 2311.506348 Iteration 10Q: 3 clusters Score -114807.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -114815.421875 Penalty: 2311.506348 Iteration 11Q: 3 clusters Score -114815.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -114828.742188 Penalty: 2311.506348 Iteration 12Q: 3 clusters Score -114828.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -114841.203125 Penalty: 2311.506348 Iteration 13Q: 3 clusters Score -114841.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -114854.828125 Penalty: 2311.506348 Iteration 14Q: 3 clusters Score -114854.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -114873.648438 Penalty: 2311.506348 Iteration 15Q: 3 clusters Score -114873.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -114894.101562 Penalty: 2311.506348 Iteration 16Q: 3 clusters Score -114894.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -114904.039062 Penalty: 2311.506348 Iteration 17Q: 3 clusters Score -114904 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -114911.890625 Penalty: 2311.506348 Iteration 18Q: 3 clusters Score -114911.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -114920.187500 Penalty: 2311.506348 Iteration 19Q: 3 clusters Score -114920.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -114929.445312 Penalty: 2311.506348 Iteration 20F: 3 clusters Score -114929.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -114940.500000 Penalty: 2311.506348 Iteration 21Q: 3 clusters Score -114940.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -114953.570312 Penalty: 2311.506348 Iteration 22Q: 3 clusters Score -114953.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -114964.000000 Penalty: 2311.506348 Iteration 23Q: 3 clusters Score -114964 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -114970.406250 Penalty: 2311.506348 Iteration 24Q: 3 clusters Score -114970.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -114977.062500 Penalty: 2311.506348 Iteration 25Q: 3 clusters Score -114977.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -114983.015625 Penalty: 2311.506348 Iteration 26Q: 3 clusters Score -114983 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -114984.117188 Penalty: 2311.506348 Iteration 27Q: 3 clusters Score -114984.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -114984.117188 Penalty: 2311.506348 Iteration 28F: 3 clusters Score -114984.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (678 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Entering Unmasked Estep Score: -61263.960938 Penalty: 1059.361450 Iteration 0F: 2 clusters Score -61263.96 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -60065.660156 Penalty: 2118.722900 Iteration 0F: 3 clusters Score -60065.66 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -60305.820312 Penalty: 2118.722900 Iteration 1F: 3 clusters Score -60305.82 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -60389.859375 Penalty: 2118.722900 Iteration 2F: 3 clusters Score -60389.86 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -60456.535156 Penalty: 2118.722900 Iteration 3F: 3 clusters Score -60456.54 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -60503.605469 Penalty: 2118.722900 Iteration 4Q: 3 clusters Score -60503.61 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -60555.371094 Penalty: 2118.722900 Iteration 5Q: 3 clusters Score -60555.37 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -60591.742188 Penalty: 2118.722900 Iteration 6Q: 3 clusters Score -60591.74 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -60635.171875 Penalty: 2118.722900 Iteration 7Q: 3 clusters Score -60635.17 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -60668.832031 Penalty: 2118.722900 Iteration 8Q: 3 clusters Score -60668.83 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -60696.136719 Penalty: 2118.722900 Iteration 9Q: 3 clusters Score -60696.14 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -60717.125000 Penalty: 2118.722900 Iteration 10Q: 3 clusters Score -60717.12 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -60738.125000 Penalty: 2118.722900 Iteration 11Q: 3 clusters Score -60738.12 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -60760.808594 Penalty: 2118.722900 Iteration 12Q: 3 clusters Score -60760.81 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -60806.699219 Penalty: 2118.722900 Iteration 13Q: 3 clusters Score -60806.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -60825.757812 Penalty: 2118.722900 Iteration 14Q: 3 clusters Score -60825.76 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -60831.742188 Penalty: 2118.722900 Iteration 15Q: 3 clusters Score -60831.74 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -60848.500000 Penalty: 2118.722900 Iteration 16Q: 3 clusters Score -60848.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -60857.445312 Penalty: 2118.722900 Iteration 17Q: 3 clusters Score -60857.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -60862.750000 Penalty: 2118.722900 Iteration 18Q: 3 clusters Score -60862.75 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -60865.621094 Penalty: 2118.722900 Iteration 19Q: 3 clusters Score -60865.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -60867.753906 Penalty: 2118.722900 Iteration 20F: 3 clusters Score -60867.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -60872.355469 Penalty: 2118.722900 Iteration 21Q: 3 clusters Score -60872.36 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -60881.179688 Penalty: 2118.722900 Iteration 22Q: 3 clusters Score -60881.18 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -60883.152344 Penalty: 2118.722900 Iteration 23Q: 3 clusters Score -60883.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -60883.152344 Penalty: 2118.722900 Iteration 24F: 3 clusters Score -60883.15 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2371 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Entering Unmasked Estep Score: -235072.640625 Penalty: 1262.798462 Iteration 0F: 2 clusters Score -235072.6 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 1159 members Entering Unmasked Estep Score: -232710.875000 Penalty: 2525.596924 Iteration 0F: 3 clusters Score -232710.9 nChanged 876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -233319.390625 Penalty: 2525.596924 Iteration 1F: 3 clusters Score -233319.4 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -233445.265625 Penalty: 2525.596924 Iteration 2F: 3 clusters Score -233445.3 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -233528.968750 Penalty: 2525.596924 Iteration 3Q: 3 clusters Score -233529 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -233578.093750 Penalty: 2525.596924 Iteration 4Q: 3 clusters Score -233578.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -233624.046875 Penalty: 2525.596924 Iteration 5Q: 3 clusters Score -233624 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -233668.187500 Penalty: 2525.596924 Iteration 6Q: 3 clusters Score -233668.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -233696.890625 Penalty: 2525.596924 Iteration 7Q: 3 clusters Score -233696.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -233729.687500 Penalty: 2525.596924 Iteration 8Q: 3 clusters Score -233729.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -233764.843750 Penalty: 2525.596924 Iteration 9Q: 3 clusters Score -233764.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -233811.656250 Penalty: 2525.596924 Iteration 10Q: 3 clusters Score -233811.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -233855.015625 Penalty: 2525.596924 Iteration 11Q: 3 clusters Score -233855 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -233901.250000 Penalty: 2525.596924 Iteration 12Q: 3 clusters Score -233901.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -233940.250000 Penalty: 2525.596924 Iteration 13Q: 3 clusters Score -233940.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -233972.703125 Penalty: 2525.596924 Iteration 14Q: 3 clusters Score -233972.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -233992.171875 Penalty: 2525.596924 Iteration 15Q: 3 clusters Score -233992.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -234007.921875 Penalty: 2525.596924 Iteration 16Q: 3 clusters Score -234007.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -234021.406250 Penalty: 2525.596924 Iteration 17Q: 3 clusters Score -234021.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -234033.625000 Penalty: 2525.596924 Iteration 18Q: 3 clusters Score -234033.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -234043.890625 Penalty: 2525.596924 Iteration 19Q: 3 clusters Score -234043.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -234056.171875 Penalty: 2525.596924 Iteration 20F: 3 clusters Score -234056.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -234075.250000 Penalty: 2525.596924 Iteration 21Q: 3 clusters Score -234075.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -234086.031250 Penalty: 2525.596924 Iteration 22Q: 3 clusters Score -234086 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -234095.578125 Penalty: 2525.596924 Iteration 23Q: 3 clusters Score -234095.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -234102.796875 Penalty: 2525.596924 Iteration 24Q: 3 clusters Score -234102.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -234106.984375 Penalty: 2525.596924 Iteration 25Q: 3 clusters Score -234107 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -234113.437500 Penalty: 2525.596924 Iteration 26Q: 3 clusters Score -234113.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -234116.906250 Penalty: 2525.596924 Iteration 27Q: 3 clusters Score -234116.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -234119.765625 Penalty: 2525.596924 Iteration 28Q: 3 clusters Score -234119.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -234120.406250 Penalty: 2525.596924 Iteration 29Q: 3 clusters Score -234120.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -234120.406250 Penalty: 2525.596924 Iteration 30F: 3 clusters Score -234120.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (735 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Entering Unmasked Estep Score: -64123.414062 Penalty: 1072.479004 Iteration 0F: 2 clusters Score -64123.41 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -62897.773438 Penalty: 2144.958008 Iteration 0F: 3 clusters Score -62897.77 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -63151.914062 Penalty: 2144.958008 Iteration 1F: 3 clusters Score -63151.91 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -63225.339844 Penalty: 2144.958008 Iteration 2F: 3 clusters Score -63225.34 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -63252.636719 Penalty: 2144.958008 Iteration 3Q: 3 clusters Score -63252.64 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -63281.628906 Penalty: 2144.958008 Iteration 4Q: 3 clusters Score -63281.63 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -63295.109375 Penalty: 2144.958008 Iteration 5Q: 3 clusters Score -63295.11 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -63304.328125 Penalty: 2144.958008 Iteration 6Q: 3 clusters Score -63304.33 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -63318.535156 Penalty: 2144.958008 Iteration 7Q: 3 clusters Score -63318.54 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -63333.875000 Penalty: 2144.958008 Iteration 8Q: 3 clusters Score -63333.88 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -63364.894531 Penalty: 2144.958008 Iteration 9Q: 3 clusters Score -63364.89 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -63393.535156 Penalty: 2144.958008 Iteration 10Q: 3 clusters Score -63393.54 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -63410.730469 Penalty: 2144.958008 Iteration 11Q: 3 clusters Score -63410.73 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -63418.488281 Penalty: 2144.958008 Iteration 12Q: 3 clusters Score -63418.49 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -63422.652344 Penalty: 2144.958008 Iteration 13Q: 3 clusters Score -63422.65 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -63422.652344 Penalty: 2144.958008 Iteration 14F: 3 clusters Score -63422.65 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (293 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Entering Unmasked Estep Score: -21307.804688 Penalty: 923.028015 Iteration 0F: 2 clusters Score -21307.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -20528.603516 Penalty: 1846.056030 Iteration 0F: 3 clusters Score -20528.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -20702.531250 Penalty: 1846.056030 Iteration 1F: 3 clusters Score -20702.53 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -20735.613281 Penalty: 1846.056030 Iteration 2F: 3 clusters Score -20735.61 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -20768.029297 Penalty: 1846.056030 Iteration 3Q: 3 clusters Score -20768.03 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -20799.960938 Penalty: 1846.056030 Iteration 4Q: 3 clusters Score -20799.96 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -20821.253906 Penalty: 1846.056030 Iteration 5Q: 3 clusters Score -20821.25 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -20829.289062 Penalty: 1846.056030 Iteration 6Q: 3 clusters Score -20829.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -20829.289062 Penalty: 1846.056030 Iteration 7F: 3 clusters Score -20829.29 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1374 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Entering Unmasked Estep Score: -130530.757812 Penalty: 1174.140747 Iteration 0F: 2 clusters Score -130530.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -128846.320312 Penalty: 2348.281494 Iteration 0F: 3 clusters Score -128846.3 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -129197.890625 Penalty: 2348.281494 Iteration 1F: 3 clusters Score -129197.9 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -129333.335938 Penalty: 2348.281494 Iteration 2F: 3 clusters Score -129333.3 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -129479.218750 Penalty: 2348.281494 Iteration 3F: 3 clusters Score -129479.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -129636.843750 Penalty: 2348.281494 Iteration 4F: 3 clusters Score -129636.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -129739.250000 Penalty: 2348.281494 Iteration 5F: 3 clusters Score -129739.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -129805.015625 Penalty: 2348.281494 Iteration 6Q: 3 clusters Score -129805 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -129847.320312 Penalty: 2348.281494 Iteration 7Q: 3 clusters Score -129847.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -129878.523438 Penalty: 2348.281494 Iteration 8Q: 3 clusters Score -129878.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -129900.500000 Penalty: 2348.281494 Iteration 9Q: 3 clusters Score -129900.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -129924.953125 Penalty: 2348.281494 Iteration 10Q: 3 clusters Score -129925 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -129946.515625 Penalty: 2348.281494 Iteration 11Q: 3 clusters Score -129946.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -129969.679688 Penalty: 2348.281494 Iteration 12Q: 3 clusters Score -129969.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -129973.867188 Penalty: 2348.281494 Iteration 13Q: 3 clusters Score -129973.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -129981.039062 Penalty: 2348.281494 Iteration 14Q: 3 clusters Score -129981 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -129983.796875 Penalty: 2348.281494 Iteration 15Q: 3 clusters Score -129983.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -129987.835938 Penalty: 2348.281494 Iteration 16Q: 3 clusters Score -129987.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -129995.382812 Penalty: 2348.281494 Iteration 17Q: 3 clusters Score -129995.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -130004.210938 Penalty: 2348.281494 Iteration 18Q: 3 clusters Score -130004.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -130009.226562 Penalty: 2348.281494 Iteration 19Q: 3 clusters Score -130009.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -130013.593750 Penalty: 2348.281494 Iteration 20F: 3 clusters Score -130013.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -130015.867188 Penalty: 2348.281494 Iteration 21Q: 3 clusters Score -130015.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -130018.695312 Penalty: 2348.281494 Iteration 22Q: 3 clusters Score -130018.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -130018.695312 Penalty: 2348.281494 Iteration 23F: 3 clusters Score -130018.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (3461 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3461 members Entering Unmasked Estep Score: -340205.187500 Penalty: 1324.263306 Iteration 0F: 2 clusters Score -340205.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -337217.687500 Penalty: 2648.526611 Iteration 0F: 3 clusters Score -337217.7 nChanged 1323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -337938.218750 Penalty: 2648.526611 Iteration 1F: 3 clusters Score -337938.2 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -338097.875000 Penalty: 2648.526611 Iteration 2F: 3 clusters Score -338097.9 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -338196.125000 Penalty: 2648.526611 Iteration 3F: 3 clusters Score -338196.1 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -338263.625000 Penalty: 2648.526611 Iteration 4Q: 3 clusters Score -338263.6 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -338315.656250 Penalty: 2648.526611 Iteration 5Q: 3 clusters Score -338315.7 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -338355.468750 Penalty: 2648.526611 Iteration 6Q: 3 clusters Score -338355.5 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -338391.531250 Penalty: 2648.526611 Iteration 7Q: 3 clusters Score -338391.5 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -338432.093750 Penalty: 2648.526611 Iteration 8Q: 3 clusters Score -338432.1 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -338481.843750 Penalty: 2648.526611 Iteration 9Q: 3 clusters Score -338481.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -338529.406250 Penalty: 2648.526611 Iteration 10Q: 3 clusters Score -338529.4 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2279 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -338569.500000 Penalty: 2648.526611 Iteration 11Q: 3 clusters Score -338569.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -338599.062500 Penalty: 2648.526611 Iteration 12Q: 3 clusters Score -338599.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -338628.531250 Penalty: 2648.526611 Iteration 13Q: 3 clusters Score -338628.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2449 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -338652.187500 Penalty: 2648.526611 Iteration 14Q: 3 clusters Score -338652.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2503 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -338675.156250 Penalty: 2648.526611 Iteration 15Q: 3 clusters Score -338675.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2558 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -338703.343750 Penalty: 2648.526611 Iteration 16Q: 3 clusters Score -338703.3 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -338745.656250 Penalty: 2648.526611 Iteration 17Q: 3 clusters Score -338745.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2695 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -338792.406250 Penalty: 2648.526611 Iteration 18Q: 3 clusters Score -338792.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -338837.593750 Penalty: 2648.526611 Iteration 19Q: 3 clusters Score -338837.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2818 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -338880.562500 Penalty: 2648.526611 Iteration 20F: 3 clusters Score -338880.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2863 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -338912.875000 Penalty: 2648.526611 Iteration 21Q: 3 clusters Score -338912.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -338942.281250 Penalty: 2648.526611 Iteration 22Q: 3 clusters Score -338942.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2933 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -338966.218750 Penalty: 2648.526611 Iteration 23Q: 3 clusters Score -338966.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2955 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -338984.312500 Penalty: 2648.526611 Iteration 24Q: 3 clusters Score -338984.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2972 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -339001.000000 Penalty: 2648.526611 Iteration 25Q: 3 clusters Score -339001 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2990 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -339018.093750 Penalty: 2648.526611 Iteration 26Q: 3 clusters Score -339018.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2999 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -339029.468750 Penalty: 2648.526611 Iteration 27Q: 3 clusters Score -339029.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3015 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -339048.343750 Penalty: 2648.526611 Iteration 28Q: 3 clusters Score -339048.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3034 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -339065.781250 Penalty: 2648.526611 Iteration 29Q: 3 clusters Score -339065.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3043 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -339072.812500 Penalty: 2648.526611 Iteration 30Q: 3 clusters Score -339072.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3046 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -339076.031250 Penalty: 2648.526611 Iteration 31Q: 3 clusters Score -339076 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3050 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -339079.406250 Penalty: 2648.526611 Iteration 32Q: 3 clusters Score -339079.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3054 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -339083.156250 Penalty: 2648.526611 Iteration 33Q: 3 clusters Score -339083.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3057 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -339085.031250 Penalty: 2648.526611 Iteration 34Q: 3 clusters Score -339085 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3060 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -339087.531250 Penalty: 2648.526611 Iteration 35Q: 3 clusters Score -339087.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3061 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -339089.281250 Penalty: 2648.526611 Iteration 36Q: 3 clusters Score -339089.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3063 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -339090.000000 Penalty: 2648.526611 Iteration 37Q: 3 clusters Score -339090 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3062 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -339090.812500 Penalty: 2648.526611 Iteration 38Q: 3 clusters Score -339090.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3062 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -339090.812500 Penalty: 2648.526611 Iteration 39F: 3 clusters Score -339090.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (39078 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39078 members Entering Unmasked Estep Score: -3744070.250000 Penalty: 1718.163574 Iteration 0F: 2 clusters Score -3744070 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19474 members Mstep: Class 2 contains 19604 members Entering Unmasked Estep Score: -3717951.500000 Penalty: 3436.327148 Iteration 0F: 3 clusters Score -3717952 nChanged 18273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18803 members Mstep: Class 2 contains 20275 members Entering Unmasked Estep Score: -3728625.000000 Penalty: 3436.327148 Iteration 1F: 3 clusters Score -3728625 nChanged 2139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18378 members Mstep: Class 2 contains 20700 members Entering Unmasked Estep Score: -3729632.000000 Penalty: 3436.327148 Iteration 2F: 3 clusters Score -3729632 nChanged 2295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17811 members Mstep: Class 2 contains 21267 members Entering Unmasked Estep Score: -3731074.750000 Penalty: 3436.327148 Iteration 3F: 3 clusters Score -3731075 nChanged 2670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16947 members Mstep: Class 2 contains 22131 members Entering Unmasked Estep Score: -3732997.500000 Penalty: 3436.327148 Iteration 4F: 3 clusters Score -3732998 nChanged 2832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15895 members Mstep: Class 2 contains 23183 members Entering Unmasked Estep Score: -3735186.000000 Penalty: 3436.327148 Iteration 5F: 3 clusters Score -3735186 nChanged 2695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14774 members Mstep: Class 2 contains 24304 members Entering Unmasked Estep Score: -3737388.000000 Penalty: 3436.327148 Iteration 6F: 3 clusters Score -3737388 nChanged 2170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13774 members Mstep: Class 2 contains 25304 members Entering Unmasked Estep Score: -3738901.500000 Penalty: 3436.327148 Iteration 7F: 3 clusters Score -3738902 nChanged 1607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12917 members Mstep: Class 2 contains 26161 members Entering Unmasked Estep Score: -3739806.000000 Penalty: 3436.327148 Iteration 8Q: 3 clusters Score -3739806 nChanged 1106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12135 members Mstep: Class 2 contains 26943 members Entering Unmasked Estep Score: -3740323.750000 Penalty: 3436.327148 Iteration 9Q: 3 clusters Score -3740324 nChanged 859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11406 members Mstep: Class 2 contains 27672 members Entering Unmasked Estep Score: -3740723.250000 Penalty: 3436.327148 Iteration 10Q: 3 clusters Score -3740723 nChanged 750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10730 members Mstep: Class 2 contains 28348 members Entering Unmasked Estep Score: -3741088.500000 Penalty: 3436.327148 Iteration 11Q: 3 clusters Score -3741088 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10088 members Mstep: Class 2 contains 28990 members Entering Unmasked Estep Score: -3741404.250000 Penalty: 3436.327148 Iteration 12Q: 3 clusters Score -3741404 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9441 members Mstep: Class 2 contains 29637 members Entering Unmasked Estep Score: -3741755.250000 Penalty: 3436.327148 Iteration 13Q: 3 clusters Score -3741755 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8864 members Mstep: Class 2 contains 30214 members Entering Unmasked Estep Score: -3742006.750000 Penalty: 3436.327148 Iteration 14Q: 3 clusters Score -3742007 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8337 members Mstep: Class 2 contains 30741 members Entering Unmasked Estep Score: -3742249.750000 Penalty: 3436.327148 Iteration 15Q: 3 clusters Score -3742250 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7923 members Mstep: Class 2 contains 31155 members Entering Unmasked Estep Score: -3742392.000000 Penalty: 3436.327148 Iteration 16Q: 3 clusters Score -3742392 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7553 members Mstep: Class 2 contains 31525 members Entering Unmasked Estep Score: -3742541.750000 Penalty: 3436.327148 Iteration 17Q: 3 clusters Score -3742542 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7242 members Mstep: Class 2 contains 31836 members Entering Unmasked Estep Score: -3742652.750000 Penalty: 3436.327148 Iteration 18Q: 3 clusters Score -3742653 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6959 members Mstep: Class 2 contains 32119 members Entering Unmasked Estep Score: -3742719.500000 Penalty: 3436.327148 Iteration 19Q: 3 clusters Score -3742720 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6699 members Mstep: Class 2 contains 32379 members Entering Unmasked Estep Score: -3742773.500000 Penalty: 3436.327148 Iteration 20F: 3 clusters Score -3742774 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6446 members Mstep: Class 2 contains 32632 members Entering Unmasked Estep Score: -3742831.250000 Penalty: 3436.327148 Iteration 21Q: 3 clusters Score -3742831 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6227 members Mstep: Class 2 contains 32851 members Entering Unmasked Estep Score: -3742892.250000 Penalty: 3436.327148 Iteration 22Q: 3 clusters Score -3742892 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6039 members Mstep: Class 2 contains 33039 members Entering Unmasked Estep Score: -3742945.750000 Penalty: 3436.327148 Iteration 23Q: 3 clusters Score -3742946 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5868 members Mstep: Class 2 contains 33210 members Entering Unmasked Estep Score: -3742969.750000 Penalty: 3436.327148 Iteration 24Q: 3 clusters Score -3742970 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5705 members Mstep: Class 2 contains 33373 members Entering Unmasked Estep Score: -3743007.000000 Penalty: 3436.327148 Iteration 25Q: 3 clusters Score -3743007 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5530 members Mstep: Class 2 contains 33548 members Entering Unmasked Estep Score: -3743062.500000 Penalty: 3436.327148 Iteration 26Q: 3 clusters Score -3743062 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5379 members Mstep: Class 2 contains 33699 members Entering Unmasked Estep Score: -3743085.750000 Penalty: 3436.327148 Iteration 27Q: 3 clusters Score -3743086 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5239 members Mstep: Class 2 contains 33839 members Entering Unmasked Estep Score: -3743119.500000 Penalty: 3436.327148 Iteration 28Q: 3 clusters Score -3743120 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5108 members Mstep: Class 2 contains 33970 members Entering Unmasked Estep Score: -3743135.500000 Penalty: 3436.327148 Iteration 29Q: 3 clusters Score -3743136 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4984 members Mstep: Class 2 contains 34094 members Entering Unmasked Estep Score: -3743168.250000 Penalty: 3436.327148 Iteration 30Q: 3 clusters Score -3743168 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4866 members Mstep: Class 2 contains 34212 members Entering Unmasked Estep Score: -3743198.750000 Penalty: 3436.327148 Iteration 31Q: 3 clusters Score -3743199 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4762 members Mstep: Class 2 contains 34316 members Entering Unmasked Estep Score: -3743221.000000 Penalty: 3436.327148 Iteration 32Q: 3 clusters Score -3743221 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4676 members Mstep: Class 2 contains 34402 members Entering Unmasked Estep Score: -3743250.000000 Penalty: 3436.327148 Iteration 33Q: 3 clusters Score -3743250 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4609 members Mstep: Class 2 contains 34469 members Entering Unmasked Estep Score: -3743267.500000 Penalty: 3436.327148 Iteration 34Q: 3 clusters Score -3743268 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4541 members Mstep: Class 2 contains 34537 members Entering Unmasked Estep Score: -3743272.500000 Penalty: 3436.327148 Iteration 35Q: 3 clusters Score -3743272 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4482 members Mstep: Class 2 contains 34596 members Entering Unmasked Estep Score: -3743284.750000 Penalty: 3436.327148 Iteration 36Q: 3 clusters Score -3743285 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4437 members Mstep: Class 2 contains 34641 members Entering Unmasked Estep Score: -3743277.750000 Penalty: 3436.327148 Iteration 37Q: 3 clusters Score -3743278 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4386 members Mstep: Class 2 contains 34692 members Entering Unmasked Estep Score: -3743292.250000 Penalty: 3436.327148 Iteration 38Q: 3 clusters Score -3743292 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4333 members Mstep: Class 2 contains 34745 members Entering Unmasked Estep Score: -3743302.750000 Penalty: 3436.327148 Iteration 39Q: 3 clusters Score -3743303 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4283 members Mstep: Class 2 contains 34795 members Entering Unmasked Estep Score: -3743314.000000 Penalty: 3436.327148 Iteration 40F: 3 clusters Score -3743314 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4239 members Mstep: Class 2 contains 34839 members Entering Unmasked Estep Score: -3743320.500000 Penalty: 3436.327148 Iteration 41Q: 3 clusters Score -3743320 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4190 members Mstep: Class 2 contains 34888 members Entering Unmasked Estep Score: -3743319.750000 Penalty: 3436.327148 Iteration 42Q: 3 clusters Score -3743320 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4142 members Mstep: Class 2 contains 34936 members Entering Unmasked Estep Score: -3743330.500000 Penalty: 3436.327148 Iteration 43Q: 3 clusters Score -3743330 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4082 members Mstep: Class 2 contains 34996 members Entering Unmasked Estep Score: -3743349.750000 Penalty: 3436.327148 Iteration 44Q: 3 clusters Score -3743350 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4026 members Mstep: Class 2 contains 35052 members Entering Unmasked Estep Score: -3743368.250000 Penalty: 3436.327148 Iteration 45Q: 3 clusters Score -3743368 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3974 members Mstep: Class 2 contains 35104 members Entering Unmasked Estep Score: -3743369.750000 Penalty: 3436.327148 Iteration 46Q: 3 clusters Score -3743370 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3924 members Mstep: Class 2 contains 35154 members Entering Unmasked Estep Score: -3743377.750000 Penalty: 3436.327148 Iteration 47Q: 3 clusters Score -3743378 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3877 members Mstep: Class 2 contains 35201 members Entering Unmasked Estep Score: -3743394.750000 Penalty: 3436.327148 Iteration 48Q: 3 clusters Score -3743395 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3849 members Mstep: Class 2 contains 35229 members Entering Unmasked Estep Score: -3743397.250000 Penalty: 3436.327148 Iteration 49Q: 3 clusters Score -3743397 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3821 members Mstep: Class 2 contains 35257 members Entering Unmasked Estep Score: -3743404.750000 Penalty: 3436.327148 Iteration 50Q: 3 clusters Score -3743405 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3787 members Mstep: Class 2 contains 35291 members Entering Unmasked Estep Score: -3743409.250000 Penalty: 3436.327148 Iteration 51Q: 3 clusters Score -3743409 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3764 members Mstep: Class 2 contains 35314 members Entering Unmasked Estep Score: -3743415.000000 Penalty: 3436.327148 Iteration 52Q: 3 clusters Score -3743415 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3750 members Mstep: Class 2 contains 35328 members Entering Unmasked Estep Score: -3743417.500000 Penalty: 3436.327148 Iteration 53Q: 3 clusters Score -3743418 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3734 members Mstep: Class 2 contains 35344 members Entering Unmasked Estep Score: -3743415.500000 Penalty: 3436.327148 Iteration 54Q: 3 clusters Score -3743416 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3721 members Mstep: Class 2 contains 35357 members Entering Unmasked Estep Score: -3743415.500000 Penalty: 3436.327148 Iteration 55Q: 3 clusters Score -3743416 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3707 members Mstep: Class 2 contains 35371 members Entering Unmasked Estep Score: -3743415.250000 Penalty: 3436.327148 Iteration 56Q: 3 clusters Score -3743415 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3691 members Mstep: Class 2 contains 35387 members Entering Unmasked Estep Score: -3743421.500000 Penalty: 3436.327148 Iteration 57Q: 3 clusters Score -3743422 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3678 members Mstep: Class 2 contains 35400 members Entering Unmasked Estep Score: -3743423.750000 Penalty: 3436.327148 Iteration 58Q: 3 clusters Score -3743424 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3671 members Mstep: Class 2 contains 35407 members Entering Unmasked Estep Score: -3743431.750000 Penalty: 3436.327148 Iteration 59Q: 3 clusters Score -3743432 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3667 members Mstep: Class 2 contains 35411 members Entering Unmasked Estep Score: -3743425.750000 Penalty: 3436.327148 Iteration 60F: 3 clusters Score -3743426 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3661 members Mstep: Class 2 contains 35417 members Entering Unmasked Estep Score: -3743426.500000 Penalty: 3436.327148 Iteration 61Q: 3 clusters Score -3743426 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3657 members Mstep: Class 2 contains 35421 members Entering Unmasked Estep Score: -3743425.250000 Penalty: 3436.327148 Iteration 62Q: 3 clusters Score -3743425 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3655 members Mstep: Class 2 contains 35423 members Entering Unmasked Estep Score: -3743428.000000 Penalty: 3436.327148 Iteration 63Q: 3 clusters Score -3743428 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3653 members Mstep: Class 2 contains 35425 members Entering Unmasked Estep Score: -3743429.500000 Penalty: 3436.327148 Iteration 64Q: 3 clusters Score -3743430 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3653 members Mstep: Class 2 contains 35425 members Entering Unmasked Estep Score: -3743429.500000 Penalty: 3436.327148 Iteration 65F: 3 clusters Score -3743430 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (2290 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Entering Unmasked Estep Score: -197798.234375 Penalty: 1257.149902 Iteration 0F: 2 clusters Score -197798.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -195542.968750 Penalty: 2514.299805 Iteration 0F: 3 clusters Score -195543 nChanged 800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -196058.125000 Penalty: 2514.299805 Iteration 1F: 3 clusters Score -196058.1 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -196187.062500 Penalty: 2514.299805 Iteration 2F: 3 clusters Score -196187.1 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -196256.125000 Penalty: 2514.299805 Iteration 3Q: 3 clusters Score -196256.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -196308.015625 Penalty: 2514.299805 Iteration 4Q: 3 clusters Score -196308 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -196343.421875 Penalty: 2514.299805 Iteration 5Q: 3 clusters Score -196343.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -196368.796875 Penalty: 2514.299805 Iteration 6Q: 3 clusters Score -196368.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -196384.906250 Penalty: 2514.299805 Iteration 7Q: 3 clusters Score -196384.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -196401.015625 Penalty: 2514.299805 Iteration 8Q: 3 clusters Score -196401 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -196412.390625 Penalty: 2514.299805 Iteration 9Q: 3 clusters Score -196412.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -196423.281250 Penalty: 2514.299805 Iteration 10Q: 3 clusters Score -196423.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -196430.375000 Penalty: 2514.299805 Iteration 11Q: 3 clusters Score -196430.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -196434.703125 Penalty: 2514.299805 Iteration 12Q: 3 clusters Score -196434.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -196443.921875 Penalty: 2514.299805 Iteration 13Q: 3 clusters Score -196443.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -196454.390625 Penalty: 2514.299805 Iteration 14Q: 3 clusters Score -196454.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -196463.375000 Penalty: 2514.299805 Iteration 15Q: 3 clusters Score -196463.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -196476.109375 Penalty: 2514.299805 Iteration 16Q: 3 clusters Score -196476.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -196503.109375 Penalty: 2514.299805 Iteration 17Q: 3 clusters Score -196503.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -196557.687500 Penalty: 2514.299805 Iteration 18Q: 3 clusters Score -196557.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -196660.468750 Penalty: 2514.299805 Iteration 19Q: 3 clusters Score -196660.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -196753.328125 Penalty: 2514.299805 Iteration 20F: 3 clusters Score -196753.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -196830.890625 Penalty: 2514.299805 Iteration 21Q: 3 clusters Score -196830.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -196882.953125 Penalty: 2514.299805 Iteration 22Q: 3 clusters Score -196883 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -196937.890625 Penalty: 2514.299805 Iteration 23Q: 3 clusters Score -196937.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -197002.250000 Penalty: 2514.299805 Iteration 24Q: 3 clusters Score -197002.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -197075.828125 Penalty: 2514.299805 Iteration 25Q: 3 clusters Score -197075.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -197123.781250 Penalty: 2514.299805 Iteration 26Q: 3 clusters Score -197123.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -197178.515625 Penalty: 2514.299805 Iteration 27Q: 3 clusters Score -197178.5 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -197233.968750 Penalty: 2514.299805 Iteration 28Q: 3 clusters Score -197234 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -197274.562500 Penalty: 2514.299805 Iteration 29Q: 3 clusters Score -197274.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -197312.046875 Penalty: 2514.299805 Iteration 30Q: 3 clusters Score -197312 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -197340.000000 Penalty: 2514.299805 Iteration 31Q: 3 clusters Score -197340 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -197358.015625 Penalty: 2514.299805 Iteration 32Q: 3 clusters Score -197358 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -197370.734375 Penalty: 2514.299805 Iteration 33Q: 3 clusters Score -197370.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -197388.859375 Penalty: 2514.299805 Iteration 34Q: 3 clusters Score -197388.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -197399.281250 Penalty: 2514.299805 Iteration 35Q: 3 clusters Score -197399.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -197407.312500 Penalty: 2514.299805 Iteration 36Q: 3 clusters Score -197407.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -197411.093750 Penalty: 2514.299805 Iteration 37Q: 3 clusters Score -197411.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -197413.578125 Penalty: 2514.299805 Iteration 38Q: 3 clusters Score -197413.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -197416.796875 Penalty: 2514.299805 Iteration 39Q: 3 clusters Score -197416.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -197422.640625 Penalty: 2514.299805 Iteration 40F: 3 clusters Score -197422.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -197431.484375 Penalty: 2514.299805 Iteration 41Q: 3 clusters Score -197431.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -197435.890625 Penalty: 2514.299805 Iteration 42Q: 3 clusters Score -197435.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -197438.765625 Penalty: 2514.299805 Iteration 43Q: 3 clusters Score -197438.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -197440.484375 Penalty: 2514.299805 Iteration 44Q: 3 clusters Score -197440.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -197442.203125 Penalty: 2514.299805 Iteration 45Q: 3 clusters Score -197442.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -197443.171875 Penalty: 2514.299805 Iteration 46Q: 3 clusters Score -197443.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -197445.390625 Penalty: 2514.299805 Iteration 47Q: 3 clusters Score -197445.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -197447.640625 Penalty: 2514.299805 Iteration 48Q: 3 clusters Score -197447.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -197449.546875 Penalty: 2514.299805 Iteration 49Q: 3 clusters Score -197449.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -197449.546875 Penalty: 2514.299805 Iteration 50F: 3 clusters Score -197449.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (2495 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Entering Unmasked Estep Score: -239206.218750 Penalty: 1271.082153 Iteration 0F: 2 clusters Score -239206.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -236798.750000 Penalty: 2542.164307 Iteration 0F: 3 clusters Score -236798.8 nChanged 911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -237347.062500 Penalty: 2542.164307 Iteration 1F: 3 clusters Score -237347.1 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -237485.312500 Penalty: 2542.164307 Iteration 2F: 3 clusters Score -237485.3 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -237559.640625 Penalty: 2542.164307 Iteration 3Q: 3 clusters Score -237559.6 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -237615.031250 Penalty: 2542.164307 Iteration 4Q: 3 clusters Score -237615 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -237672.375000 Penalty: 2542.164307 Iteration 5Q: 3 clusters Score -237672.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -237714.234375 Penalty: 2542.164307 Iteration 6Q: 3 clusters Score -237714.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -237738.015625 Penalty: 2542.164307 Iteration 7Q: 3 clusters Score -237738 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -237759.734375 Penalty: 2542.164307 Iteration 8Q: 3 clusters Score -237759.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -237778.437500 Penalty: 2542.164307 Iteration 9Q: 3 clusters Score -237778.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -237792.531250 Penalty: 2542.164307 Iteration 10Q: 3 clusters Score -237792.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -237805.359375 Penalty: 2542.164307 Iteration 11Q: 3 clusters Score -237805.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -237818.750000 Penalty: 2542.164307 Iteration 12Q: 3 clusters Score -237818.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -237832.984375 Penalty: 2542.164307 Iteration 13Q: 3 clusters Score -237833 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -237847.000000 Penalty: 2542.164307 Iteration 14Q: 3 clusters Score -237847 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -237857.812500 Penalty: 2542.164307 Iteration 15Q: 3 clusters Score -237857.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -237864.484375 Penalty: 2542.164307 Iteration 16Q: 3 clusters Score -237864.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -237869.546875 Penalty: 2542.164307 Iteration 17Q: 3 clusters Score -237869.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -237874.609375 Penalty: 2542.164307 Iteration 18Q: 3 clusters Score -237874.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -237885.546875 Penalty: 2542.164307 Iteration 19Q: 3 clusters Score -237885.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -237891.421875 Penalty: 2542.164307 Iteration 20F: 3 clusters Score -237891.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -237897.109375 Penalty: 2542.164307 Iteration 21Q: 3 clusters Score -237897.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -237904.687500 Penalty: 2542.164307 Iteration 22Q: 3 clusters Score -237904.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -237907.406250 Penalty: 2542.164307 Iteration 23Q: 3 clusters Score -237907.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -237910.843750 Penalty: 2542.164307 Iteration 24Q: 3 clusters Score -237910.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -237912.796875 Penalty: 2542.164307 Iteration 25Q: 3 clusters Score -237912.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -237914.968750 Penalty: 2542.164307 Iteration 26Q: 3 clusters Score -237915 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -237916.843750 Penalty: 2542.164307 Iteration 27Q: 3 clusters Score -237916.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -237918.625000 Penalty: 2542.164307 Iteration 28Q: 3 clusters Score -237918.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -237919.031250 Penalty: 2542.164307 Iteration 29Q: 3 clusters Score -237919 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -237918.984375 Penalty: 2542.164307 Iteration 30Q: 3 clusters Score -237919 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -237918.984375 Penalty: 2542.164307 Iteration 31F: 3 clusters Score -237919 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (1934 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Entering Unmasked Estep Score: -195672.968750 Penalty: 1229.693604 Iteration 0F: 2 clusters Score -195673 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -193636.953125 Penalty: 2459.387207 Iteration 0F: 3 clusters Score -193637 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -194014.281250 Penalty: 2459.387207 Iteration 1F: 3 clusters Score -194014.3 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -194079.203125 Penalty: 2459.387207 Iteration 2F: 3 clusters Score -194079.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -194120.781250 Penalty: 2459.387207 Iteration 3Q: 3 clusters Score -194120.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -194150.125000 Penalty: 2459.387207 Iteration 4Q: 3 clusters Score -194150.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -194174.421875 Penalty: 2459.387207 Iteration 5Q: 3 clusters Score -194174.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -194194.859375 Penalty: 2459.387207 Iteration 6Q: 3 clusters Score -194194.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -194217.218750 Penalty: 2459.387207 Iteration 7Q: 3 clusters Score -194217.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -194236.078125 Penalty: 2459.387207 Iteration 8Q: 3 clusters Score -194236.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -194251.609375 Penalty: 2459.387207 Iteration 9Q: 3 clusters Score -194251.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -194268.703125 Penalty: 2459.387207 Iteration 10Q: 3 clusters Score -194268.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -194283.375000 Penalty: 2459.387207 Iteration 11Q: 3 clusters Score -194283.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -194295.859375 Penalty: 2459.387207 Iteration 12Q: 3 clusters Score -194295.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -194315.203125 Penalty: 2459.387207 Iteration 13Q: 3 clusters Score -194315.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -194329.671875 Penalty: 2459.387207 Iteration 14Q: 3 clusters Score -194329.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -194339.437500 Penalty: 2459.387207 Iteration 15Q: 3 clusters Score -194339.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -194351.984375 Penalty: 2459.387207 Iteration 16Q: 3 clusters Score -194352 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -194367.796875 Penalty: 2459.387207 Iteration 17Q: 3 clusters Score -194367.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -194384.078125 Penalty: 2459.387207 Iteration 18Q: 3 clusters Score -194384.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -194397.750000 Penalty: 2459.387207 Iteration 19Q: 3 clusters Score -194397.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -194407.062500 Penalty: 2459.387207 Iteration 20F: 3 clusters Score -194407.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -194411.828125 Penalty: 2459.387207 Iteration 21Q: 3 clusters Score -194411.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -194415.546875 Penalty: 2459.387207 Iteration 22Q: 3 clusters Score -194415.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -194418.671875 Penalty: 2459.387207 Iteration 23Q: 3 clusters Score -194418.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -194419.734375 Penalty: 2459.387207 Iteration 24Q: 3 clusters Score -194419.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -194421.515625 Penalty: 2459.387207 Iteration 25Q: 3 clusters Score -194421.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -194423.500000 Penalty: 2459.387207 Iteration 26Q: 3 clusters Score -194423.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -194425.343750 Penalty: 2459.387207 Iteration 27Q: 3 clusters Score -194425.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -194426.468750 Penalty: 2459.387207 Iteration 28Q: 3 clusters Score -194426.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -194428.859375 Penalty: 2459.387207 Iteration 29Q: 3 clusters Score -194428.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -194431.625000 Penalty: 2459.387207 Iteration 30Q: 3 clusters Score -194431.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -194434.734375 Penalty: 2459.387207 Iteration 31Q: 3 clusters Score -194434.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -194436.328125 Penalty: 2459.387207 Iteration 32Q: 3 clusters Score -194436.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -194436.328125 Penalty: 2459.387207 Iteration 33F: 3 clusters Score -194436.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (91262 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91262 members Entering Unmasked Estep Score: -9116828.000000 Penalty: 1855.992065 Iteration 0F: 2 clusters Score -9116828 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45424 members Mstep: Class 2 contains 45838 members Entering Unmasked Estep Score: -9055751.000000 Penalty: 3711.984131 Iteration 0F: 3 clusters Score -9055751 nChanged 43513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42927 members Mstep: Class 2 contains 48335 members Entering Unmasked Estep Score: -9080749.000000 Penalty: 3711.984131 Iteration 1F: 3 clusters Score -9080749 nChanged 2970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41325 members Mstep: Class 2 contains 49937 members Entering Unmasked Estep Score: -9081541.000000 Penalty: 3711.984131 Iteration 2Q: 3 clusters Score -9081541 nChanged 3349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38936 members Mstep: Class 2 contains 52326 members Entering Unmasked Estep Score: -9082587.000000 Penalty: 3711.984131 Iteration 3Q: 3 clusters Score -9082587 nChanged 4284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35246 members Mstep: Class 2 contains 56016 members Entering Unmasked Estep Score: -9084439.000000 Penalty: 3711.984131 Iteration 4Q: 3 clusters Score -9084439 nChanged 5815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29799 members Mstep: Class 2 contains 61463 members Entering Unmasked Estep Score: -9087885.000000 Penalty: 3711.984131 Iteration 5F: 3 clusters Score -9087885 nChanged 7509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22450 members Mstep: Class 2 contains 68812 members Entering Unmasked Estep Score: -9093708.000000 Penalty: 3711.984131 Iteration 6F: 3 clusters Score -9093708 nChanged 8458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14058 members Mstep: Class 2 contains 77204 members Entering Unmasked Estep Score: -9101669.000000 Penalty: 3711.984131 Iteration 7F: 3 clusters Score -9101669 nChanged 6985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7093 members Mstep: Class 2 contains 84169 members Entering Unmasked Estep Score: -9108691.000000 Penalty: 3711.984131 Iteration 8F: 3 clusters Score -9108691 nChanged 4047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3056 members Mstep: Class 2 contains 88206 members Entering Unmasked Estep Score: -9112631.000000 Penalty: 3711.984131 Iteration 9Q: 3 clusters Score -9112631 nChanged 1680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 89880 members Entering Unmasked Estep Score: -9114236.000000 Penalty: 3711.984131 Iteration 10Q: 3 clusters Score -9114236 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 90460 members Entering Unmasked Estep Score: -9114830.000000 Penalty: 3711.984131 Iteration 11Q: 3 clusters Score -9114830 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 90660 members Entering Unmasked Estep Score: -9115081.000000 Penalty: 3711.984131 Iteration 12Q: 3 clusters Score -9115081 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 90742 members Entering Unmasked Estep Score: -9115220.000000 Penalty: 3711.984131 Iteration 13Q: 3 clusters Score -9115220 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 90767 members Entering Unmasked Estep Score: -9115281.000000 Penalty: 3711.984131 Iteration 14Q: 3 clusters Score -9115281 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 90787 members Entering Unmasked Estep Score: -9115322.000000 Penalty: 3711.984131 Iteration 15Q: 3 clusters Score -9115322 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 90794 members Entering Unmasked Estep Score: -9115353.000000 Penalty: 3711.984131 Iteration 16Q: 3 clusters Score -9115353 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 90797 members Entering Unmasked Estep Score: -9115374.000000 Penalty: 3711.984131 Iteration 17Q: 3 clusters Score -9115374 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 90798 members Entering Unmasked Estep Score: -9115375.000000 Penalty: 3711.984131 Iteration 18Q: 3 clusters Score -9115375 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 90804 members Entering Unmasked Estep Score: -9115387.000000 Penalty: 3711.984131 Iteration 19Q: 3 clusters Score -9115387 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 90804 members Entering Unmasked Estep Score: -9115395.000000 Penalty: 3711.984131 Iteration 20F: 3 clusters Score -9115395 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 90806 members Entering Unmasked Estep Score: -9115389.000000 Penalty: 3711.984131 Iteration 21Q: 3 clusters Score -9115389 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 90807 members Entering Unmasked Estep Score: -9115386.000000 Penalty: 3711.984131 Iteration 22Q: 3 clusters Score -9115386 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 90810 members Entering Unmasked Estep Score: -9115393.000000 Penalty: 3711.984131 Iteration 23Q: 3 clusters Score -9115393 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 90814 members Entering Unmasked Estep Score: -9115398.000000 Penalty: 3711.984131 Iteration 24Q: 3 clusters Score -9115398 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 90816 members Entering Unmasked Estep Score: -9115399.000000 Penalty: 3711.984131 Iteration 25Q: 3 clusters Score -9115399 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 90814 members Entering Unmasked Estep Score: -9115398.000000 Penalty: 3711.984131 Iteration 26Q: 3 clusters Score -9115398 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 90814 members Entering Unmasked Estep Score: -9115398.000000 Penalty: 3711.984131 Iteration 27F: 3 clusters Score -9115398 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (5073 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5073 members Entering Unmasked Estep Score: -474146.031250 Penalty: 1386.399292 Iteration 0F: 2 clusters Score -474146 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 2531 members Entering Unmasked Estep Score: -470137.437500 Penalty: 2772.798584 Iteration 0F: 3 clusters Score -470137.4 nChanged 1983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2535 members Mstep: Class 2 contains 2538 members Entering Unmasked Estep Score: -471254.718750 Penalty: 2772.798584 Iteration 1F: 3 clusters Score -471254.7 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -471472.906250 Penalty: 2772.798584 Iteration 2F: 3 clusters Score -471472.9 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2574 members Mstep: Class 2 contains 2499 members Entering Unmasked Estep Score: -471654.250000 Penalty: 2772.798584 Iteration 3F: 3 clusters Score -471654.2 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2600 members Mstep: Class 2 contains 2473 members Entering Unmasked Estep Score: -471804.187500 Penalty: 2772.798584 Iteration 4F: 3 clusters Score -471804.2 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2597 members Mstep: Class 2 contains 2476 members Entering Unmasked Estep Score: -471938.593750 Penalty: 2772.798584 Iteration 5Q: 3 clusters Score -471938.6 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2599 members Mstep: Class 2 contains 2474 members Entering Unmasked Estep Score: -472034.437500 Penalty: 2772.798584 Iteration 6Q: 3 clusters Score -472034.4 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2608 members Mstep: Class 2 contains 2465 members Entering Unmasked Estep Score: -472095.375000 Penalty: 2772.798584 Iteration 7Q: 3 clusters Score -472095.4 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2608 members Mstep: Class 2 contains 2465 members Entering Unmasked Estep Score: -472153.781250 Penalty: 2772.798584 Iteration 8Q: 3 clusters Score -472153.8 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 2457 members Entering Unmasked Estep Score: -472215.531250 Penalty: 2772.798584 Iteration 9Q: 3 clusters Score -472215.5 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2641 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -472271.906250 Penalty: 2772.798584 Iteration 10Q: 3 clusters Score -472271.9 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2667 members Mstep: Class 2 contains 2406 members Entering Unmasked Estep Score: -472332.843750 Penalty: 2772.798584 Iteration 11Q: 3 clusters Score -472332.8 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2672 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -472394.843750 Penalty: 2772.798584 Iteration 12Q: 3 clusters Score -472394.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2685 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -472452.937500 Penalty: 2772.798584 Iteration 13Q: 3 clusters Score -472452.9 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2696 members Mstep: Class 2 contains 2377 members Entering Unmasked Estep Score: -472502.781250 Penalty: 2772.798584 Iteration 14Q: 3 clusters Score -472502.8 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2702 members Mstep: Class 2 contains 2371 members Entering Unmasked Estep Score: -472551.281250 Penalty: 2772.798584 Iteration 15Q: 3 clusters Score -472551.3 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2703 members Mstep: Class 2 contains 2370 members Entering Unmasked Estep Score: -472596.062500 Penalty: 2772.798584 Iteration 16Q: 3 clusters Score -472596.1 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2712 members Mstep: Class 2 contains 2361 members Entering Unmasked Estep Score: -472630.531250 Penalty: 2772.798584 Iteration 17Q: 3 clusters Score -472630.5 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 2351 members Entering Unmasked Estep Score: -472659.468750 Penalty: 2772.798584 Iteration 18Q: 3 clusters Score -472659.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2742 members Mstep: Class 2 contains 2331 members Entering Unmasked Estep Score: -472679.375000 Penalty: 2772.798584 Iteration 19Q: 3 clusters Score -472679.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2751 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -472689.687500 Penalty: 2772.798584 Iteration 20F: 3 clusters Score -472689.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2763 members Mstep: Class 2 contains 2310 members Entering Unmasked Estep Score: -472703.812500 Penalty: 2772.798584 Iteration 21Q: 3 clusters Score -472703.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2773 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -472712.250000 Penalty: 2772.798584 Iteration 22Q: 3 clusters Score -472712.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2780 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -472719.093750 Penalty: 2772.798584 Iteration 23Q: 3 clusters Score -472719.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Mstep: Class 2 contains 2291 members Entering Unmasked Estep Score: -472727.781250 Penalty: 2772.798584 Iteration 24Q: 3 clusters Score -472727.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2784 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -472733.000000 Penalty: 2772.798584 Iteration 25Q: 3 clusters Score -472733 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2780 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -472738.031250 Penalty: 2772.798584 Iteration 26Q: 3 clusters Score -472738 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2779 members Mstep: Class 2 contains 2294 members Entering Unmasked Estep Score: -472739.593750 Penalty: 2772.798584 Iteration 27Q: 3 clusters Score -472739.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2784 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -472741.375000 Penalty: 2772.798584 Iteration 28Q: 3 clusters Score -472741.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2787 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -472742.250000 Penalty: 2772.798584 Iteration 29Q: 3 clusters Score -472742.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 2285 members Entering Unmasked Estep Score: -472743.343750 Penalty: 2772.798584 Iteration 30Q: 3 clusters Score -472743.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2791 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -472744.437500 Penalty: 2772.798584 Iteration 31Q: 3 clusters Score -472744.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 2281 members Entering Unmasked Estep Score: -472746.750000 Penalty: 2772.798584 Iteration 32Q: 3 clusters Score -472746.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 2281 members Entering Unmasked Estep Score: -472746.312500 Penalty: 2772.798584 Iteration 33Q: 3 clusters Score -472746.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2790 members Mstep: Class 2 contains 2283 members Entering Unmasked Estep Score: -472747.281250 Penalty: 2772.798584 Iteration 34Q: 3 clusters Score -472747.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2790 members Mstep: Class 2 contains 2283 members Entering Unmasked Estep Score: -472747.218750 Penalty: 2772.798584 Iteration 35Q: 3 clusters Score -472747.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2790 members Mstep: Class 2 contains 2283 members Entering Unmasked Estep Score: -472747.718750 Penalty: 2772.798584 Iteration 36Q: 3 clusters Score -472747.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2787 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -472748.906250 Penalty: 2772.798584 Iteration 37Q: 3 clusters Score -472748.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2785 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -472748.812500 Penalty: 2772.798584 Iteration 38Q: 3 clusters Score -472748.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Mstep: Class 2 contains 2291 members Entering Unmasked Estep Score: -472749.375000 Penalty: 2772.798584 Iteration 39Q: 3 clusters Score -472749.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2783 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -472750.218750 Penalty: 2772.798584 Iteration 40F: 3 clusters Score -472750.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 2292 members Entering Unmasked Estep Score: -472749.343750 Penalty: 2772.798584 Iteration 41Q: 3 clusters Score -472749.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 2292 members Entering Unmasked Estep Score: -472749.343750 Penalty: 2772.798584 Iteration 42F: 3 clusters Score -472749.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (10490 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10490 members Entering Unmasked Estep Score: -975110.875000 Penalty: 1504.453857 Iteration 0F: 2 clusters Score -975110.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5225 members Mstep: Class 2 contains 5265 members Entering Unmasked Estep Score: -967585.625000 Penalty: 3008.907715 Iteration 0F: 3 clusters Score -967585.6 nChanged 4529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5146 members Mstep: Class 2 contains 5344 members Entering Unmasked Estep Score: -970067.187500 Penalty: 3008.907715 Iteration 1F: 3 clusters Score -970067.2 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5073 members Mstep: Class 2 contains 5417 members Entering Unmasked Estep Score: -970328.187500 Penalty: 3008.907715 Iteration 2F: 3 clusters Score -970328.2 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4984 members Mstep: Class 2 contains 5506 members Entering Unmasked Estep Score: -970533.812500 Penalty: 3008.907715 Iteration 3F: 3 clusters Score -970533.8 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4899 members Mstep: Class 2 contains 5591 members Entering Unmasked Estep Score: -970686.250000 Penalty: 3008.907715 Iteration 4Q: 3 clusters Score -970686.2 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4810 members Mstep: Class 2 contains 5680 members Entering Unmasked Estep Score: -970827.062500 Penalty: 3008.907715 Iteration 5Q: 3 clusters Score -970827.1 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4726 members Mstep: Class 2 contains 5764 members Entering Unmasked Estep Score: -970962.812500 Penalty: 3008.907715 Iteration 6Q: 3 clusters Score -970962.8 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4619 members Mstep: Class 2 contains 5871 members Entering Unmasked Estep Score: -971104.750000 Penalty: 3008.907715 Iteration 7Q: 3 clusters Score -971104.8 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4485 members Mstep: Class 2 contains 6005 members Entering Unmasked Estep Score: -971255.437500 Penalty: 3008.907715 Iteration 8Q: 3 clusters Score -971255.4 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4366 members Mstep: Class 2 contains 6124 members Entering Unmasked Estep Score: -971453.187500 Penalty: 3008.907715 Iteration 9Q: 3 clusters Score -971453.2 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4235 members Mstep: Class 2 contains 6255 members Entering Unmasked Estep Score: -971661.625000 Penalty: 3008.907715 Iteration 10Q: 3 clusters Score -971661.6 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4130 members Mstep: Class 2 contains 6360 members Entering Unmasked Estep Score: -971906.062500 Penalty: 3008.907715 Iteration 11Q: 3 clusters Score -971906.1 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4050 members Mstep: Class 2 contains 6440 members Entering Unmasked Estep Score: -972149.750000 Penalty: 3008.907715 Iteration 12Q: 3 clusters Score -972149.8 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3974 members Mstep: Class 2 contains 6516 members Entering Unmasked Estep Score: -972371.562500 Penalty: 3008.907715 Iteration 13Q: 3 clusters Score -972371.6 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3911 members Mstep: Class 2 contains 6579 members Entering Unmasked Estep Score: -972518.687500 Penalty: 3008.907715 Iteration 14Q: 3 clusters Score -972518.7 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3856 members Mstep: Class 2 contains 6634 members Entering Unmasked Estep Score: -972601.187500 Penalty: 3008.907715 Iteration 15Q: 3 clusters Score -972601.2 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3797 members Mstep: Class 2 contains 6693 members Entering Unmasked Estep Score: -972659.375000 Penalty: 3008.907715 Iteration 16Q: 3 clusters Score -972659.4 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3733 members Mstep: Class 2 contains 6757 members Entering Unmasked Estep Score: -972710.875000 Penalty: 3008.907715 Iteration 17Q: 3 clusters Score -972710.9 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3648 members Mstep: Class 2 contains 6842 members Entering Unmasked Estep Score: -972771.000000 Penalty: 3008.907715 Iteration 18Q: 3 clusters Score -972771 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3572 members Mstep: Class 2 contains 6918 members Entering Unmasked Estep Score: -972838.750000 Penalty: 3008.907715 Iteration 19Q: 3 clusters Score -972838.8 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3513 members Mstep: Class 2 contains 6977 members Entering Unmasked Estep Score: -972914.312500 Penalty: 3008.907715 Iteration 20F: 3 clusters Score -972914.3 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3451 members Mstep: Class 2 contains 7039 members Entering Unmasked Estep Score: -973001.062500 Penalty: 3008.907715 Iteration 21Q: 3 clusters Score -973001.1 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3409 members Mstep: Class 2 contains 7081 members Entering Unmasked Estep Score: -973073.437500 Penalty: 3008.907715 Iteration 22Q: 3 clusters Score -973073.4 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3346 members Mstep: Class 2 contains 7144 members Entering Unmasked Estep Score: -973148.062500 Penalty: 3008.907715 Iteration 23Q: 3 clusters Score -973148.1 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3293 members Mstep: Class 2 contains 7197 members Entering Unmasked Estep Score: -973218.750000 Penalty: 3008.907715 Iteration 24Q: 3 clusters Score -973218.8 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3250 members Mstep: Class 2 contains 7240 members Entering Unmasked Estep Score: -973288.187500 Penalty: 3008.907715 Iteration 25Q: 3 clusters Score -973288.2 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3193 members Mstep: Class 2 contains 7297 members Entering Unmasked Estep Score: -973361.250000 Penalty: 3008.907715 Iteration 26Q: 3 clusters Score -973361.2 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3138 members Mstep: Class 2 contains 7352 members Entering Unmasked Estep Score: -973428.937500 Penalty: 3008.907715 Iteration 27Q: 3 clusters Score -973428.9 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3071 members Mstep: Class 2 contains 7419 members Entering Unmasked Estep Score: -973493.187500 Penalty: 3008.907715 Iteration 28Q: 3 clusters Score -973493.2 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2993 members Mstep: Class 2 contains 7497 members Entering Unmasked Estep Score: -973566.875000 Penalty: 3008.907715 Iteration 29Q: 3 clusters Score -973566.9 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2908 members Mstep: Class 2 contains 7582 members Entering Unmasked Estep Score: -973656.625000 Penalty: 3008.907715 Iteration 30Q: 3 clusters Score -973656.6 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2831 members Mstep: Class 2 contains 7659 members Entering Unmasked Estep Score: -973749.250000 Penalty: 3008.907715 Iteration 31Q: 3 clusters Score -973749.2 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2764 members Mstep: Class 2 contains 7726 members Entering Unmasked Estep Score: -973847.125000 Penalty: 3008.907715 Iteration 32Q: 3 clusters Score -973847.1 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2699 members Mstep: Class 2 contains 7791 members Entering Unmasked Estep Score: -973951.625000 Penalty: 3008.907715 Iteration 33Q: 3 clusters Score -973951.6 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2642 members Mstep: Class 2 contains 7848 members Entering Unmasked Estep Score: -974069.437500 Penalty: 3008.907715 Iteration 34Q: 3 clusters Score -974069.4 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2598 members Mstep: Class 2 contains 7892 members Entering Unmasked Estep Score: -974172.062500 Penalty: 3008.907715 Iteration 35Q: 3 clusters Score -974172.1 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2552 members Mstep: Class 2 contains 7938 members Entering Unmasked Estep Score: -974229.000000 Penalty: 3008.907715 Iteration 36Q: 3 clusters Score -974229 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 7956 members Entering Unmasked Estep Score: -974267.000000 Penalty: 3008.907715 Iteration 37Q: 3 clusters Score -974267 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 7978 members Entering Unmasked Estep Score: -974296.500000 Penalty: 3008.907715 Iteration 38Q: 3 clusters Score -974296.5 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2500 members Mstep: Class 2 contains 7990 members Entering Unmasked Estep Score: -974322.062500 Penalty: 3008.907715 Iteration 39Q: 3 clusters Score -974322.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2501 members Mstep: Class 2 contains 7989 members Entering Unmasked Estep Score: -974355.812500 Penalty: 3008.907715 Iteration 40F: 3 clusters Score -974355.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2504 members Mstep: Class 2 contains 7986 members Entering Unmasked Estep Score: -974373.250000 Penalty: 3008.907715 Iteration 41Q: 3 clusters Score -974373.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 7975 members Entering Unmasked Estep Score: -974385.937500 Penalty: 3008.907715 Iteration 42Q: 3 clusters Score -974385.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2518 members Mstep: Class 2 contains 7972 members Entering Unmasked Estep Score: -974392.250000 Penalty: 3008.907715 Iteration 43Q: 3 clusters Score -974392.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 7968 members Entering Unmasked Estep Score: -974397.875000 Penalty: 3008.907715 Iteration 44Q: 3 clusters Score -974397.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2524 members Mstep: Class 2 contains 7966 members Entering Unmasked Estep Score: -974399.812500 Penalty: 3008.907715 Iteration 45Q: 3 clusters Score -974399.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 7964 members Entering Unmasked Estep Score: -974401.500000 Penalty: 3008.907715 Iteration 46Q: 3 clusters Score -974401.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2524 members Mstep: Class 2 contains 7966 members Entering Unmasked Estep Score: -974400.812500 Penalty: 3008.907715 Iteration 47Q: 3 clusters Score -974400.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2524 members Mstep: Class 2 contains 7966 members Entering Unmasked Estep Score: -974404.125000 Penalty: 3008.907715 Iteration 48Q: 3 clusters Score -974404.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2524 members Mstep: Class 2 contains 7966 members Entering Unmasked Estep Score: -974404.125000 Penalty: 3008.907715 Iteration 49F: 3 clusters Score -974404.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (2001 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Entering Unmasked Estep Score: -185234.875000 Penalty: 1235.227905 Iteration 0F: 2 clusters Score -185234.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -183132.328125 Penalty: 2470.455811 Iteration 0F: 3 clusters Score -183132.3 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -183693.296875 Penalty: 2470.455811 Iteration 1F: 3 clusters Score -183693.3 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -183909.406250 Penalty: 2470.455811 Iteration 2F: 3 clusters Score -183909.4 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -184040.781250 Penalty: 2470.455811 Iteration 3F: 3 clusters Score -184040.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -184128.640625 Penalty: 2470.455811 Iteration 4Q: 3 clusters Score -184128.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -184189.031250 Penalty: 2470.455811 Iteration 5Q: 3 clusters Score -184189 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -184252.078125 Penalty: 2470.455811 Iteration 6Q: 3 clusters Score -184252.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -184300.484375 Penalty: 2470.455811 Iteration 7Q: 3 clusters Score -184300.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -184336.078125 Penalty: 2470.455811 Iteration 8Q: 3 clusters Score -184336.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -184364.906250 Penalty: 2470.455811 Iteration 9Q: 3 clusters Score -184364.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -184391.671875 Penalty: 2470.455811 Iteration 10Q: 3 clusters Score -184391.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -184411.750000 Penalty: 2470.455811 Iteration 11Q: 3 clusters Score -184411.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -184420.937500 Penalty: 2470.455811 Iteration 12Q: 3 clusters Score -184420.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -184427.875000 Penalty: 2470.455811 Iteration 13Q: 3 clusters Score -184427.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -184431.234375 Penalty: 2470.455811 Iteration 14Q: 3 clusters Score -184431.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -184434.015625 Penalty: 2470.455811 Iteration 15Q: 3 clusters Score -184434 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -184437.718750 Penalty: 2470.455811 Iteration 16Q: 3 clusters Score -184437.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -184441.484375 Penalty: 2470.455811 Iteration 17Q: 3 clusters Score -184441.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -184444.765625 Penalty: 2470.455811 Iteration 18Q: 3 clusters Score -184444.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -184447.187500 Penalty: 2470.455811 Iteration 19Q: 3 clusters Score -184447.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -184447.843750 Penalty: 2470.455811 Iteration 20F: 3 clusters Score -184447.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -184448.406250 Penalty: 2470.455811 Iteration 21Q: 3 clusters Score -184448.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -184448.406250 Penalty: 2470.455811 Iteration 22F: 3 clusters Score -184448.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 141140 members Mstep: Class 3 contains 3466 members Mstep: Class 4 contains 893 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14336 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13529 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2959 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 735 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3461 members Mstep: Class 18 contains 39078 members Mstep: Class 19 contains 2290 members Mstep: Class 20 contains 2495 members Mstep: Class 21 contains 1934 members Mstep: Class 22 contains 91262 members Mstep: Class 23 contains 5073 members Mstep: Class 24 contains 10490 members Mstep: Class 25 contains 2001 members Entering Unmasked Estep ConsiderDeletion Score: -33086012.000000 Penalty: 51797.585938 Iteration 159Q: 26 clusters Score -3.308601e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 141117 members Mstep: Class 3 contains 3467 members Mstep: Class 4 contains 900 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14336 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13530 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2960 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 736 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3455 members Mstep: Class 18 contains 39085 members Mstep: Class 19 contains 2290 members Mstep: Class 20 contains 2494 members Mstep: Class 21 contains 1932 members Mstep: Class 22 contains 91260 members Mstep: Class 23 contains 5073 members Mstep: Class 24 contains 10504 members Mstep: Class 25 contains 2003 members Entering Unmasked Estep ConsiderDeletion Score: -33086038.000000 Penalty: 51797.585938 Iteration 160F: 26 clusters Score -3.308604e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 141095 members Mstep: Class 3 contains 3467 members Mstep: Class 4 contains 906 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14335 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13531 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2958 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3452 members Mstep: Class 18 contains 39091 members Mstep: Class 19 contains 2290 members Mstep: Class 20 contains 2494 members Mstep: Class 21 contains 1932 members Mstep: Class 22 contains 91258 members Mstep: Class 23 contains 5073 members Mstep: Class 24 contains 10521 members Mstep: Class 25 contains 2003 members Entering Unmasked Estep ConsiderDeletion Score: -33086064.000000 Penalty: 51797.585938 Iteration 161Q: 26 clusters Score -3.308606e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 141081 members Mstep: Class 3 contains 3468 members Mstep: Class 4 contains 913 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14334 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13530 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2958 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3448 members Mstep: Class 18 contains 39097 members Mstep: Class 19 contains 2290 members Mstep: Class 20 contains 2494 members Mstep: Class 21 contains 1930 members Mstep: Class 22 contains 91259 members Mstep: Class 23 contains 5073 members Mstep: Class 24 contains 10528 members Mstep: Class 25 contains 2003 members Entering Unmasked Estep ConsiderDeletion Score: -33086062.000000 Penalty: 51797.585938 Iteration 162Q: 26 clusters Score -3.308606e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 141063 members Mstep: Class 3 contains 3469 members Mstep: Class 4 contains 916 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14334 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13529 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2957 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3444 members Mstep: Class 18 contains 39107 members Mstep: Class 19 contains 2290 members Mstep: Class 20 contains 2494 members Mstep: Class 21 contains 1927 members Mstep: Class 22 contains 91260 members Mstep: Class 23 contains 5073 members Mstep: Class 24 contains 10540 members Mstep: Class 25 contains 2003 members Entering Unmasked Estep ConsiderDeletion Score: -33086058.000000 Penalty: 51797.585938 Iteration 163Q: 26 clusters Score -3.308606e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 141046 members Mstep: Class 3 contains 3473 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14334 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13528 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2957 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3441 members Mstep: Class 18 contains 39124 members Mstep: Class 19 contains 2290 members Mstep: Class 20 contains 2494 members Mstep: Class 21 contains 1921 members Mstep: Class 22 contains 91262 members Mstep: Class 23 contains 5073 members Mstep: Class 24 contains 10541 members Mstep: Class 25 contains 2003 members Entering Unmasked Estep ConsiderDeletion Score: -33086056.000000 Penalty: 51797.585938 Iteration 164Q: 26 clusters Score -3.308606e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 141038 members Mstep: Class 3 contains 3474 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14334 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13525 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2957 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3441 members Mstep: Class 18 contains 39126 members Mstep: Class 19 contains 2290 members Mstep: Class 20 contains 2493 members Mstep: Class 21 contains 1919 members Mstep: Class 22 contains 91264 members Mstep: Class 23 contains 5073 members Mstep: Class 24 contains 10550 members Mstep: Class 25 contains 2003 members Entering Unmasked Estep ConsiderDeletion Score: -33086058.000000 Penalty: 51797.585938 Iteration 165Q: 26 clusters Score -3.308606e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 141025 members Mstep: Class 3 contains 3476 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14334 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13521 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2957 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3441 members Mstep: Class 18 contains 39127 members Mstep: Class 19 contains 2290 members Mstep: Class 20 contains 2492 members Mstep: Class 21 contains 1918 members Mstep: Class 22 contains 91268 members Mstep: Class 23 contains 5073 members Mstep: Class 24 contains 10562 members Mstep: Class 25 contains 2003 members Entering Unmasked Estep ConsiderDeletion Score: -33086044.000000 Penalty: 51797.585938 Iteration 166Q: 26 clusters Score -3.308604e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 141017 members Mstep: Class 3 contains 3477 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14334 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13514 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2956 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3441 members Mstep: Class 18 contains 39124 members Mstep: Class 19 contains 2290 members Mstep: Class 20 contains 2492 members Mstep: Class 21 contains 1916 members Mstep: Class 22 contains 91274 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10575 members Mstep: Class 25 contains 2003 members Entering Unmasked Estep ConsiderDeletion Score: -33086038.000000 Penalty: 51797.585938 Iteration 167Q: 26 clusters Score -3.308604e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 141007 members Mstep: Class 3 contains 3478 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14334 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13514 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2957 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3441 members Mstep: Class 18 contains 39122 members Mstep: Class 19 contains 2290 members Mstep: Class 20 contains 2492 members Mstep: Class 21 contains 1913 members Mstep: Class 22 contains 91274 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10588 members Mstep: Class 25 contains 2003 members Entering Unmasked Estep ConsiderDeletion Score: -33086048.000000 Penalty: 51797.585938 Iteration 168Q: 26 clusters Score -3.308605e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 140996 members Mstep: Class 3 contains 3478 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14334 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13514 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2957 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3441 members Mstep: Class 18 contains 39124 members Mstep: Class 19 contains 2290 members Mstep: Class 20 contains 2492 members Mstep: Class 21 contains 1910 members Mstep: Class 22 contains 91274 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10600 members Mstep: Class 25 contains 2003 members Entering Unmasked Estep ConsiderDeletion Score: -33086046.000000 Penalty: 51797.585938 Iteration 169Q: 26 clusters Score -3.308605e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 140984 members Mstep: Class 3 contains 3481 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14334 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13514 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2957 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3441 members Mstep: Class 18 contains 39129 members Mstep: Class 19 contains 2290 members Mstep: Class 20 contains 2492 members Mstep: Class 21 contains 1905 members Mstep: Class 22 contains 91274 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10609 members Mstep: Class 25 contains 2003 members Entering Unmasked Estep ConsiderDeletion Score: -33086032.000000 Penalty: 51797.585938 Iteration 170Q: 26 clusters Score -3.308603e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 140974 members Mstep: Class 3 contains 3486 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14334 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13514 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2957 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3441 members Mstep: Class 18 contains 39128 members Mstep: Class 19 contains 2290 members Mstep: Class 20 contains 2492 members Mstep: Class 21 contains 1901 members Mstep: Class 22 contains 91274 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10619 members Mstep: Class 25 contains 2003 members Entering Unmasked Estep ConsiderDeletion Score: -33086038.000000 Penalty: 51797.585938 Iteration 171Q: 26 clusters Score -3.308604e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 140965 members Mstep: Class 3 contains 3487 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14334 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13514 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2958 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3441 members Mstep: Class 18 contains 39137 members Mstep: Class 19 contains 2290 members Mstep: Class 20 contains 2492 members Mstep: Class 21 contains 1892 members Mstep: Class 22 contains 91274 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10626 members Mstep: Class 25 contains 2003 members Entering Unmasked Estep ConsiderDeletion Score: -33086032.000000 Penalty: 51797.585938 Iteration 172Q: 26 clusters Score -3.308603e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 140958 members Mstep: Class 3 contains 3489 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14334 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13513 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2958 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3441 members Mstep: Class 18 contains 39137 members Mstep: Class 19 contains 2290 members Mstep: Class 20 contains 2492 members Mstep: Class 21 contains 1890 members Mstep: Class 22 contains 91274 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10634 members Mstep: Class 25 contains 2003 members Entering Unmasked Estep ConsiderDeletion Score: -33086030.000000 Penalty: 51797.585938 Iteration 173Q: 26 clusters Score -3.308603e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 140949 members Mstep: Class 3 contains 3490 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14334 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13513 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2958 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3441 members Mstep: Class 18 contains 39146 members Mstep: Class 19 contains 2290 members Mstep: Class 20 contains 2492 members Mstep: Class 21 contains 1886 members Mstep: Class 22 contains 91274 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10637 members Mstep: Class 25 contains 2003 members Entering Unmasked Estep ConsiderDeletion Score: -33086024.000000 Penalty: 51797.585938 Iteration 174Q: 26 clusters Score -3.308602e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 140943 members Mstep: Class 3 contains 3494 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14334 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13513 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2958 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3441 members Mstep: Class 18 contains 39154 members Mstep: Class 19 contains 2290 members Mstep: Class 20 contains 2492 members Mstep: Class 21 contains 1877 members Mstep: Class 22 contains 91274 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10640 members Mstep: Class 25 contains 2003 members Entering Unmasked Estep ConsiderDeletion Score: -33086046.000000 Penalty: 51797.585938 Iteration 175Q: 26 clusters Score -3.308605e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 140928 members Mstep: Class 3 contains 3500 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14334 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13512 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2958 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3441 members Mstep: Class 18 contains 39163 members Mstep: Class 19 contains 2290 members Mstep: Class 20 contains 2492 members Mstep: Class 21 contains 1871 members Mstep: Class 22 contains 91274 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10647 members Mstep: Class 25 contains 2003 members Entering Unmasked Estep ConsiderDeletion Score: -33086042.000000 Penalty: 51797.585938 Iteration 176Q: 26 clusters Score -3.308604e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 140912 members Mstep: Class 3 contains 3502 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14334 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13512 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2958 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3441 members Mstep: Class 18 contains 39173 members Mstep: Class 19 contains 2290 members Mstep: Class 20 contains 2492 members Mstep: Class 21 contains 1865 members Mstep: Class 22 contains 91274 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10657 members Mstep: Class 25 contains 2003 members Entering Unmasked Estep ConsiderDeletion Score: -33086070.000000 Penalty: 51797.585938 Iteration 177Q: 26 clusters Score -3.308607e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 140893 members Mstep: Class 3 contains 3504 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14334 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13512 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2956 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3441 members Mstep: Class 18 contains 39190 members Mstep: Class 19 contains 2290 members Mstep: Class 20 contains 2492 members Mstep: Class 21 contains 1860 members Mstep: Class 22 contains 91274 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10664 members Mstep: Class 25 contains 2003 members Entering Unmasked Estep ConsiderDeletion Score: -33086070.000000 Penalty: 51797.585938 Iteration 178Q: 26 clusters Score -3.308607e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 140874 members Mstep: Class 3 contains 3504 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14334 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13512 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2954 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3441 members Mstep: Class 18 contains 39209 members Mstep: Class 19 contains 2290 members Mstep: Class 20 contains 2492 members Mstep: Class 21 contains 1853 members Mstep: Class 22 contains 91274 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10673 members Mstep: Class 25 contains 2003 members Entering Unmasked Estep ConsiderDeletion Score: -33086064.000000 Penalty: 51797.585938 Iteration 179Q: 26 clusters Score -3.308606e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 140858 members Mstep: Class 3 contains 3505 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14334 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13512 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2954 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3441 members Mstep: Class 18 contains 39219 members Mstep: Class 19 contains 2290 members Mstep: Class 20 contains 2492 members Mstep: Class 21 contains 1853 members Mstep: Class 22 contains 91274 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10678 members Mstep: Class 25 contains 2003 members Entering Unmasked Estep ConsiderDeletion Score: -33086076.000000 Penalty: 51797.585938 Iteration 180F: 26 clusters Score -3.308608e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 140847 members Mstep: Class 3 contains 3508 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14334 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13512 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2954 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3441 members Mstep: Class 18 contains 39230 members Mstep: Class 19 contains 2290 members Mstep: Class 20 contains 2492 members Mstep: Class 21 contains 1849 members Mstep: Class 22 contains 91274 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10679 members Mstep: Class 25 contains 2003 members Entering Unmasked Estep ConsiderDeletion Score: -33086060.000000 Penalty: 51797.585938 Iteration 181Q: 26 clusters Score -3.308606e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 140835 members Mstep: Class 3 contains 3511 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14334 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13512 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2954 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3441 members Mstep: Class 18 contains 39243 members Mstep: Class 19 contains 2290 members Mstep: Class 20 contains 2492 members Mstep: Class 21 contains 1845 members Mstep: Class 22 contains 91274 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10679 members Mstep: Class 25 contains 2003 members Entering Unmasked Estep ConsiderDeletion Score: -33086082.000000 Penalty: 51797.585938 Iteration 182Q: 26 clusters Score -3.308608e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 140827 members Mstep: Class 3 contains 3517 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14334 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13512 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2954 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3442 members Mstep: Class 18 contains 39249 members Mstep: Class 19 contains 2290 members Mstep: Class 20 contains 2492 members Mstep: Class 21 contains 1843 members Mstep: Class 22 contains 91274 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10676 members Mstep: Class 25 contains 2003 members Entering Unmasked Estep ConsiderDeletion Score: -33086088.000000 Penalty: 51797.585938 Iteration 183Q: 26 clusters Score -3.308609e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 140822 members Mstep: Class 3 contains 3519 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14334 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13512 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2954 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3442 members Mstep: Class 18 contains 39252 members Mstep: Class 19 contains 2290 members Mstep: Class 20 contains 2492 members Mstep: Class 21 contains 1841 members Mstep: Class 22 contains 91274 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10678 members Mstep: Class 25 contains 2003 members Entering Unmasked Estep ConsiderDeletion Score: -33086068.000000 Penalty: 51797.585938 Iteration 184Q: 26 clusters Score -3.308607e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 140815 members Mstep: Class 3 contains 3521 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14334 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13512 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2954 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3442 members Mstep: Class 18 contains 39258 members Mstep: Class 19 contains 2290 members Mstep: Class 20 contains 2492 members Mstep: Class 21 contains 1840 members Mstep: Class 22 contains 91274 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10678 members Mstep: Class 25 contains 2003 members Entering Unmasked Estep ConsiderDeletion Score: -33086048.000000 Penalty: 51797.585938 Iteration 185Q: 26 clusters Score -3.308605e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 140811 members Mstep: Class 3 contains 3522 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14334 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13512 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2954 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3442 members Mstep: Class 18 contains 39262 members Mstep: Class 19 contains 2290 members Mstep: Class 20 contains 2492 members Mstep: Class 21 contains 1835 members Mstep: Class 22 contains 91274 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10682 members Mstep: Class 25 contains 2003 members Entering Unmasked Estep ConsiderDeletion Score: -33086068.000000 Penalty: 51797.585938 Iteration 186Q: 26 clusters Score -3.308607e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 140804 members Mstep: Class 3 contains 3524 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14334 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13512 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2954 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3442 members Mstep: Class 18 contains 39271 members Mstep: Class 19 contains 2290 members Mstep: Class 20 contains 2492 members Mstep: Class 21 contains 1829 members Mstep: Class 22 contains 91274 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10684 members Mstep: Class 25 contains 2003 members Entering Unmasked Estep ConsiderDeletion Score: -33086078.000000 Penalty: 51797.585938 Iteration 187Q: 26 clusters Score -3.308608e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 140796 members Mstep: Class 3 contains 3527 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14334 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13512 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2954 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3442 members Mstep: Class 18 contains 39280 members Mstep: Class 19 contains 2290 members Mstep: Class 20 contains 2492 members Mstep: Class 21 contains 1823 members Mstep: Class 22 contains 91274 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10686 members Mstep: Class 25 contains 2003 members Entering Unmasked Estep ConsiderDeletion Score: -33086088.000000 Penalty: 51797.585938 Iteration 188Q: 26 clusters Score -3.308609e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 140782 members Mstep: Class 3 contains 3528 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14334 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13512 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2954 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3442 members Mstep: Class 18 contains 39297 members Mstep: Class 19 contains 2290 members Mstep: Class 20 contains 2492 members Mstep: Class 21 contains 1817 members Mstep: Class 22 contains 91274 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10688 members Mstep: Class 25 contains 2003 members Entering Unmasked Estep ConsiderDeletion Score: -33086076.000000 Penalty: 51797.585938 Iteration 189Q: 26 clusters Score -3.308608e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 140774 members Mstep: Class 3 contains 3528 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14334 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13512 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2954 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3442 members Mstep: Class 18 contains 39307 members Mstep: Class 19 contains 2290 members Mstep: Class 20 contains 2492 members Mstep: Class 21 contains 1812 members Mstep: Class 22 contains 91274 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10691 members Mstep: Class 25 contains 2003 members Entering Unmasked Estep ConsiderDeletion Score: -33086082.000000 Penalty: 51797.585938 Iteration 190Q: 26 clusters Score -3.308608e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 140761 members Mstep: Class 3 contains 3528 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14334 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13512 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2954 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3442 members Mstep: Class 18 contains 39314 members Mstep: Class 19 contains 2290 members Mstep: Class 20 contains 2492 members Mstep: Class 21 contains 1815 members Mstep: Class 22 contains 91274 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10694 members Mstep: Class 25 contains 2003 members Entering Unmasked Estep ConsiderDeletion Score: -33086086.000000 Penalty: 51797.585938 Iteration 191Q: 26 clusters Score -3.308609e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 140754 members Mstep: Class 3 contains 3527 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14334 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13512 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2955 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3442 members Mstep: Class 18 contains 39314 members Mstep: Class 19 contains 2290 members Mstep: Class 20 contains 2492 members Mstep: Class 21 contains 1816 members Mstep: Class 22 contains 91274 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10700 members Mstep: Class 25 contains 2003 members Entering Unmasked Estep ConsiderDeletion Score: -33086104.000000 Penalty: 51797.585938 Iteration 192Q: 26 clusters Score -3.30861e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 140748 members Mstep: Class 3 contains 3527 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14334 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13512 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2957 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3442 members Mstep: Class 18 contains 39315 members Mstep: Class 19 contains 2290 members Mstep: Class 20 contains 2492 members Mstep: Class 21 contains 1815 members Mstep: Class 22 contains 91274 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10704 members Mstep: Class 25 contains 2003 members Entering Unmasked Estep ConsiderDeletion Score: -33086112.000000 Penalty: 51797.585938 Iteration 193Q: 26 clusters Score -3.308611e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 140741 members Mstep: Class 3 contains 3527 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14334 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13512 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2959 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3442 members Mstep: Class 18 contains 39316 members Mstep: Class 19 contains 2290 members Mstep: Class 20 contains 2492 members Mstep: Class 21 contains 1816 members Mstep: Class 22 contains 91274 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10707 members Mstep: Class 25 contains 2003 members Entering Unmasked Estep ConsiderDeletion Score: -33086132.000000 Penalty: 51797.585938 Iteration 194Q: 26 clusters Score -3.308613e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 140732 members Mstep: Class 3 contains 3527 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14334 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13512 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2959 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3442 members Mstep: Class 18 contains 39323 members Mstep: Class 19 contains 2290 members Mstep: Class 20 contains 2492 members Mstep: Class 21 contains 1816 members Mstep: Class 22 contains 91274 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10709 members Mstep: Class 25 contains 2003 members Entering Unmasked Estep ConsiderDeletion Score: -33086150.000000 Penalty: 51797.585938 Iteration 195Q: 26 clusters Score -3.308615e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 140727 members Mstep: Class 3 contains 3527 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14334 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13512 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2959 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3442 members Mstep: Class 18 contains 39329 members Mstep: Class 19 contains 2290 members Mstep: Class 20 contains 2492 members Mstep: Class 21 contains 1813 members Mstep: Class 22 contains 91274 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10711 members Mstep: Class 25 contains 2003 members Entering Unmasked Estep ConsiderDeletion Score: -33086102.000000 Penalty: 51797.585938 Iteration 196Q: 26 clusters Score -3.30861e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 140723 members Mstep: Class 3 contains 3527 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14334 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13512 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2960 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3442 members Mstep: Class 18 contains 39335 members Mstep: Class 19 contains 2290 members Mstep: Class 20 contains 2492 members Mstep: Class 21 contains 1808 members Mstep: Class 22 contains 91274 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10713 members Mstep: Class 25 contains 2003 members Entering Unmasked Estep ConsiderDeletion Score: -33086138.000000 Penalty: 51797.585938 Iteration 197Q: 26 clusters Score -3.308614e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 140718 members Mstep: Class 3 contains 3527 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14334 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13512 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2960 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3442 members Mstep: Class 18 contains 39337 members Mstep: Class 19 contains 2290 members Mstep: Class 20 contains 2492 members Mstep: Class 21 contains 1809 members Mstep: Class 22 contains 91274 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10715 members Mstep: Class 25 contains 2003 members Entering Unmasked Estep ConsiderDeletion Score: -33086144.000000 Penalty: 51797.585938 Iteration 198Q: 26 clusters Score -3.308614e+07 nChanged 14 Entering ConstructFrom: Score: -33086144.000000 Penalty: 51797.585938 Entering ConstructFrom: Trying to split cluster 1 (1511 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Entering Unmasked Estep Score: -135394.531250 Penalty: 1189.585693 Iteration 0F: 2 clusters Score -135394.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -133620.859375 Penalty: 2379.171387 Iteration 0F: 3 clusters Score -133620.9 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -134018.312500 Penalty: 2379.171387 Iteration 1F: 3 clusters Score -134018.3 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -134116.890625 Penalty: 2379.171387 Iteration 2F: 3 clusters Score -134116.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -134161.328125 Penalty: 2379.171387 Iteration 3Q: 3 clusters Score -134161.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -134203.062500 Penalty: 2379.171387 Iteration 4Q: 3 clusters Score -134203.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -134236.859375 Penalty: 2379.171387 Iteration 5Q: 3 clusters Score -134236.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -134267.859375 Penalty: 2379.171387 Iteration 6Q: 3 clusters Score -134267.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -134292.281250 Penalty: 2379.171387 Iteration 7Q: 3 clusters Score -134292.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -134323.468750 Penalty: 2379.171387 Iteration 8Q: 3 clusters Score -134323.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -134357.953125 Penalty: 2379.171387 Iteration 9Q: 3 clusters Score -134358 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -134396.187500 Penalty: 2379.171387 Iteration 10Q: 3 clusters Score -134396.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -134421.078125 Penalty: 2379.171387 Iteration 11Q: 3 clusters Score -134421.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -134446.812500 Penalty: 2379.171387 Iteration 12Q: 3 clusters Score -134446.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -134463.453125 Penalty: 2379.171387 Iteration 13Q: 3 clusters Score -134463.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -134479.265625 Penalty: 2379.171387 Iteration 14Q: 3 clusters Score -134479.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -134492.281250 Penalty: 2379.171387 Iteration 15Q: 3 clusters Score -134492.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -134498.656250 Penalty: 2379.171387 Iteration 16Q: 3 clusters Score -134498.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -134504.296875 Penalty: 2379.171387 Iteration 17Q: 3 clusters Score -134504.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -134510.046875 Penalty: 2379.171387 Iteration 18Q: 3 clusters Score -134510 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -134513.203125 Penalty: 2379.171387 Iteration 19Q: 3 clusters Score -134513.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -134518.312500 Penalty: 2379.171387 Iteration 20F: 3 clusters Score -134518.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -134523.578125 Penalty: 2379.171387 Iteration 21Q: 3 clusters Score -134523.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -134528.453125 Penalty: 2379.171387 Iteration 22Q: 3 clusters Score -134528.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -134532.406250 Penalty: 2379.171387 Iteration 23Q: 3 clusters Score -134532.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -134538.125000 Penalty: 2379.171387 Iteration 24Q: 3 clusters Score -134538.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -134544.046875 Penalty: 2379.171387 Iteration 25Q: 3 clusters Score -134544 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -134551.625000 Penalty: 2379.171387 Iteration 26Q: 3 clusters Score -134551.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -134555.937500 Penalty: 2379.171387 Iteration 27Q: 3 clusters Score -134555.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -134558.000000 Penalty: 2379.171387 Iteration 28Q: 3 clusters Score -134558 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -134561.687500 Penalty: 2379.171387 Iteration 29Q: 3 clusters Score -134561.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -134566.640625 Penalty: 2379.171387 Iteration 30Q: 3 clusters Score -134566.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -134571.203125 Penalty: 2379.171387 Iteration 31Q: 3 clusters Score -134571.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -134573.703125 Penalty: 2379.171387 Iteration 32Q: 3 clusters Score -134573.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -134577.437500 Penalty: 2379.171387 Iteration 33Q: 3 clusters Score -134577.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -134581.109375 Penalty: 2379.171387 Iteration 34Q: 3 clusters Score -134581.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -134582.375000 Penalty: 2379.171387 Iteration 35Q: 3 clusters Score -134582.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -134582.687500 Penalty: 2379.171387 Iteration 36Q: 3 clusters Score -134582.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -134582.687500 Penalty: 2379.171387 Iteration 37F: 3 clusters Score -134582.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (140714 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140714 members Entering Unmasked Estep Score: -14017417.000000 Penalty: 1926.353760 Iteration 0F: 2 clusters Score -1.401742e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70638 members Mstep: Class 2 contains 70076 members Entering Unmasked Estep Score: -13923452.000000 Penalty: 3852.707520 Iteration 0F: 3 clusters Score -1.392345e+07 nChanged 67456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73396 members Mstep: Class 2 contains 67318 members Entering Unmasked Estep Score: -13962929.000000 Penalty: 3852.707520 Iteration 1F: 3 clusters Score -1.396293e+07 nChanged 4382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75062 members Mstep: Class 2 contains 65652 members Entering Unmasked Estep Score: -13964184.000000 Penalty: 3852.707520 Iteration 2Q: 3 clusters Score -1.396418e+07 nChanged 4806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77680 members Mstep: Class 2 contains 63034 members Entering Unmasked Estep Score: -13965853.000000 Penalty: 3852.707520 Iteration 3Q: 3 clusters Score -1.396585e+07 nChanged 5560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81654 members Mstep: Class 2 contains 59060 members Entering Unmasked Estep Score: -13968166.000000 Penalty: 3852.707520 Iteration 4Q: 3 clusters Score -1.396817e+07 nChanged 6764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87506 members Mstep: Class 2 contains 53208 members Entering Unmasked Estep Score: -13971727.000000 Penalty: 3852.707520 Iteration 5Q: 3 clusters Score -1.397173e+07 nChanged 8632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95742 members Mstep: Class 2 contains 44972 members Entering Unmasked Estep Score: -13977479.000000 Penalty: 3852.707520 Iteration 6F: 3 clusters Score -1.397748e+07 nChanged 10454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106086 members Mstep: Class 2 contains 34628 members Entering Unmasked Estep Score: -13985722.000000 Penalty: 3852.707520 Iteration 7F: 3 clusters Score -1.398572e+07 nChanged 11235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117295 members Mstep: Class 2 contains 23419 members Entering Unmasked Estep Score: -13995348.000000 Penalty: 3852.707520 Iteration 8F: 3 clusters Score -1.399535e+07 nChanged 9906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127201 members Mstep: Class 2 contains 13513 members Entering Unmasked Estep Score: -14004048.000000 Penalty: 3852.707520 Iteration 9F: 3 clusters Score -1.400405e+07 nChanged 6934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134135 members Mstep: Class 2 contains 6579 members Entering Unmasked Estep Score: -14010159.000000 Penalty: 3852.707520 Iteration 10Q: 3 clusters Score -1.401016e+07 nChanged 3788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137923 members Mstep: Class 2 contains 2791 members Entering Unmasked Estep Score: -14013435.000000 Penalty: 3852.707520 Iteration 11Q: 3 clusters Score -1.401344e+07 nChanged 1671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139594 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -14014835.000000 Penalty: 3852.707520 Iteration 12Q: 3 clusters Score -1.401484e+07 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140159 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -14015289.000000 Penalty: 3852.707520 Iteration 13Q: 3 clusters Score -1.401529e+07 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140367 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -14015508.000000 Penalty: 3852.707520 Iteration 14Q: 3 clusters Score -1.401551e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140448 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -14015610.000000 Penalty: 3852.707520 Iteration 15Q: 3 clusters Score -1.401561e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140474 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -14015674.000000 Penalty: 3852.707520 Iteration 16Q: 3 clusters Score -1.401567e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140488 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -14015698.000000 Penalty: 3852.707520 Iteration 17Q: 3 clusters Score -1.40157e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140495 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -14015711.000000 Penalty: 3852.707520 Iteration 18Q: 3 clusters Score -1.401571e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140502 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -14015735.000000 Penalty: 3852.707520 Iteration 19Q: 3 clusters Score -1.401574e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140512 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -14015742.000000 Penalty: 3852.707520 Iteration 20F: 3 clusters Score -1.401574e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140523 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -14015759.000000 Penalty: 3852.707520 Iteration 21Q: 3 clusters Score -1.401576e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140524 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -14015773.000000 Penalty: 3852.707520 Iteration 22Q: 3 clusters Score -1.401577e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140525 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -14015776.000000 Penalty: 3852.707520 Iteration 23Q: 3 clusters Score -1.401578e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140525 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -14015778.000000 Penalty: 3852.707520 Iteration 24Q: 3 clusters Score -1.401578e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140525 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -14015778.000000 Penalty: 3852.707520 Iteration 25F: 3 clusters Score -1.401578e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (3527 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3527 members Entering Unmasked Estep Score: -309252.468750 Penalty: 1327.333008 Iteration 0F: 2 clusters Score -309252.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -306241.000000 Penalty: 2654.666016 Iteration 0F: 3 clusters Score -306241 nChanged 1344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -306992.718750 Penalty: 2654.666016 Iteration 1F: 3 clusters Score -306992.7 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -307151.000000 Penalty: 2654.666016 Iteration 2F: 3 clusters Score -307151 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -307247.093750 Penalty: 2654.666016 Iteration 3Q: 3 clusters Score -307247.1 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -307329.156250 Penalty: 2654.666016 Iteration 4Q: 3 clusters Score -307329.2 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -307391.375000 Penalty: 2654.666016 Iteration 5Q: 3 clusters Score -307391.4 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -307438.687500 Penalty: 2654.666016 Iteration 6Q: 3 clusters Score -307438.7 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -307477.500000 Penalty: 2654.666016 Iteration 7Q: 3 clusters Score -307477.5 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -307518.656250 Penalty: 2654.666016 Iteration 8Q: 3 clusters Score -307518.7 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -307556.312500 Penalty: 2654.666016 Iteration 9Q: 3 clusters Score -307556.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -307585.250000 Penalty: 2654.666016 Iteration 10Q: 3 clusters Score -307585.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -307611.250000 Penalty: 2654.666016 Iteration 11Q: 3 clusters Score -307611.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -307641.500000 Penalty: 2654.666016 Iteration 12Q: 3 clusters Score -307641.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -307668.250000 Penalty: 2654.666016 Iteration 13Q: 3 clusters Score -307668.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -307709.125000 Penalty: 2654.666016 Iteration 14Q: 3 clusters Score -307709.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -307752.062500 Penalty: 2654.666016 Iteration 15Q: 3 clusters Score -307752.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2401 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -307797.750000 Penalty: 2654.666016 Iteration 16Q: 3 clusters Score -307797.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -307845.843750 Penalty: 2654.666016 Iteration 17Q: 3 clusters Score -307845.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2531 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -307897.656250 Penalty: 2654.666016 Iteration 18Q: 3 clusters Score -307897.7 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -307950.500000 Penalty: 2654.666016 Iteration 19Q: 3 clusters Score -307950.5 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2678 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -308011.281250 Penalty: 2654.666016 Iteration 20F: 3 clusters Score -308011.3 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2764 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -308083.437500 Penalty: 2654.666016 Iteration 21Q: 3 clusters Score -308083.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2830 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -308138.093750 Penalty: 2654.666016 Iteration 22Q: 3 clusters Score -308138.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -308183.812500 Penalty: 2654.666016 Iteration 23Q: 3 clusters Score -308183.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2933 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -308237.750000 Penalty: 2654.666016 Iteration 24Q: 3 clusters Score -308237.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2972 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -308273.281250 Penalty: 2654.666016 Iteration 25Q: 3 clusters Score -308273.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2999 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -308292.406250 Penalty: 2654.666016 Iteration 26Q: 3 clusters Score -308292.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3019 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -308311.656250 Penalty: 2654.666016 Iteration 27Q: 3 clusters Score -308311.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3033 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -308325.781250 Penalty: 2654.666016 Iteration 28Q: 3 clusters Score -308325.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3045 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -308340.625000 Penalty: 2654.666016 Iteration 29Q: 3 clusters Score -308340.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3054 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -308349.312500 Penalty: 2654.666016 Iteration 30Q: 3 clusters Score -308349.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3060 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -308354.156250 Penalty: 2654.666016 Iteration 31Q: 3 clusters Score -308354.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3062 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -308354.812500 Penalty: 2654.666016 Iteration 32Q: 3 clusters Score -308354.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3066 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -308359.875000 Penalty: 2654.666016 Iteration 33Q: 3 clusters Score -308359.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3070 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -308363.656250 Penalty: 2654.666016 Iteration 34Q: 3 clusters Score -308363.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3071 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -308366.000000 Penalty: 2654.666016 Iteration 35Q: 3 clusters Score -308366 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3070 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -308366.281250 Penalty: 2654.666016 Iteration 36Q: 3 clusters Score -308366.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3070 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -308366.281250 Penalty: 2654.666016 Iteration 37F: 3 clusters Score -308366.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (919 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Entering Unmasked Estep Score: -83948.210938 Penalty: 1108.783936 Iteration 0F: 2 clusters Score -83948.21 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -82577.515625 Penalty: 2217.567871 Iteration 0F: 3 clusters Score -82577.52 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -82889.500000 Penalty: 2217.567871 Iteration 1F: 3 clusters Score -82889.5 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -83018.328125 Penalty: 2217.567871 Iteration 2F: 3 clusters Score -83018.33 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -83084.750000 Penalty: 2217.567871 Iteration 3F: 3 clusters Score -83084.75 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -83130.789062 Penalty: 2217.567871 Iteration 4Q: 3 clusters Score -83130.79 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -83167.234375 Penalty: 2217.567871 Iteration 5Q: 3 clusters Score -83167.23 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -83193.796875 Penalty: 2217.567871 Iteration 6Q: 3 clusters Score -83193.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -83207.609375 Penalty: 2217.567871 Iteration 7Q: 3 clusters Score -83207.61 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -83219.335938 Penalty: 2217.567871 Iteration 8Q: 3 clusters Score -83219.34 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -83232.312500 Penalty: 2217.567871 Iteration 9Q: 3 clusters Score -83232.31 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -83244.703125 Penalty: 2217.567871 Iteration 10Q: 3 clusters Score -83244.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -83257.070312 Penalty: 2217.567871 Iteration 11Q: 3 clusters Score -83257.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -83262.187500 Penalty: 2217.567871 Iteration 12Q: 3 clusters Score -83262.19 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -83264.703125 Penalty: 2217.567871 Iteration 13Q: 3 clusters Score -83264.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -83266.296875 Penalty: 2217.567871 Iteration 14Q: 3 clusters Score -83266.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -83269.289062 Penalty: 2217.567871 Iteration 15Q: 3 clusters Score -83269.29 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -83270.210938 Penalty: 2217.567871 Iteration 16Q: 3 clusters Score -83270.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -83270.210938 Penalty: 2217.567871 Iteration 17F: 3 clusters Score -83270.21 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (447 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Entering Unmasked Estep Score: -38561.167969 Penalty: 991.665771 Iteration 0F: 2 clusters Score -38561.17 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -37629.937500 Penalty: 1983.331543 Iteration 0F: 3 clusters Score -37629.94 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -37953.027344 Penalty: 1983.331543 Iteration 1F: 3 clusters Score -37953.03 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -38090.597656 Penalty: 1983.331543 Iteration 2F: 3 clusters Score -38090.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -38187.761719 Penalty: 1983.331543 Iteration 3Q: 3 clusters Score -38187.76 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -38213.394531 Penalty: 1983.331543 Iteration 4Q: 3 clusters Score -38213.39 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -38220.550781 Penalty: 1983.331543 Iteration 5Q: 3 clusters Score -38220.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -38231.945312 Penalty: 1983.331543 Iteration 6Q: 3 clusters Score -38231.95 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -38267.203125 Penalty: 1983.331543 Iteration 7Q: 3 clusters Score -38267.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -38273.167969 Penalty: 1983.331543 Iteration 8Q: 3 clusters Score -38273.17 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -38273.167969 Penalty: 1983.331543 Iteration 9F: 3 clusters Score -38273.17 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (14334 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14334 members Entering Unmasked Estep Score: -1338442.750000 Penalty: 1555.188354 Iteration 0F: 2 clusters Score -1338443 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7202 members Mstep: Class 2 contains 7132 members Entering Unmasked Estep Score: -1328535.250000 Penalty: 3110.376709 Iteration 0F: 3 clusters Score -1328535 nChanged 6320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7524 members Mstep: Class 2 contains 6810 members Entering Unmasked Estep Score: -1331996.625000 Penalty: 3110.376709 Iteration 1F: 3 clusters Score -1331997 nChanged 750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7708 members Mstep: Class 2 contains 6626 members Entering Unmasked Estep Score: -1332252.625000 Penalty: 3110.376709 Iteration 2F: 3 clusters Score -1332253 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7942 members Mstep: Class 2 contains 6392 members Entering Unmasked Estep Score: -1332473.625000 Penalty: 3110.376709 Iteration 3Q: 3 clusters Score -1332474 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8241 members Mstep: Class 2 contains 6093 members Entering Unmasked Estep Score: -1332716.000000 Penalty: 3110.376709 Iteration 4Q: 3 clusters Score -1332716 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8613 members Mstep: Class 2 contains 5721 members Entering Unmasked Estep Score: -1332983.750000 Penalty: 3110.376709 Iteration 5Q: 3 clusters Score -1332984 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9069 members Mstep: Class 2 contains 5265 members Entering Unmasked Estep Score: -1333311.750000 Penalty: 3110.376709 Iteration 6Q: 3 clusters Score -1333312 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9556 members Mstep: Class 2 contains 4778 members Entering Unmasked Estep Score: -1333698.750000 Penalty: 3110.376709 Iteration 7Q: 3 clusters Score -1333699 nChanged 758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10132 members Mstep: Class 2 contains 4202 members Entering Unmasked Estep Score: -1334198.500000 Penalty: 3110.376709 Iteration 8F: 3 clusters Score -1334198 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10765 members Mstep: Class 2 contains 3569 members Entering Unmasked Estep Score: -1334788.125000 Penalty: 3110.376709 Iteration 9F: 3 clusters Score -1334788 nChanged 802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11383 members Mstep: Class 2 contains 2951 members Entering Unmasked Estep Score: -1335427.500000 Penalty: 3110.376709 Iteration 10F: 3 clusters Score -1335428 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11927 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -1336056.875000 Penalty: 3110.376709 Iteration 11Q: 3 clusters Score -1336057 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12295 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -1336569.625000 Penalty: 3110.376709 Iteration 12Q: 3 clusters Score -1336570 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12494 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -1336925.375000 Penalty: 3110.376709 Iteration 13Q: 3 clusters Score -1336925 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12625 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -1337176.875000 Penalty: 3110.376709 Iteration 14Q: 3 clusters Score -1337177 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12675 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -1337341.750000 Penalty: 3110.376709 Iteration 15Q: 3 clusters Score -1337342 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12690 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -1337441.125000 Penalty: 3110.376709 Iteration 16Q: 3 clusters Score -1337441 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12707 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -1337497.000000 Penalty: 3110.376709 Iteration 17Q: 3 clusters Score -1337497 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12715 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -1337524.500000 Penalty: 3110.376709 Iteration 18Q: 3 clusters Score -1337524 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12722 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -1337538.875000 Penalty: 3110.376709 Iteration 19Q: 3 clusters Score -1337539 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12729 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -1337552.500000 Penalty: 3110.376709 Iteration 20F: 3 clusters Score -1337552 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12729 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -1337559.375000 Penalty: 3110.376709 Iteration 21Q: 3 clusters Score -1337559 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12728 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -1337560.750000 Penalty: 3110.376709 Iteration 22Q: 3 clusters Score -1337561 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12727 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -1337562.500000 Penalty: 3110.376709 Iteration 23Q: 3 clusters Score -1337562 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12727 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -1337565.750000 Penalty: 3110.376709 Iteration 24Q: 3 clusters Score -1337566 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12724 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -1337569.625000 Penalty: 3110.376709 Iteration 25Q: 3 clusters Score -1337570 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12719 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -1337568.375000 Penalty: 3110.376709 Iteration 26Q: 3 clusters Score -1337568 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12719 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -1337568.625000 Penalty: 3110.376709 Iteration 27Q: 3 clusters Score -1337569 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12714 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -1337566.375000 Penalty: 3110.376709 Iteration 28Q: 3 clusters Score -1337566 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12712 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -1337567.500000 Penalty: 3110.376709 Iteration 29Q: 3 clusters Score -1337568 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12711 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -1337569.875000 Penalty: 3110.376709 Iteration 30Q: 3 clusters Score -1337570 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12709 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -1337567.625000 Penalty: 3110.376709 Iteration 31Q: 3 clusters Score -1337568 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12708 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -1337568.250000 Penalty: 3110.376709 Iteration 32Q: 3 clusters Score -1337568 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12708 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -1337568.250000 Penalty: 3110.376709 Iteration 33F: 3 clusters Score -1337568 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (429 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Entering Unmasked Estep Score: -37702.839844 Penalty: 984.986694 Iteration 0F: 2 clusters Score -37702.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -36724.152344 Penalty: 1969.973389 Iteration 0F: 3 clusters Score -36724.15 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -36961.421875 Penalty: 1969.973389 Iteration 1F: 3 clusters Score -36961.42 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -37192.574219 Penalty: 1969.973389 Iteration 2F: 3 clusters Score -37192.57 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -37361.003906 Penalty: 1969.973389 Iteration 3F: 3 clusters Score -37361 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -37427.742188 Penalty: 1969.973389 Iteration 4Q: 3 clusters Score -37427.74 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -37448.203125 Penalty: 1969.973389 Iteration 5Q: 3 clusters Score -37448.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -37498.570312 Penalty: 1969.973389 Iteration 6Q: 3 clusters Score -37498.57 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -37528.386719 Penalty: 1969.973389 Iteration 7Q: 3 clusters Score -37528.39 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -37547.464844 Penalty: 1969.973389 Iteration 8Q: 3 clusters Score -37547.46 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -37558.070312 Penalty: 1969.973389 Iteration 9Q: 3 clusters Score -37558.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -37566.375000 Penalty: 1969.973389 Iteration 10Q: 3 clusters Score -37566.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -37570.601562 Penalty: 1969.973389 Iteration 11Q: 3 clusters Score -37570.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -37574.019531 Penalty: 1969.973389 Iteration 12Q: 3 clusters Score -37574.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -37574.019531 Penalty: 1969.973389 Iteration 13F: 3 clusters Score -37574.02 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (13512 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13512 members Entering Unmasked Estep Score: -1292610.250000 Penalty: 1545.591675 Iteration 0F: 2 clusters Score -1292610 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6736 members Mstep: Class 2 contains 6776 members Entering Unmasked Estep Score: -1283154.000000 Penalty: 3091.183350 Iteration 0F: 3 clusters Score -1283154 nChanged 5923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6509 members Mstep: Class 2 contains 7003 members Entering Unmasked Estep Score: -1286361.625000 Penalty: 3091.183350 Iteration 1F: 3 clusters Score -1286362 nChanged 755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6292 members Mstep: Class 2 contains 7220 members Entering Unmasked Estep Score: -1286645.250000 Penalty: 3091.183350 Iteration 2F: 3 clusters Score -1286645 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6023 members Mstep: Class 2 contains 7489 members Entering Unmasked Estep Score: -1286906.125000 Penalty: 3091.183350 Iteration 3Q: 3 clusters Score -1286906 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5709 members Mstep: Class 2 contains 7803 members Entering Unmasked Estep Score: -1287164.375000 Penalty: 3091.183350 Iteration 4Q: 3 clusters Score -1287164 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5331 members Mstep: Class 2 contains 8181 members Entering Unmasked Estep Score: -1287464.500000 Penalty: 3091.183350 Iteration 5Q: 3 clusters Score -1287464 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4839 members Mstep: Class 2 contains 8673 members Entering Unmasked Estep Score: -1287841.875000 Penalty: 3091.183350 Iteration 6Q: 3 clusters Score -1287842 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4303 members Mstep: Class 2 contains 9209 members Entering Unmasked Estep Score: -1288314.625000 Penalty: 3091.183350 Iteration 7Q: 3 clusters Score -1288315 nChanged 701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3718 members Mstep: Class 2 contains 9794 members Entering Unmasked Estep Score: -1288855.000000 Penalty: 3091.183350 Iteration 8F: 3 clusters Score -1288855 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3152 members Mstep: Class 2 contains 10360 members Entering Unmasked Estep Score: -1289366.125000 Penalty: 3091.183350 Iteration 9Q: 3 clusters Score -1289366 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2676 members Mstep: Class 2 contains 10836 members Entering Unmasked Estep Score: -1289786.750000 Penalty: 3091.183350 Iteration 10Q: 3 clusters Score -1289787 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 11244 members Entering Unmasked Estep Score: -1290113.125000 Penalty: 3091.183350 Iteration 11Q: 3 clusters Score -1290113 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 11612 members Entering Unmasked Estep Score: -1290403.625000 Penalty: 3091.183350 Iteration 12Q: 3 clusters Score -1290404 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 11921 members Entering Unmasked Estep Score: -1290629.125000 Penalty: 3091.183350 Iteration 13Q: 3 clusters Score -1290629 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 12158 members Entering Unmasked Estep Score: -1290791.500000 Penalty: 3091.183350 Iteration 14Q: 3 clusters Score -1290792 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 12334 members Entering Unmasked Estep Score: -1290897.000000 Penalty: 3091.183350 Iteration 15Q: 3 clusters Score -1290897 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 12470 members Entering Unmasked Estep Score: -1290968.000000 Penalty: 3091.183350 Iteration 16Q: 3 clusters Score -1290968 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 12582 members Entering Unmasked Estep Score: -1291022.500000 Penalty: 3091.183350 Iteration 17Q: 3 clusters Score -1291022 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 12665 members Entering Unmasked Estep Score: -1291067.625000 Penalty: 3091.183350 Iteration 18Q: 3 clusters Score -1291068 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 12740 members Entering Unmasked Estep Score: -1291115.125000 Penalty: 3091.183350 Iteration 19Q: 3 clusters Score -1291115 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 12806 members Entering Unmasked Estep Score: -1291155.625000 Penalty: 3091.183350 Iteration 20F: 3 clusters Score -1291156 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 12860 members Entering Unmasked Estep Score: -1291185.625000 Penalty: 3091.183350 Iteration 21Q: 3 clusters Score -1291186 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 12903 members Entering Unmasked Estep Score: -1291214.750000 Penalty: 3091.183350 Iteration 22Q: 3 clusters Score -1291215 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 12926 members Entering Unmasked Estep Score: -1291231.125000 Penalty: 3091.183350 Iteration 23Q: 3 clusters Score -1291231 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 12952 members Entering Unmasked Estep Score: -1291249.500000 Penalty: 3091.183350 Iteration 24Q: 3 clusters Score -1291250 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 12971 members Entering Unmasked Estep Score: -1291260.625000 Penalty: 3091.183350 Iteration 25Q: 3 clusters Score -1291261 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 12984 members Entering Unmasked Estep Score: -1291272.875000 Penalty: 3091.183350 Iteration 26Q: 3 clusters Score -1291273 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 13006 members Entering Unmasked Estep Score: -1291289.375000 Penalty: 3091.183350 Iteration 27Q: 3 clusters Score -1291289 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 13016 members Entering Unmasked Estep Score: -1291292.750000 Penalty: 3091.183350 Iteration 28Q: 3 clusters Score -1291293 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 13021 members Entering Unmasked Estep Score: -1291296.500000 Penalty: 3091.183350 Iteration 29Q: 3 clusters Score -1291296 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 13033 members Entering Unmasked Estep Score: -1291306.500000 Penalty: 3091.183350 Iteration 30Q: 3 clusters Score -1291306 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 13038 members Entering Unmasked Estep Score: -1291312.750000 Penalty: 3091.183350 Iteration 31Q: 3 clusters Score -1291313 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 13039 members Entering Unmasked Estep Score: -1291316.375000 Penalty: 3091.183350 Iteration 32Q: 3 clusters Score -1291316 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 13045 members Entering Unmasked Estep Score: -1291319.250000 Penalty: 3091.183350 Iteration 33Q: 3 clusters Score -1291319 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 13048 members Entering Unmasked Estep Score: -1291320.750000 Penalty: 3091.183350 Iteration 34Q: 3 clusters Score -1291321 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 13056 members Entering Unmasked Estep Score: -1291328.750000 Penalty: 3091.183350 Iteration 35Q: 3 clusters Score -1291329 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 13061 members Entering Unmasked Estep Score: -1291327.500000 Penalty: 3091.183350 Iteration 36Q: 3 clusters Score -1291328 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 13066 members Entering Unmasked Estep Score: -1291333.625000 Penalty: 3091.183350 Iteration 37Q: 3 clusters Score -1291334 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 13071 members Entering Unmasked Estep Score: -1291337.750000 Penalty: 3091.183350 Iteration 38Q: 3 clusters Score -1291338 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 13076 members Entering Unmasked Estep Score: -1291338.625000 Penalty: 3091.183350 Iteration 39Q: 3 clusters Score -1291339 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 13080 members Entering Unmasked Estep Score: -1291339.750000 Penalty: 3091.183350 Iteration 40F: 3 clusters Score -1291340 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 13082 members Entering Unmasked Estep Score: -1291339.875000 Penalty: 3091.183350 Iteration 41Q: 3 clusters Score -1291340 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 13083 members Entering Unmasked Estep Score: -1291345.750000 Penalty: 3091.183350 Iteration 42Q: 3 clusters Score -1291346 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 13086 members Entering Unmasked Estep Score: -1291348.625000 Penalty: 3091.183350 Iteration 43Q: 3 clusters Score -1291349 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 13089 members Entering Unmasked Estep Score: -1291355.750000 Penalty: 3091.183350 Iteration 44Q: 3 clusters Score -1291356 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 13093 members Entering Unmasked Estep Score: -1291362.625000 Penalty: 3091.183350 Iteration 45Q: 3 clusters Score -1291363 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 13097 members Entering Unmasked Estep Score: -1291365.500000 Penalty: 3091.183350 Iteration 46Q: 3 clusters Score -1291366 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 13097 members Entering Unmasked Estep Score: -1291367.250000 Penalty: 3091.183350 Iteration 47Q: 3 clusters Score -1291367 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 13098 members Entering Unmasked Estep Score: -1291366.125000 Penalty: 3091.183350 Iteration 48Q: 3 clusters Score -1291366 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 13098 members Entering Unmasked Estep Score: -1291366.125000 Penalty: 3091.183350 Iteration 49F: 3 clusters Score -1291366 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1117 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Entering Unmasked Estep Score: -101763.265625 Penalty: 1140.490234 Iteration 0F: 2 clusters Score -101763.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -100347.585938 Penalty: 2280.980469 Iteration 0F: 3 clusters Score -100347.6 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -100921.007812 Penalty: 2280.980469 Iteration 1F: 3 clusters Score -100921 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -101218.976562 Penalty: 2280.980469 Iteration 2F: 3 clusters Score -101219 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -101411.203125 Penalty: 2280.980469 Iteration 3F: 3 clusters Score -101411.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -101527.164062 Penalty: 2280.980469 Iteration 4F: 3 clusters Score -101527.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -101621.429688 Penalty: 2280.980469 Iteration 5Q: 3 clusters Score -101621.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -101663.585938 Penalty: 2280.980469 Iteration 6Q: 3 clusters Score -101663.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -101693.406250 Penalty: 2280.980469 Iteration 7Q: 3 clusters Score -101693.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -101698.523438 Penalty: 2280.980469 Iteration 8Q: 3 clusters Score -101698.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -101702.312500 Penalty: 2280.980469 Iteration 9Q: 3 clusters Score -101702.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -101703.132812 Penalty: 2280.980469 Iteration 10Q: 3 clusters Score -101703.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -101703.132812 Penalty: 2280.980469 Iteration 11F: 3 clusters Score -101703.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (2960 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2960 members Entering Unmasked Estep Score: -252113.562500 Penalty: 1298.853516 Iteration 0F: 2 clusters Score -252113.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -249480.500000 Penalty: 2597.707031 Iteration 0F: 3 clusters Score -249480.5 nChanged 1114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -250163.234375 Penalty: 2597.707031 Iteration 1F: 3 clusters Score -250163.2 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -250391.546875 Penalty: 2597.707031 Iteration 2F: 3 clusters Score -250391.5 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -250593.312500 Penalty: 2597.707031 Iteration 3F: 3 clusters Score -250593.3 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -250720.906250 Penalty: 2597.707031 Iteration 4Q: 3 clusters Score -250720.9 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -250827.046875 Penalty: 2597.707031 Iteration 5Q: 3 clusters Score -250827 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -250910.296875 Penalty: 2597.707031 Iteration 6Q: 3 clusters Score -250910.3 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -250993.656250 Penalty: 2597.707031 Iteration 7Q: 3 clusters Score -250993.7 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -251048.515625 Penalty: 2597.707031 Iteration 8Q: 3 clusters Score -251048.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -251101.765625 Penalty: 2597.707031 Iteration 9Q: 3 clusters Score -251101.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -251144.546875 Penalty: 2597.707031 Iteration 10Q: 3 clusters Score -251144.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -251189.875000 Penalty: 2597.707031 Iteration 11Q: 3 clusters Score -251189.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -251239.625000 Penalty: 2597.707031 Iteration 12Q: 3 clusters Score -251239.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -251279.609375 Penalty: 2597.707031 Iteration 13Q: 3 clusters Score -251279.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -251320.578125 Penalty: 2597.707031 Iteration 14Q: 3 clusters Score -251320.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 2013 members Entering Unmasked Estep Score: -251352.546875 Penalty: 2597.707031 Iteration 15Q: 3 clusters Score -251352.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -251382.953125 Penalty: 2597.707031 Iteration 16Q: 3 clusters Score -251383 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -251416.546875 Penalty: 2597.707031 Iteration 17Q: 3 clusters Score -251416.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -251457.562500 Penalty: 2597.707031 Iteration 18Q: 3 clusters Score -251457.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -251510.937500 Penalty: 2597.707031 Iteration 19Q: 3 clusters Score -251510.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 2253 members Entering Unmasked Estep Score: -251567.703125 Penalty: 2597.707031 Iteration 20F: 3 clusters Score -251567.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -251638.781250 Penalty: 2597.707031 Iteration 21Q: 3 clusters Score -251638.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -251674.328125 Penalty: 2597.707031 Iteration 22Q: 3 clusters Score -251674.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 2357 members Entering Unmasked Estep Score: -251700.906250 Penalty: 2597.707031 Iteration 23Q: 3 clusters Score -251700.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 2382 members Entering Unmasked Estep Score: -251730.859375 Penalty: 2597.707031 Iteration 24Q: 3 clusters Score -251730.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 2410 members Entering Unmasked Estep Score: -251766.671875 Penalty: 2597.707031 Iteration 25Q: 3 clusters Score -251766.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 2428 members Entering Unmasked Estep Score: -251801.078125 Penalty: 2597.707031 Iteration 26Q: 3 clusters Score -251801.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -251823.218750 Penalty: 2597.707031 Iteration 27Q: 3 clusters Score -251823.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 2458 members Entering Unmasked Estep Score: -251847.406250 Penalty: 2597.707031 Iteration 28Q: 3 clusters Score -251847.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -251862.687500 Penalty: 2597.707031 Iteration 29Q: 3 clusters Score -251862.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -251881.468750 Penalty: 2597.707031 Iteration 30Q: 3 clusters Score -251881.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 2498 members Entering Unmasked Estep Score: -251896.781250 Penalty: 2597.707031 Iteration 31Q: 3 clusters Score -251896.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 2506 members Entering Unmasked Estep Score: -251912.125000 Penalty: 2597.707031 Iteration 32Q: 3 clusters Score -251912.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 2515 members Entering Unmasked Estep Score: -251925.093750 Penalty: 2597.707031 Iteration 33Q: 3 clusters Score -251925.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -251933.234375 Penalty: 2597.707031 Iteration 34Q: 3 clusters Score -251933.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 2534 members Entering Unmasked Estep Score: -251952.203125 Penalty: 2597.707031 Iteration 35Q: 3 clusters Score -251952.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -251969.968750 Penalty: 2597.707031 Iteration 36Q: 3 clusters Score -251970 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 2551 members Entering Unmasked Estep Score: -251980.750000 Penalty: 2597.707031 Iteration 37Q: 3 clusters Score -251980.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -251984.656250 Penalty: 2597.707031 Iteration 38Q: 3 clusters Score -251984.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 2559 members Entering Unmasked Estep Score: -251989.609375 Penalty: 2597.707031 Iteration 39Q: 3 clusters Score -251989.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -251993.921875 Penalty: 2597.707031 Iteration 40F: 3 clusters Score -251993.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 2566 members Entering Unmasked Estep Score: -251997.343750 Penalty: 2597.707031 Iteration 41Q: 3 clusters Score -251997.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 2569 members Entering Unmasked Estep Score: -251999.031250 Penalty: 2597.707031 Iteration 42Q: 3 clusters Score -251999 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 2572 members Entering Unmasked Estep Score: -252001.187500 Penalty: 2597.707031 Iteration 43Q: 3 clusters Score -252001.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 2573 members Entering Unmasked Estep Score: -252002.218750 Penalty: 2597.707031 Iteration 44Q: 3 clusters Score -252002.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 2574 members Entering Unmasked Estep Score: -252002.406250 Penalty: 2597.707031 Iteration 45Q: 3 clusters Score -252002.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 2576 members Entering Unmasked Estep Score: -252003.515625 Penalty: 2597.707031 Iteration 46Q: 3 clusters Score -252003.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -252004.578125 Penalty: 2597.707031 Iteration 47Q: 3 clusters Score -252004.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 2580 members Entering Unmasked Estep Score: -252006.859375 Penalty: 2597.707031 Iteration 48Q: 3 clusters Score -252006.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 2583 members Entering Unmasked Estep Score: -252008.218750 Penalty: 2597.707031 Iteration 49Q: 3 clusters Score -252008.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 2584 members Entering Unmasked Estep Score: -252008.515625 Penalty: 2597.707031 Iteration 50Q: 3 clusters Score -252008.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 2584 members Entering Unmasked Estep Score: -252008.515625 Penalty: 2597.707031 Iteration 51F: 3 clusters Score -252008.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1227 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Entering Unmasked Estep Score: -115729.257812 Penalty: 1155.753174 Iteration 0F: 2 clusters Score -115729.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -114149.367188 Penalty: 2311.506348 Iteration 0F: 3 clusters Score -114149.4 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -114442.640625 Penalty: 2311.506348 Iteration 1F: 3 clusters Score -114442.6 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -114529.554688 Penalty: 2311.506348 Iteration 2F: 3 clusters Score -114529.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -114591.968750 Penalty: 2311.506348 Iteration 3Q: 3 clusters Score -114592 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -114624.117188 Penalty: 2311.506348 Iteration 4Q: 3 clusters Score -114624.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -114646.203125 Penalty: 2311.506348 Iteration 5Q: 3 clusters Score -114646.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -114666.640625 Penalty: 2311.506348 Iteration 6Q: 3 clusters Score -114666.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -114676.781250 Penalty: 2311.506348 Iteration 7Q: 3 clusters Score -114676.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -114689.921875 Penalty: 2311.506348 Iteration 8Q: 3 clusters Score -114689.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -114704.234375 Penalty: 2311.506348 Iteration 9Q: 3 clusters Score -114704.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -114716.179688 Penalty: 2311.506348 Iteration 10Q: 3 clusters Score -114716.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -114725.851562 Penalty: 2311.506348 Iteration 11Q: 3 clusters Score -114725.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -114731.593750 Penalty: 2311.506348 Iteration 12Q: 3 clusters Score -114731.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -114736.484375 Penalty: 2311.506348 Iteration 13Q: 3 clusters Score -114736.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -114741.109375 Penalty: 2311.506348 Iteration 14Q: 3 clusters Score -114741.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -114745.570312 Penalty: 2311.506348 Iteration 15Q: 3 clusters Score -114745.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -114753.250000 Penalty: 2311.506348 Iteration 16Q: 3 clusters Score -114753.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -114758.765625 Penalty: 2311.506348 Iteration 17Q: 3 clusters Score -114758.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -114764.679688 Penalty: 2311.506348 Iteration 18Q: 3 clusters Score -114764.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -114767.585938 Penalty: 2311.506348 Iteration 19Q: 3 clusters Score -114767.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -114768.039062 Penalty: 2311.506348 Iteration 20F: 3 clusters Score -114768 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (678 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Entering Unmasked Estep Score: -61263.960938 Penalty: 1059.361450 Iteration 0F: 2 clusters Score -61263.96 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -60085.324219 Penalty: 2118.722900 Iteration 0F: 3 clusters Score -60085.32 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -60271.253906 Penalty: 2118.722900 Iteration 1F: 3 clusters Score -60271.25 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -60338.828125 Penalty: 2118.722900 Iteration 2F: 3 clusters Score -60338.83 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -60383.082031 Penalty: 2118.722900 Iteration 3Q: 3 clusters Score -60383.08 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -60406.828125 Penalty: 2118.722900 Iteration 4Q: 3 clusters Score -60406.83 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -60431.773438 Penalty: 2118.722900 Iteration 5Q: 3 clusters Score -60431.77 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -60445.578125 Penalty: 2118.722900 Iteration 6Q: 3 clusters Score -60445.58 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -60467.917969 Penalty: 2118.722900 Iteration 7Q: 3 clusters Score -60467.92 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -60487.671875 Penalty: 2118.722900 Iteration 8Q: 3 clusters Score -60487.67 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -60495.207031 Penalty: 2118.722900 Iteration 9Q: 3 clusters Score -60495.21 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -60498.847656 Penalty: 2118.722900 Iteration 10Q: 3 clusters Score -60498.85 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -60498.847656 Penalty: 2118.722900 Iteration 11F: 3 clusters Score -60498.85 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2371 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Entering Unmasked Estep Score: -235072.640625 Penalty: 1262.798462 Iteration 0F: 2 clusters Score -235072.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -232790.281250 Penalty: 2525.596924 Iteration 0F: 3 clusters Score -232790.3 nChanged 867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -233307.828125 Penalty: 2525.596924 Iteration 1F: 3 clusters Score -233307.8 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -233459.562500 Penalty: 2525.596924 Iteration 2F: 3 clusters Score -233459.6 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -233597.593750 Penalty: 2525.596924 Iteration 3F: 3 clusters Score -233597.6 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -233698.781250 Penalty: 2525.596924 Iteration 4F: 3 clusters Score -233698.8 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -233776.218750 Penalty: 2525.596924 Iteration 5Q: 3 clusters Score -233776.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -233829.531250 Penalty: 2525.596924 Iteration 6Q: 3 clusters Score -233829.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -233872.031250 Penalty: 2525.596924 Iteration 7Q: 3 clusters Score -233872 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -233911.468750 Penalty: 2525.596924 Iteration 8Q: 3 clusters Score -233911.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -233947.625000 Penalty: 2525.596924 Iteration 9Q: 3 clusters Score -233947.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -233978.546875 Penalty: 2525.596924 Iteration 10Q: 3 clusters Score -233978.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -233997.390625 Penalty: 2525.596924 Iteration 11Q: 3 clusters Score -233997.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -234009.656250 Penalty: 2525.596924 Iteration 12Q: 3 clusters Score -234009.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -234017.937500 Penalty: 2525.596924 Iteration 13Q: 3 clusters Score -234017.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -234028.578125 Penalty: 2525.596924 Iteration 14Q: 3 clusters Score -234028.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -234034.390625 Penalty: 2525.596924 Iteration 15Q: 3 clusters Score -234034.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -234038.531250 Penalty: 2525.596924 Iteration 16Q: 3 clusters Score -234038.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -234042.062500 Penalty: 2525.596924 Iteration 17Q: 3 clusters Score -234042.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -234045.250000 Penalty: 2525.596924 Iteration 18Q: 3 clusters Score -234045.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -234045.640625 Penalty: 2525.596924 Iteration 19Q: 3 clusters Score -234045.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -234045.640625 Penalty: 2525.596924 Iteration 20F: 3 clusters Score -234045.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (737 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Entering Unmasked Estep Score: -64301.042969 Penalty: 1072.920532 Iteration 0F: 2 clusters Score -64301.04 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -63060.019531 Penalty: 2145.841064 Iteration 0F: 3 clusters Score -63060.02 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -63307.785156 Penalty: 2145.841064 Iteration 1F: 3 clusters Score -63307.79 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -63371.253906 Penalty: 2145.841064 Iteration 2F: 3 clusters Score -63371.25 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -63411.671875 Penalty: 2145.841064 Iteration 3Q: 3 clusters Score -63411.67 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -63452.351562 Penalty: 2145.841064 Iteration 4Q: 3 clusters Score -63452.35 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -63473.074219 Penalty: 2145.841064 Iteration 5Q: 3 clusters Score -63473.07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -63491.742188 Penalty: 2145.841064 Iteration 6Q: 3 clusters Score -63491.74 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -63509.847656 Penalty: 2145.841064 Iteration 7Q: 3 clusters Score -63509.85 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -63524.687500 Penalty: 2145.841064 Iteration 8Q: 3 clusters Score -63524.69 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -63542.539062 Penalty: 2145.841064 Iteration 9Q: 3 clusters Score -63542.54 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -63554.589844 Penalty: 2145.841064 Iteration 10Q: 3 clusters Score -63554.59 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -63560.101562 Penalty: 2145.841064 Iteration 11Q: 3 clusters Score -63560.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -63563.445312 Penalty: 2145.841064 Iteration 12Q: 3 clusters Score -63563.45 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -63567.289062 Penalty: 2145.841064 Iteration 13Q: 3 clusters Score -63567.29 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -63568.410156 Penalty: 2145.841064 Iteration 14Q: 3 clusters Score -63568.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -63569.457031 Penalty: 2145.841064 Iteration 15Q: 3 clusters Score -63569.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -63569.457031 Penalty: 2145.841064 Iteration 16F: 3 clusters Score -63569.46 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (293 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Entering Unmasked Estep Score: -21307.804688 Penalty: 923.028015 Iteration 0F: 2 clusters Score -21307.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -20451.267578 Penalty: 1846.056030 Iteration 0F: 3 clusters Score -20451.27 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -20676.058594 Penalty: 1846.056030 Iteration 1F: 3 clusters Score -20676.06 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -20738.193359 Penalty: 1846.056030 Iteration 2F: 3 clusters Score -20738.19 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -20788.958984 Penalty: 1846.056030 Iteration 3F: 3 clusters Score -20788.96 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -20809.765625 Penalty: 1846.056030 Iteration 4Q: 3 clusters Score -20809.77 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -20823.181641 Penalty: 1846.056030 Iteration 5Q: 3 clusters Score -20823.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -20827.402344 Penalty: 1846.056030 Iteration 6Q: 3 clusters Score -20827.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -20831.931641 Penalty: 1846.056030 Iteration 7Q: 3 clusters Score -20831.93 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -20834.341797 Penalty: 1846.056030 Iteration 8Q: 3 clusters Score -20834.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -20835.550781 Penalty: 1846.056030 Iteration 9Q: 3 clusters Score -20835.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -20835.550781 Penalty: 1846.056030 Iteration 10F: 3 clusters Score -20835.55 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1374 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Entering Unmasked Estep Score: -130530.757812 Penalty: 1174.140747 Iteration 0F: 2 clusters Score -130530.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -128851.750000 Penalty: 2348.281494 Iteration 0F: 3 clusters Score -128851.8 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -129231.578125 Penalty: 2348.281494 Iteration 1F: 3 clusters Score -129231.6 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -129350.445312 Penalty: 2348.281494 Iteration 2F: 3 clusters Score -129350.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -129468.210938 Penalty: 2348.281494 Iteration 3F: 3 clusters Score -129468.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -129581.164062 Penalty: 2348.281494 Iteration 4F: 3 clusters Score -129581.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -129697.460938 Penalty: 2348.281494 Iteration 5F: 3 clusters Score -129697.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -129804.117188 Penalty: 2348.281494 Iteration 6F: 3 clusters Score -129804.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -129887.078125 Penalty: 2348.281494 Iteration 7Q: 3 clusters Score -129887.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -129943.820312 Penalty: 2348.281494 Iteration 8Q: 3 clusters Score -129943.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -129973.109375 Penalty: 2348.281494 Iteration 9Q: 3 clusters Score -129973.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -129996.546875 Penalty: 2348.281494 Iteration 10Q: 3 clusters Score -129996.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -130014.007812 Penalty: 2348.281494 Iteration 11Q: 3 clusters Score -130014 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -130018.687500 Penalty: 2348.281494 Iteration 12Q: 3 clusters Score -130018.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -130024.507812 Penalty: 2348.281494 Iteration 13Q: 3 clusters Score -130024.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -130027.375000 Penalty: 2348.281494 Iteration 14Q: 3 clusters Score -130027.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -130029.343750 Penalty: 2348.281494 Iteration 15Q: 3 clusters Score -130029.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -130033.335938 Penalty: 2348.281494 Iteration 16Q: 3 clusters Score -130033.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -130041.085938 Penalty: 2348.281494 Iteration 17Q: 3 clusters Score -130041.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -130046.562500 Penalty: 2348.281494 Iteration 18Q: 3 clusters Score -130046.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -130055.718750 Penalty: 2348.281494 Iteration 19Q: 3 clusters Score -130055.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -130056.718750 Penalty: 2348.281494 Iteration 20F: 3 clusters Score -130056.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -130057.218750 Penalty: 2348.281494 Iteration 21Q: 3 clusters Score -130057.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -130057.523438 Penalty: 2348.281494 Iteration 22Q: 3 clusters Score -130057.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -130057.523438 Penalty: 2348.281494 Iteration 23F: 3 clusters Score -130057.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (3442 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3442 members Entering Unmasked Estep Score: -338445.968750 Penalty: 1323.368896 Iteration 0F: 2 clusters Score -338446 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -335475.562500 Penalty: 2646.737793 Iteration 0F: 3 clusters Score -335475.6 nChanged 1286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -336206.593750 Penalty: 2646.737793 Iteration 1F: 3 clusters Score -336206.6 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -336352.062500 Penalty: 2646.737793 Iteration 2F: 3 clusters Score -336352.1 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -336429.906250 Penalty: 2646.737793 Iteration 3Q: 3 clusters Score -336429.9 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -336485.937500 Penalty: 2646.737793 Iteration 4Q: 3 clusters Score -336485.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -336519.218750 Penalty: 2646.737793 Iteration 5Q: 3 clusters Score -336519.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -336549.500000 Penalty: 2646.737793 Iteration 6Q: 3 clusters Score -336549.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -336577.406250 Penalty: 2646.737793 Iteration 7Q: 3 clusters Score -336577.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -336603.750000 Penalty: 2646.737793 Iteration 8Q: 3 clusters Score -336603.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 2117 members Entering Unmasked Estep Score: -336629.625000 Penalty: 2646.737793 Iteration 9Q: 3 clusters Score -336629.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -336657.687500 Penalty: 2646.737793 Iteration 10Q: 3 clusters Score -336657.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -336685.781250 Penalty: 2646.737793 Iteration 11Q: 3 clusters Score -336685.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -336711.468750 Penalty: 2646.737793 Iteration 12Q: 3 clusters Score -336711.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -336732.656250 Penalty: 2646.737793 Iteration 13Q: 3 clusters Score -336732.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -336757.500000 Penalty: 2646.737793 Iteration 14Q: 3 clusters Score -336757.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 2370 members Entering Unmasked Estep Score: -336784.531250 Penalty: 2646.737793 Iteration 15Q: 3 clusters Score -336784.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -336821.093750 Penalty: 2646.737793 Iteration 16Q: 3 clusters Score -336821.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 2483 members Entering Unmasked Estep Score: -336852.343750 Penalty: 2646.737793 Iteration 17Q: 3 clusters Score -336852.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 2538 members Entering Unmasked Estep Score: -336886.031250 Penalty: 2646.737793 Iteration 18Q: 3 clusters Score -336886 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 2599 members Entering Unmasked Estep Score: -336924.000000 Penalty: 2646.737793 Iteration 19Q: 3 clusters Score -336924 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 2654 members Entering Unmasked Estep Score: -336959.906250 Penalty: 2646.737793 Iteration 20F: 3 clusters Score -336959.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 2698 members Entering Unmasked Estep Score: -336984.562500 Penalty: 2646.737793 Iteration 21Q: 3 clusters Score -336984.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 2742 members Entering Unmasked Estep Score: -337010.500000 Penalty: 2646.737793 Iteration 22Q: 3 clusters Score -337010.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 2784 members Entering Unmasked Estep Score: -337038.625000 Penalty: 2646.737793 Iteration 23Q: 3 clusters Score -337038.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 2839 members Entering Unmasked Estep Score: -337084.250000 Penalty: 2646.737793 Iteration 24Q: 3 clusters Score -337084.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 2890 members Entering Unmasked Estep Score: -337127.281250 Penalty: 2646.737793 Iteration 25Q: 3 clusters Score -337127.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 2935 members Entering Unmasked Estep Score: -337166.687500 Penalty: 2646.737793 Iteration 26Q: 3 clusters Score -337166.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 2976 members Entering Unmasked Estep Score: -337200.093750 Penalty: 2646.737793 Iteration 27Q: 3 clusters Score -337200.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 3006 members Entering Unmasked Estep Score: -337225.968750 Penalty: 2646.737793 Iteration 28Q: 3 clusters Score -337226 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 3021 members Entering Unmasked Estep Score: -337237.406250 Penalty: 2646.737793 Iteration 29Q: 3 clusters Score -337237.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 3037 members Entering Unmasked Estep Score: -337246.375000 Penalty: 2646.737793 Iteration 30Q: 3 clusters Score -337246.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 3048 members Entering Unmasked Estep Score: -337252.031250 Penalty: 2646.737793 Iteration 31Q: 3 clusters Score -337252 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 3054 members Entering Unmasked Estep Score: -337257.562500 Penalty: 2646.737793 Iteration 32Q: 3 clusters Score -337257.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 3063 members Entering Unmasked Estep Score: -337265.218750 Penalty: 2646.737793 Iteration 33Q: 3 clusters Score -337265.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 3071 members Entering Unmasked Estep Score: -337275.843750 Penalty: 2646.737793 Iteration 34Q: 3 clusters Score -337275.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 3081 members Entering Unmasked Estep Score: -337287.375000 Penalty: 2646.737793 Iteration 35Q: 3 clusters Score -337287.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 3091 members Entering Unmasked Estep Score: -337295.093750 Penalty: 2646.737793 Iteration 36Q: 3 clusters Score -337295.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 3098 members Entering Unmasked Estep Score: -337303.343750 Penalty: 2646.737793 Iteration 37Q: 3 clusters Score -337303.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 3099 members Entering Unmasked Estep Score: -337307.218750 Penalty: 2646.737793 Iteration 38Q: 3 clusters Score -337307.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 3107 members Entering Unmasked Estep Score: -337311.343750 Penalty: 2646.737793 Iteration 39Q: 3 clusters Score -337311.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 3109 members Entering Unmasked Estep Score: -337313.468750 Penalty: 2646.737793 Iteration 40F: 3 clusters Score -337313.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 3114 members Entering Unmasked Estep Score: -337317.781250 Penalty: 2646.737793 Iteration 41Q: 3 clusters Score -337317.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 3116 members Entering Unmasked Estep Score: -337320.750000 Penalty: 2646.737793 Iteration 42Q: 3 clusters Score -337320.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 3116 members Entering Unmasked Estep Score: -337324.125000 Penalty: 2646.737793 Iteration 43Q: 3 clusters Score -337324.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 3119 members Entering Unmasked Estep Score: -337325.718750 Penalty: 2646.737793 Iteration 44Q: 3 clusters Score -337325.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 3121 members Entering Unmasked Estep Score: -337326.687500 Penalty: 2646.737793 Iteration 45Q: 3 clusters Score -337326.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -337327.968750 Penalty: 2646.737793 Iteration 46Q: 3 clusters Score -337328 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -337327.968750 Penalty: 2646.737793 Iteration 47F: 3 clusters Score -337328 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (39341 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39341 members Entering Unmasked Estep Score: -3771045.000000 Penalty: 1719.253662 Iteration 0F: 2 clusters Score -3771045 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19849 members Mstep: Class 2 contains 19492 members Entering Unmasked Estep Score: -3744528.500000 Penalty: 3438.507324 Iteration 0F: 3 clusters Score -3744528 nChanged 18383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21646 members Mstep: Class 2 contains 17695 members Entering Unmasked Estep Score: -3755093.500000 Penalty: 3438.507324 Iteration 1F: 3 clusters Score -3755094 nChanged 1900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22562 members Mstep: Class 2 contains 16779 members Entering Unmasked Estep Score: -3755901.000000 Penalty: 3438.507324 Iteration 2Q: 3 clusters Score -3755901 nChanged 2067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23827 members Mstep: Class 2 contains 15514 members Entering Unmasked Estep Score: -3756932.500000 Penalty: 3438.507324 Iteration 3F: 3 clusters Score -3756932 nChanged 2454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25531 members Mstep: Class 2 contains 13810 members Entering Unmasked Estep Score: -3758481.000000 Penalty: 3438.507324 Iteration 4F: 3 clusters Score -3758481 nChanged 2857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27722 members Mstep: Class 2 contains 11619 members Entering Unmasked Estep Score: -3760659.500000 Penalty: 3438.507324 Iteration 5F: 3 clusters Score -3760660 nChanged 3017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30179 members Mstep: Class 2 contains 9162 members Entering Unmasked Estep Score: -3763349.250000 Penalty: 3438.507324 Iteration 6F: 3 clusters Score -3763349 nChanged 2680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32411 members Mstep: Class 2 contains 6930 members Entering Unmasked Estep Score: -3766087.250000 Penalty: 3438.507324 Iteration 7F: 3 clusters Score -3766087 nChanged 1831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33750 members Mstep: Class 2 contains 5591 members Entering Unmasked Estep Score: -3767933.000000 Penalty: 3438.507324 Iteration 8Q: 3 clusters Score -3767933 nChanged 1163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34453 members Mstep: Class 2 contains 4888 members Entering Unmasked Estep Score: -3768946.750000 Penalty: 3438.507324 Iteration 9Q: 3 clusters Score -3768947 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34794 members Mstep: Class 2 contains 4547 members Entering Unmasked Estep Score: -3769478.500000 Penalty: 3438.507324 Iteration 10Q: 3 clusters Score -3769478 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34965 members Mstep: Class 2 contains 4376 members Entering Unmasked Estep Score: -3769752.250000 Penalty: 3438.507324 Iteration 11Q: 3 clusters Score -3769752 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35080 members Mstep: Class 2 contains 4261 members Entering Unmasked Estep Score: -3769935.500000 Penalty: 3438.507324 Iteration 12Q: 3 clusters Score -3769936 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35142 members Mstep: Class 2 contains 4199 members Entering Unmasked Estep Score: -3770051.750000 Penalty: 3438.507324 Iteration 13Q: 3 clusters Score -3770052 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35171 members Mstep: Class 2 contains 4170 members Entering Unmasked Estep Score: -3770117.000000 Penalty: 3438.507324 Iteration 14Q: 3 clusters Score -3770117 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35206 members Mstep: Class 2 contains 4135 members Entering Unmasked Estep Score: -3770164.250000 Penalty: 3438.507324 Iteration 15Q: 3 clusters Score -3770164 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35249 members Mstep: Class 2 contains 4092 members Entering Unmasked Estep Score: -3770196.500000 Penalty: 3438.507324 Iteration 16Q: 3 clusters Score -3770196 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35288 members Mstep: Class 2 contains 4053 members Entering Unmasked Estep Score: -3770228.250000 Penalty: 3438.507324 Iteration 17Q: 3 clusters Score -3770228 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35324 members Mstep: Class 2 contains 4017 members Entering Unmasked Estep Score: -3770241.500000 Penalty: 3438.507324 Iteration 18Q: 3 clusters Score -3770242 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35372 members Mstep: Class 2 contains 3969 members Entering Unmasked Estep Score: -3770257.750000 Penalty: 3438.507324 Iteration 19Q: 3 clusters Score -3770258 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35427 members Mstep: Class 2 contains 3914 members Entering Unmasked Estep Score: -3770278.500000 Penalty: 3438.507324 Iteration 20F: 3 clusters Score -3770278 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35470 members Mstep: Class 2 contains 3871 members Entering Unmasked Estep Score: -3770294.000000 Penalty: 3438.507324 Iteration 21Q: 3 clusters Score -3770294 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35515 members Mstep: Class 2 contains 3826 members Entering Unmasked Estep Score: -3770300.500000 Penalty: 3438.507324 Iteration 22Q: 3 clusters Score -3770300 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35554 members Mstep: Class 2 contains 3787 members Entering Unmasked Estep Score: -3770310.500000 Penalty: 3438.507324 Iteration 23Q: 3 clusters Score -3770310 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35584 members Mstep: Class 2 contains 3757 members Entering Unmasked Estep Score: -3770315.750000 Penalty: 3438.507324 Iteration 24Q: 3 clusters Score -3770316 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35608 members Mstep: Class 2 contains 3733 members Entering Unmasked Estep Score: -3770330.000000 Penalty: 3438.507324 Iteration 25Q: 3 clusters Score -3770330 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35637 members Mstep: Class 2 contains 3704 members Entering Unmasked Estep Score: -3770328.250000 Penalty: 3438.507324 Iteration 26Q: 3 clusters Score -3770328 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35656 members Mstep: Class 2 contains 3685 members Entering Unmasked Estep Score: -3770340.500000 Penalty: 3438.507324 Iteration 27Q: 3 clusters Score -3770340 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35670 members Mstep: Class 2 contains 3671 members Entering Unmasked Estep Score: -3770334.500000 Penalty: 3438.507324 Iteration 28Q: 3 clusters Score -3770334 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35692 members Mstep: Class 2 contains 3649 members Entering Unmasked Estep Score: -3770342.500000 Penalty: 3438.507324 Iteration 29Q: 3 clusters Score -3770342 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35708 members Mstep: Class 2 contains 3633 members Entering Unmasked Estep Score: -3770347.500000 Penalty: 3438.507324 Iteration 30Q: 3 clusters Score -3770348 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35721 members Mstep: Class 2 contains 3620 members Entering Unmasked Estep Score: -3770361.750000 Penalty: 3438.507324 Iteration 31Q: 3 clusters Score -3770362 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35727 members Mstep: Class 2 contains 3614 members Entering Unmasked Estep Score: -3770360.000000 Penalty: 3438.507324 Iteration 32Q: 3 clusters Score -3770360 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35743 members Mstep: Class 2 contains 3598 members Entering Unmasked Estep Score: -3770359.750000 Penalty: 3438.507324 Iteration 33Q: 3 clusters Score -3770360 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35755 members Mstep: Class 2 contains 3586 members Entering Unmasked Estep Score: -3770362.750000 Penalty: 3438.507324 Iteration 34Q: 3 clusters Score -3770363 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35763 members Mstep: Class 2 contains 3578 members Entering Unmasked Estep Score: -3770362.250000 Penalty: 3438.507324 Iteration 35Q: 3 clusters Score -3770362 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35771 members Mstep: Class 2 contains 3570 members Entering Unmasked Estep Score: -3770364.250000 Penalty: 3438.507324 Iteration 36Q: 3 clusters Score -3770364 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35775 members Mstep: Class 2 contains 3566 members Entering Unmasked Estep Score: -3770362.500000 Penalty: 3438.507324 Iteration 37Q: 3 clusters Score -3770362 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35778 members Mstep: Class 2 contains 3563 members Entering Unmasked Estep Score: -3770360.500000 Penalty: 3438.507324 Iteration 38Q: 3 clusters Score -3770360 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35787 members Mstep: Class 2 contains 3554 members Entering Unmasked Estep Score: -3770354.500000 Penalty: 3438.507324 Iteration 39Q: 3 clusters Score -3770354 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35795 members Mstep: Class 2 contains 3546 members Entering Unmasked Estep Score: -3770361.000000 Penalty: 3438.507324 Iteration 40F: 3 clusters Score -3770361 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35800 members Mstep: Class 2 contains 3541 members Entering Unmasked Estep Score: -3770357.750000 Penalty: 3438.507324 Iteration 41Q: 3 clusters Score -3770358 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35800 members Mstep: Class 2 contains 3541 members Entering Unmasked Estep Score: -3770363.750000 Penalty: 3438.507324 Iteration 42Q: 3 clusters Score -3770364 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35803 members Mstep: Class 2 contains 3538 members Entering Unmasked Estep Score: -3770360.750000 Penalty: 3438.507324 Iteration 43Q: 3 clusters Score -3770361 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35805 members Mstep: Class 2 contains 3536 members Entering Unmasked Estep Score: -3770362.750000 Penalty: 3438.507324 Iteration 44Q: 3 clusters Score -3770363 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35804 members Mstep: Class 2 contains 3537 members Entering Unmasked Estep Score: -3770363.500000 Penalty: 3438.507324 Iteration 45Q: 3 clusters Score -3770364 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35804 members Mstep: Class 2 contains 3537 members Entering Unmasked Estep Score: -3770363.750000 Penalty: 3438.507324 Iteration 46Q: 3 clusters Score -3770364 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35805 members Mstep: Class 2 contains 3536 members Entering Unmasked Estep Score: -3770362.000000 Penalty: 3438.507324 Iteration 47Q: 3 clusters Score -3770362 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35805 members Mstep: Class 2 contains 3536 members Entering Unmasked Estep Score: -3770362.000000 Penalty: 3438.507324 Iteration 48F: 3 clusters Score -3770362 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (2290 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Entering Unmasked Estep Score: -197798.234375 Penalty: 1257.149902 Iteration 0F: 2 clusters Score -197798.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -195588.531250 Penalty: 2514.299805 Iteration 0F: 3 clusters Score -195588.5 nChanged 809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -196194.843750 Penalty: 2514.299805 Iteration 1F: 3 clusters Score -196194.8 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -196392.390625 Penalty: 2514.299805 Iteration 2F: 3 clusters Score -196392.4 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -196561.765625 Penalty: 2514.299805 Iteration 3F: 3 clusters Score -196561.8 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -196776.515625 Penalty: 2514.299805 Iteration 4F: 3 clusters Score -196776.5 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -197012.328125 Penalty: 2514.299805 Iteration 5F: 3 clusters Score -197012.3 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -197150.312500 Penalty: 2514.299805 Iteration 6F: 3 clusters Score -197150.3 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -197210.796875 Penalty: 2514.299805 Iteration 7Q: 3 clusters Score -197210.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -197252.468750 Penalty: 2514.299805 Iteration 8Q: 3 clusters Score -197252.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -197312.812500 Penalty: 2514.299805 Iteration 9Q: 3 clusters Score -197312.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -197340.625000 Penalty: 2514.299805 Iteration 10Q: 3 clusters Score -197340.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -197364.328125 Penalty: 2514.299805 Iteration 11Q: 3 clusters Score -197364.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -197373.546875 Penalty: 2514.299805 Iteration 12Q: 3 clusters Score -197373.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -197379.015625 Penalty: 2514.299805 Iteration 13Q: 3 clusters Score -197379 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -197381.187500 Penalty: 2514.299805 Iteration 14Q: 3 clusters Score -197381.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -197382.000000 Penalty: 2514.299805 Iteration 15Q: 3 clusters Score -197382 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -197382.406250 Penalty: 2514.299805 Iteration 16Q: 3 clusters Score -197382.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -197382.406250 Penalty: 2514.299805 Iteration 17F: 3 clusters Score -197382.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (2492 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2492 members Entering Unmasked Estep Score: -238916.859375 Penalty: 1270.886597 Iteration 0F: 2 clusters Score -238916.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -236528.500000 Penalty: 2541.773193 Iteration 0F: 3 clusters Score -236528.5 nChanged 893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -237057.375000 Penalty: 2541.773193 Iteration 1F: 3 clusters Score -237057.4 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -237169.765625 Penalty: 2541.773193 Iteration 2F: 3 clusters Score -237169.8 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -237253.125000 Penalty: 2541.773193 Iteration 3Q: 3 clusters Score -237253.1 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -237335.203125 Penalty: 2541.773193 Iteration 4Q: 3 clusters Score -237335.2 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -237398.156250 Penalty: 2541.773193 Iteration 5Q: 3 clusters Score -237398.2 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -237443.093750 Penalty: 2541.773193 Iteration 6Q: 3 clusters Score -237443.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -237485.687500 Penalty: 2541.773193 Iteration 7Q: 3 clusters Score -237485.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -237517.250000 Penalty: 2541.773193 Iteration 8Q: 3 clusters Score -237517.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -237546.468750 Penalty: 2541.773193 Iteration 9Q: 3 clusters Score -237546.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -237573.093750 Penalty: 2541.773193 Iteration 10Q: 3 clusters Score -237573.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -237596.796875 Penalty: 2541.773193 Iteration 11Q: 3 clusters Score -237596.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -237620.984375 Penalty: 2541.773193 Iteration 12Q: 3 clusters Score -237621 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -237637.234375 Penalty: 2541.773193 Iteration 13Q: 3 clusters Score -237637.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -237650.875000 Penalty: 2541.773193 Iteration 14Q: 3 clusters Score -237650.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -237661.593750 Penalty: 2541.773193 Iteration 15Q: 3 clusters Score -237661.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -237668.234375 Penalty: 2541.773193 Iteration 16Q: 3 clusters Score -237668.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -237674.406250 Penalty: 2541.773193 Iteration 17Q: 3 clusters Score -237674.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -237685.906250 Penalty: 2541.773193 Iteration 18Q: 3 clusters Score -237685.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -237696.703125 Penalty: 2541.773193 Iteration 19Q: 3 clusters Score -237696.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -237709.015625 Penalty: 2541.773193 Iteration 20F: 3 clusters Score -237709 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -237719.765625 Penalty: 2541.773193 Iteration 21Q: 3 clusters Score -237719.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -237728.468750 Penalty: 2541.773193 Iteration 22Q: 3 clusters Score -237728.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -237739.281250 Penalty: 2541.773193 Iteration 23Q: 3 clusters Score -237739.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -237754.234375 Penalty: 2541.773193 Iteration 24Q: 3 clusters Score -237754.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -237772.109375 Penalty: 2541.773193 Iteration 25Q: 3 clusters Score -237772.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -237790.062500 Penalty: 2541.773193 Iteration 26Q: 3 clusters Score -237790.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -237801.000000 Penalty: 2541.773193 Iteration 27Q: 3 clusters Score -237801 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -237811.671875 Penalty: 2541.773193 Iteration 28Q: 3 clusters Score -237811.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -237823.578125 Penalty: 2541.773193 Iteration 29Q: 3 clusters Score -237823.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -237837.359375 Penalty: 2541.773193 Iteration 30Q: 3 clusters Score -237837.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -237849.875000 Penalty: 2541.773193 Iteration 31Q: 3 clusters Score -237849.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -237859.515625 Penalty: 2541.773193 Iteration 32Q: 3 clusters Score -237859.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -237862.828125 Penalty: 2541.773193 Iteration 33Q: 3 clusters Score -237862.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -237866.671875 Penalty: 2541.773193 Iteration 34Q: 3 clusters Score -237866.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -237872.109375 Penalty: 2541.773193 Iteration 35Q: 3 clusters Score -237872.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -237875.265625 Penalty: 2541.773193 Iteration 36Q: 3 clusters Score -237875.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -237877.046875 Penalty: 2541.773193 Iteration 37Q: 3 clusters Score -237877 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -237877.734375 Penalty: 2541.773193 Iteration 38Q: 3 clusters Score -237877.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -237879.390625 Penalty: 2541.773193 Iteration 39Q: 3 clusters Score -237879.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -237880.718750 Penalty: 2541.773193 Iteration 40F: 3 clusters Score -237880.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -237882.562500 Penalty: 2541.773193 Iteration 41Q: 3 clusters Score -237882.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -237882.937500 Penalty: 2541.773193 Iteration 42Q: 3 clusters Score -237882.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -237882.937500 Penalty: 2541.773193 Iteration 43F: 3 clusters Score -237882.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (1806 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Entering Unmasked Estep Score: -182861.843750 Penalty: 1218.566406 Iteration 0F: 2 clusters Score -182861.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -180883.031250 Penalty: 2437.132812 Iteration 0F: 3 clusters Score -180883 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -181290.656250 Penalty: 2437.132812 Iteration 1F: 3 clusters Score -181290.7 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -181392.703125 Penalty: 2437.132812 Iteration 2F: 3 clusters Score -181392.7 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -181434.859375 Penalty: 2437.132812 Iteration 3Q: 3 clusters Score -181434.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -181460.859375 Penalty: 2437.132812 Iteration 4Q: 3 clusters Score -181460.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -181486.375000 Penalty: 2437.132812 Iteration 5Q: 3 clusters Score -181486.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -181499.906250 Penalty: 2437.132812 Iteration 6Q: 3 clusters Score -181499.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -181509.390625 Penalty: 2437.132812 Iteration 7Q: 3 clusters Score -181509.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -181516.953125 Penalty: 2437.132812 Iteration 8Q: 3 clusters Score -181517 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -181524.953125 Penalty: 2437.132812 Iteration 9Q: 3 clusters Score -181525 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -181532.921875 Penalty: 2437.132812 Iteration 10Q: 3 clusters Score -181532.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -181537.125000 Penalty: 2437.132812 Iteration 11Q: 3 clusters Score -181537.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -181541.250000 Penalty: 2437.132812 Iteration 12Q: 3 clusters Score -181541.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -181544.687500 Penalty: 2437.132812 Iteration 13Q: 3 clusters Score -181544.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -181548.281250 Penalty: 2437.132812 Iteration 14Q: 3 clusters Score -181548.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -181552.031250 Penalty: 2437.132812 Iteration 15Q: 3 clusters Score -181552 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -181555.843750 Penalty: 2437.132812 Iteration 16Q: 3 clusters Score -181555.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -181558.359375 Penalty: 2437.132812 Iteration 17Q: 3 clusters Score -181558.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -181559.343750 Penalty: 2437.132812 Iteration 18Q: 3 clusters Score -181559.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -181559.296875 Penalty: 2437.132812 Iteration 19Q: 3 clusters Score -181559.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -181559.296875 Penalty: 2437.132812 Iteration 20F: 3 clusters Score -181559.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (91274 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91274 members Entering Unmasked Estep Score: -9117918.000000 Penalty: 1856.013428 Iteration 0F: 2 clusters Score -9117918 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45535 members Mstep: Class 2 contains 45739 members Entering Unmasked Estep Score: -9056920.000000 Penalty: 3712.026855 Iteration 0F: 3 clusters Score -9056920 nChanged 43597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43388 members Mstep: Class 2 contains 47886 members Entering Unmasked Estep Score: -9082197.000000 Penalty: 3712.026855 Iteration 1F: 3 clusters Score -9082197 nChanged 2831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42141 members Mstep: Class 2 contains 49133 members Entering Unmasked Estep Score: -9082827.000000 Penalty: 3712.026855 Iteration 2Q: 3 clusters Score -9082827 nChanged 3113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40292 members Mstep: Class 2 contains 50982 members Entering Unmasked Estep Score: -9083691.000000 Penalty: 3712.026855 Iteration 3Q: 3 clusters Score -9083691 nChanged 3695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37445 members Mstep: Class 2 contains 53829 members Entering Unmasked Estep Score: -9084989.000000 Penalty: 3712.026855 Iteration 4Q: 3 clusters Score -9084989 nChanged 4735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33250 members Mstep: Class 2 contains 58024 members Entering Unmasked Estep Score: -9087285.000000 Penalty: 3712.026855 Iteration 5F: 3 clusters Score -9087285 nChanged 5977 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27527 members Mstep: Class 2 contains 63747 members Entering Unmasked Estep Score: -9091041.000000 Penalty: 3712.026855 Iteration 6F: 3 clusters Score -9091041 nChanged 7289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20344 members Mstep: Class 2 contains 70930 members Entering Unmasked Estep Score: -9096707.000000 Penalty: 3712.026855 Iteration 7F: 3 clusters Score -9096707 nChanged 7522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12880 members Mstep: Class 2 contains 78394 members Entering Unmasked Estep Score: -9103671.000000 Penalty: 3712.026855 Iteration 8F: 3 clusters Score -9103671 nChanged 6272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6620 members Mstep: Class 2 contains 84654 members Entering Unmasked Estep Score: -9109869.000000 Penalty: 3712.026855 Iteration 9F: 3 clusters Score -9109869 nChanged 3847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 88499 members Entering Unmasked Estep Score: -9113666.000000 Penalty: 3712.026855 Iteration 10Q: 3 clusters Score -9113666 nChanged 1744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 90243 members Entering Unmasked Estep Score: -9115337.000000 Penalty: 3712.026855 Iteration 11Q: 3 clusters Score -9115337 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 90846 members Entering Unmasked Estep Score: -9115900.000000 Penalty: 3712.026855 Iteration 12Q: 3 clusters Score -9115900 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 91031 members Entering Unmasked Estep Score: -9116096.000000 Penalty: 3712.026855 Iteration 13Q: 3 clusters Score -9116096 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 91082 members Entering Unmasked Estep Score: -9116186.000000 Penalty: 3712.026855 Iteration 14Q: 3 clusters Score -9116186 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 91101 members Entering Unmasked Estep Score: -9116221.000000 Penalty: 3712.026855 Iteration 15Q: 3 clusters Score -9116221 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 91113 members Entering Unmasked Estep Score: -9116247.000000 Penalty: 3712.026855 Iteration 16Q: 3 clusters Score -9116247 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 91118 members Entering Unmasked Estep Score: -9116262.000000 Penalty: 3712.026855 Iteration 17Q: 3 clusters Score -9116262 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 91119 members Entering Unmasked Estep Score: -9116265.000000 Penalty: 3712.026855 Iteration 18Q: 3 clusters Score -9116265 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 91120 members Entering Unmasked Estep Score: -9116264.000000 Penalty: 3712.026855 Iteration 19Q: 3 clusters Score -9116264 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 91120 members Entering Unmasked Estep Score: -9116264.000000 Penalty: 3712.026855 Iteration 20F: 3 clusters Score -9116264 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (5074 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5074 members Entering Unmasked Estep Score: -474236.000000 Penalty: 1386.431396 Iteration 0F: 2 clusters Score -474236 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 2532 members Entering Unmasked Estep Score: -470233.250000 Penalty: 2772.862793 Iteration 0F: 3 clusters Score -470233.2 nChanged 2032 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -471371.750000 Penalty: 2772.862793 Iteration 1F: 3 clusters Score -471371.8 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2594 members Mstep: Class 2 contains 2480 members Entering Unmasked Estep Score: -471574.125000 Penalty: 2772.862793 Iteration 2F: 3 clusters Score -471574.1 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2650 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -471756.906250 Penalty: 2772.862793 Iteration 3F: 3 clusters Score -471756.9 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2747 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -471921.281250 Penalty: 2772.862793 Iteration 4F: 3 clusters Score -471921.3 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2846 members Mstep: Class 2 contains 2228 members Entering Unmasked Estep Score: -472073.531250 Penalty: 2772.862793 Iteration 5Q: 3 clusters Score -472073.5 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2951 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -472239.312500 Penalty: 2772.862793 Iteration 6Q: 3 clusters Score -472239.3 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3062 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -472388.687500 Penalty: 2772.862793 Iteration 7Q: 3 clusters Score -472388.7 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3173 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -472513.593750 Penalty: 2772.862793 Iteration 8Q: 3 clusters Score -472513.6 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3257 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -472604.500000 Penalty: 2772.862793 Iteration 9Q: 3 clusters Score -472604.5 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3357 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -472717.125000 Penalty: 2772.862793 Iteration 10Q: 3 clusters Score -472717.1 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3453 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -472817.093750 Penalty: 2772.862793 Iteration 11Q: 3 clusters Score -472817.1 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3524 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -472875.156250 Penalty: 2772.862793 Iteration 12Q: 3 clusters Score -472875.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3585 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -472910.125000 Penalty: 2772.862793 Iteration 13Q: 3 clusters Score -472910.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3629 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -472931.343750 Penalty: 2772.862793 Iteration 14Q: 3 clusters Score -472931.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3674 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -472958.000000 Penalty: 2772.862793 Iteration 15Q: 3 clusters Score -472958 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3728 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -472987.718750 Penalty: 2772.862793 Iteration 16Q: 3 clusters Score -472987.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3776 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -473010.906250 Penalty: 2772.862793 Iteration 17Q: 3 clusters Score -473010.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3818 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -473026.406250 Penalty: 2772.862793 Iteration 18Q: 3 clusters Score -473026.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3851 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -473040.687500 Penalty: 2772.862793 Iteration 19Q: 3 clusters Score -473040.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3882 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -473057.343750 Penalty: 2772.862793 Iteration 20F: 3 clusters Score -473057.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3907 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -473073.656250 Penalty: 2772.862793 Iteration 21Q: 3 clusters Score -473073.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3928 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -473082.968750 Penalty: 2772.862793 Iteration 22Q: 3 clusters Score -473083 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3947 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -473091.437500 Penalty: 2772.862793 Iteration 23Q: 3 clusters Score -473091.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3963 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -473101.875000 Penalty: 2772.862793 Iteration 24Q: 3 clusters Score -473101.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3981 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -473107.468750 Penalty: 2772.862793 Iteration 25Q: 3 clusters Score -473107.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3989 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -473111.718750 Penalty: 2772.862793 Iteration 26Q: 3 clusters Score -473111.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4002 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -473119.718750 Penalty: 2772.862793 Iteration 27Q: 3 clusters Score -473119.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4012 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -473123.843750 Penalty: 2772.862793 Iteration 28Q: 3 clusters Score -473123.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4024 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -473128.406250 Penalty: 2772.862793 Iteration 29Q: 3 clusters Score -473128.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4031 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -473131.812500 Penalty: 2772.862793 Iteration 30Q: 3 clusters Score -473131.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4035 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -473131.937500 Penalty: 2772.862793 Iteration 31Q: 3 clusters Score -473131.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4039 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -473132.937500 Penalty: 2772.862793 Iteration 32Q: 3 clusters Score -473132.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4042 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -473133.000000 Penalty: 2772.862793 Iteration 33Q: 3 clusters Score -473133 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4044 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -473134.843750 Penalty: 2772.862793 Iteration 34Q: 3 clusters Score -473134.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4048 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -473135.437500 Penalty: 2772.862793 Iteration 35Q: 3 clusters Score -473135.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4051 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -473136.125000 Penalty: 2772.862793 Iteration 36Q: 3 clusters Score -473136.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4053 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -473136.812500 Penalty: 2772.862793 Iteration 37Q: 3 clusters Score -473136.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4053 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -473136.812500 Penalty: 2772.862793 Iteration 38F: 3 clusters Score -473136.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (10718 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10718 members Entering Unmasked Estep Score: -996891.750000 Penalty: 1507.947998 Iteration 0F: 2 clusters Score -996891.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5368 members Mstep: Class 2 contains 5350 members Entering Unmasked Estep Score: -989301.125000 Penalty: 3015.895996 Iteration 0F: 3 clusters Score -989301.1 nChanged 4565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5251 members Mstep: Class 2 contains 5467 members Entering Unmasked Estep Score: -991767.437500 Penalty: 3015.895996 Iteration 1F: 3 clusters Score -991767.4 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5164 members Mstep: Class 2 contains 5554 members Entering Unmasked Estep Score: -992019.062500 Penalty: 3015.895996 Iteration 2F: 3 clusters Score -992019.1 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5075 members Mstep: Class 2 contains 5643 members Entering Unmasked Estep Score: -992223.250000 Penalty: 3015.895996 Iteration 3Q: 3 clusters Score -992223.2 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4978 members Mstep: Class 2 contains 5740 members Entering Unmasked Estep Score: -992428.125000 Penalty: 3015.895996 Iteration 4Q: 3 clusters Score -992428.1 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4862 members Mstep: Class 2 contains 5856 members Entering Unmasked Estep Score: -992692.812500 Penalty: 3015.895996 Iteration 5Q: 3 clusters Score -992692.8 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4701 members Mstep: Class 2 contains 6017 members Entering Unmasked Estep Score: -993076.625000 Penalty: 3015.895996 Iteration 6F: 3 clusters Score -993076.6 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4526 members Mstep: Class 2 contains 6192 members Entering Unmasked Estep Score: -993592.875000 Penalty: 3015.895996 Iteration 7F: 3 clusters Score -993592.9 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4331 members Mstep: Class 2 contains 6387 members Entering Unmasked Estep Score: -994216.875000 Penalty: 3015.895996 Iteration 8F: 3 clusters Score -994216.9 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4130 members Mstep: Class 2 contains 6588 members Entering Unmasked Estep Score: -994809.750000 Penalty: 3015.895996 Iteration 9F: 3 clusters Score -994809.8 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3948 members Mstep: Class 2 contains 6770 members Entering Unmasked Estep Score: -995269.125000 Penalty: 3015.895996 Iteration 10F: 3 clusters Score -995269.1 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3815 members Mstep: Class 2 contains 6903 members Entering Unmasked Estep Score: -995539.250000 Penalty: 3015.895996 Iteration 11Q: 3 clusters Score -995539.2 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3725 members Mstep: Class 2 contains 6993 members Entering Unmasked Estep Score: -995708.125000 Penalty: 3015.895996 Iteration 12Q: 3 clusters Score -995708.1 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3627 members Mstep: Class 2 contains 7091 members Entering Unmasked Estep Score: -995869.375000 Penalty: 3015.895996 Iteration 13Q: 3 clusters Score -995869.4 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3524 members Mstep: Class 2 contains 7194 members Entering Unmasked Estep Score: -995994.250000 Penalty: 3015.895996 Iteration 14Q: 3 clusters Score -995994.2 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3446 members Mstep: Class 2 contains 7272 members Entering Unmasked Estep Score: -996065.937500 Penalty: 3015.895996 Iteration 15Q: 3 clusters Score -996065.9 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3389 members Mstep: Class 2 contains 7329 members Entering Unmasked Estep Score: -996110.125000 Penalty: 3015.895996 Iteration 16Q: 3 clusters Score -996110.1 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3342 members Mstep: Class 2 contains 7376 members Entering Unmasked Estep Score: -996135.312500 Penalty: 3015.895996 Iteration 17Q: 3 clusters Score -996135.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3312 members Mstep: Class 2 contains 7406 members Entering Unmasked Estep Score: -996145.687500 Penalty: 3015.895996 Iteration 18Q: 3 clusters Score -996145.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3300 members Mstep: Class 2 contains 7418 members Entering Unmasked Estep Score: -996149.812500 Penalty: 3015.895996 Iteration 19Q: 3 clusters Score -996149.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3282 members Mstep: Class 2 contains 7436 members Entering Unmasked Estep Score: -996151.187500 Penalty: 3015.895996 Iteration 20F: 3 clusters Score -996151.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3271 members Mstep: Class 2 contains 7447 members Entering Unmasked Estep Score: -996155.625000 Penalty: 3015.895996 Iteration 21Q: 3 clusters Score -996155.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3258 members Mstep: Class 2 contains 7460 members Entering Unmasked Estep Score: -996155.125000 Penalty: 3015.895996 Iteration 22Q: 3 clusters Score -996155.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3250 members Mstep: Class 2 contains 7468 members Entering Unmasked Estep Score: -996155.812500 Penalty: 3015.895996 Iteration 23Q: 3 clusters Score -996155.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3248 members Mstep: Class 2 contains 7470 members Entering Unmasked Estep Score: -996156.437500 Penalty: 3015.895996 Iteration 24Q: 3 clusters Score -996156.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3245 members Mstep: Class 2 contains 7473 members Entering Unmasked Estep Score: -996155.562500 Penalty: 3015.895996 Iteration 25Q: 3 clusters Score -996155.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3244 members Mstep: Class 2 contains 7474 members Entering Unmasked Estep Score: -996156.750000 Penalty: 3015.895996 Iteration 26Q: 3 clusters Score -996156.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3243 members Mstep: Class 2 contains 7475 members Entering Unmasked Estep Score: -996156.000000 Penalty: 3015.895996 Iteration 27Q: 3 clusters Score -996156 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3240 members Mstep: Class 2 contains 7478 members Entering Unmasked Estep Score: -996156.875000 Penalty: 3015.895996 Iteration 28Q: 3 clusters Score -996156.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3236 members Mstep: Class 2 contains 7482 members Entering Unmasked Estep Score: -996158.250000 Penalty: 3015.895996 Iteration 29Q: 3 clusters Score -996158.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3234 members Mstep: Class 2 contains 7484 members Entering Unmasked Estep Score: -996160.250000 Penalty: 3015.895996 Iteration 30Q: 3 clusters Score -996160.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3233 members Mstep: Class 2 contains 7485 members Entering Unmasked Estep Score: -996159.125000 Penalty: 3015.895996 Iteration 31Q: 3 clusters Score -996159.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3233 members Mstep: Class 2 contains 7485 members Entering Unmasked Estep Score: -996158.750000 Penalty: 3015.895996 Iteration 32Q: 3 clusters Score -996158.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3232 members Mstep: Class 2 contains 7486 members Entering Unmasked Estep Score: -996160.437500 Penalty: 3015.895996 Iteration 33Q: 3 clusters Score -996160.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3232 members Mstep: Class 2 contains 7486 members Entering Unmasked Estep Score: -996160.437500 Penalty: 3015.895996 Iteration 34F: 3 clusters Score -996160.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (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: -185421.296875 Penalty: 1235.390259 Iteration 0F: 2 clusters Score -185421.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -183324.046875 Penalty: 2470.780518 Iteration 0F: 3 clusters Score -183324 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -183788.921875 Penalty: 2470.780518 Iteration 1F: 3 clusters Score -183788.9 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -183947.671875 Penalty: 2470.780518 Iteration 2F: 3 clusters Score -183947.7 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -184024.953125 Penalty: 2470.780518 Iteration 3Q: 3 clusters Score -184025 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -184079.765625 Penalty: 2470.780518 Iteration 4Q: 3 clusters Score -184079.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -184127.765625 Penalty: 2470.780518 Iteration 5Q: 3 clusters Score -184127.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -184169.687500 Penalty: 2470.780518 Iteration 6Q: 3 clusters Score -184169.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -184212.062500 Penalty: 2470.780518 Iteration 7Q: 3 clusters Score -184212.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -184256.281250 Penalty: 2470.780518 Iteration 8Q: 3 clusters Score -184256.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -184304.875000 Penalty: 2470.780518 Iteration 9Q: 3 clusters Score -184304.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -184336.906250 Penalty: 2470.780518 Iteration 10Q: 3 clusters Score -184336.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -184366.187500 Penalty: 2470.780518 Iteration 11Q: 3 clusters Score -184366.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -184383.875000 Penalty: 2470.780518 Iteration 12Q: 3 clusters Score -184383.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -184404.343750 Penalty: 2470.780518 Iteration 13Q: 3 clusters Score -184404.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -184421.250000 Penalty: 2470.780518 Iteration 14Q: 3 clusters Score -184421.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -184437.250000 Penalty: 2470.780518 Iteration 15Q: 3 clusters Score -184437.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -184449.343750 Penalty: 2470.780518 Iteration 16Q: 3 clusters Score -184449.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -184459.328125 Penalty: 2470.780518 Iteration 17Q: 3 clusters Score -184459.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -184470.890625 Penalty: 2470.780518 Iteration 18Q: 3 clusters Score -184470.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -184482.312500 Penalty: 2470.780518 Iteration 19Q: 3 clusters Score -184482.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -184495.078125 Penalty: 2470.780518 Iteration 20F: 3 clusters Score -184495.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -184500.343750 Penalty: 2470.780518 Iteration 21Q: 3 clusters Score -184500.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -184507.078125 Penalty: 2470.780518 Iteration 22Q: 3 clusters Score -184507.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -184515.296875 Penalty: 2470.780518 Iteration 23Q: 3 clusters Score -184515.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -184522.828125 Penalty: 2470.780518 Iteration 24Q: 3 clusters Score -184522.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -184526.421875 Penalty: 2470.780518 Iteration 25Q: 3 clusters Score -184526.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -184530.078125 Penalty: 2470.780518 Iteration 26Q: 3 clusters Score -184530.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -184533.843750 Penalty: 2470.780518 Iteration 27Q: 3 clusters Score -184533.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -184536.515625 Penalty: 2470.780518 Iteration 28Q: 3 clusters Score -184536.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -184540.343750 Penalty: 2470.780518 Iteration 29Q: 3 clusters Score -184540.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -184544.468750 Penalty: 2470.780518 Iteration 30Q: 3 clusters Score -184544.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -184548.156250 Penalty: 2470.780518 Iteration 31Q: 3 clusters Score -184548.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -184549.390625 Penalty: 2470.780518 Iteration 32Q: 3 clusters Score -184549.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -184550.015625 Penalty: 2470.780518 Iteration 33Q: 3 clusters Score -184550 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -184550.718750 Penalty: 2470.780518 Iteration 34Q: 3 clusters Score -184550.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -184552.406250 Penalty: 2470.780518 Iteration 35Q: 3 clusters Score -184552.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -184553.031250 Penalty: 2470.780518 Iteration 36Q: 3 clusters Score -184553 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -184553.296875 Penalty: 2470.780518 Iteration 37Q: 3 clusters Score -184553.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -184553.750000 Penalty: 2470.780518 Iteration 38Q: 3 clusters Score -184553.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -184553.750000 Penalty: 2470.780518 Iteration 39F: 3 clusters Score -184553.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 140714 members Mstep: Class 3 contains 3527 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14334 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13512 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2960 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3442 members Mstep: Class 18 contains 39341 members Mstep: Class 19 contains 2290 members Mstep: Class 20 contains 2492 members Mstep: Class 21 contains 1806 members Mstep: Class 22 contains 91274 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10718 members Mstep: Class 25 contains 2003 members Entering Unmasked Estep ConsiderDeletion Score: -33086126.000000 Penalty: 51797.585938 Iteration 199Q: 26 clusters Score -3.308613e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 140711 members Mstep: Class 3 contains 3529 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14334 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13512 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2960 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3442 members Mstep: Class 18 contains 39348 members Mstep: Class 19 contains 2290 members Mstep: Class 20 contains 2492 members Mstep: Class 21 contains 1797 members Mstep: Class 22 contains 91274 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10721 members Mstep: Class 25 contains 2003 members Entering Unmasked Estep ConsiderDeletion Score: -33086108.000000 Penalty: 51797.585938 Iteration 200F: 26 clusters Score -3.308611e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 140703 members Mstep: Class 3 contains 3532 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14334 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13512 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2960 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3442 members Mstep: Class 18 contains 39357 members Mstep: Class 19 contains 2290 members Mstep: Class 20 contains 2493 members Mstep: Class 21 contains 1792 members Mstep: Class 22 contains 91274 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10721 members Mstep: Class 25 contains 2003 members Entering Unmasked Estep ConsiderDeletion Score: -33086108.000000 Penalty: 51797.585938 Iteration 201Q: 26 clusters Score -3.308611e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 140694 members Mstep: Class 3 contains 3532 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14334 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13512 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2960 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3442 members Mstep: Class 18 contains 39373 members Mstep: Class 19 contains 2290 members Mstep: Class 20 contains 2493 members Mstep: Class 21 contains 1784 members Mstep: Class 22 contains 91274 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10722 members Mstep: Class 25 contains 2003 members Entering Unmasked Estep ConsiderDeletion Score: -33086148.000000 Penalty: 51797.585938 Iteration 202Q: 26 clusters Score -3.308615e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 140681 members Mstep: Class 3 contains 3533 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14334 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13512 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2961 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3442 members Mstep: Class 18 contains 39386 members Mstep: Class 19 contains 2290 members Mstep: Class 20 contains 2493 members Mstep: Class 21 contains 1783 members Mstep: Class 22 contains 91274 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10721 members Mstep: Class 25 contains 2003 members Entering Unmasked Estep ConsiderDeletion Score: -33086140.000000 Penalty: 51797.585938 Iteration 203Q: 26 clusters Score -3.308614e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 140673 members Mstep: Class 3 contains 3535 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14334 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13512 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2961 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3442 members Mstep: Class 18 contains 39400 members Mstep: Class 19 contains 2290 members Mstep: Class 20 contains 2493 members Mstep: Class 21 contains 1775 members Mstep: Class 22 contains 91274 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10721 members Mstep: Class 25 contains 2003 members Entering Unmasked Estep ConsiderDeletion Score: -33086146.000000 Penalty: 51797.585938 Iteration 204Q: 26 clusters Score -3.308615e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 140665 members Mstep: Class 3 contains 3536 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14334 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13512 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2961 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3442 members Mstep: Class 18 contains 39410 members Mstep: Class 19 contains 2291 members Mstep: Class 20 contains 2493 members Mstep: Class 21 contains 1769 members Mstep: Class 22 contains 91274 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10723 members Mstep: Class 25 contains 2003 members Entering Unmasked Estep ConsiderDeletion Score: -33086166.000000 Penalty: 51797.585938 Iteration 205Q: 26 clusters Score -3.308617e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 140655 members Mstep: Class 3 contains 3539 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14334 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13512 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2961 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3442 members Mstep: Class 18 contains 39418 members Mstep: Class 19 contains 2291 members Mstep: Class 20 contains 2493 members Mstep: Class 21 contains 1767 members Mstep: Class 22 contains 91274 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10724 members Mstep: Class 25 contains 2003 members Entering Unmasked Estep ConsiderDeletion Score: -33086166.000000 Penalty: 51797.585938 Iteration 206Q: 26 clusters Score -3.308617e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 140649 members Mstep: Class 3 contains 3542 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14333 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13512 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2962 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3442 members Mstep: Class 18 contains 39420 members Mstep: Class 19 contains 2291 members Mstep: Class 20 contains 2493 members Mstep: Class 21 contains 1765 members Mstep: Class 22 contains 91274 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10727 members Mstep: Class 25 contains 2003 members Entering Unmasked Estep ConsiderDeletion Score: -33086198.000000 Penalty: 51797.585938 Iteration 207Q: 26 clusters Score -3.30862e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 140637 members Mstep: Class 3 contains 3544 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14333 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13512 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2963 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3442 members Mstep: Class 18 contains 39428 members Mstep: Class 19 contains 2291 members Mstep: Class 20 contains 2493 members Mstep: Class 21 contains 1764 members Mstep: Class 22 contains 91274 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10729 members Mstep: Class 25 contains 2003 members Entering Unmasked Estep ConsiderDeletion Score: -33086196.000000 Penalty: 51797.585938 Iteration 208Q: 26 clusters Score -3.30862e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 140625 members Mstep: Class 3 contains 3545 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14333 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13512 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2963 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3442 members Mstep: Class 18 contains 39439 members Mstep: Class 19 contains 2291 members Mstep: Class 20 contains 2494 members Mstep: Class 21 contains 1762 members Mstep: Class 22 contains 91274 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10730 members Mstep: Class 25 contains 2003 members Entering Unmasked Estep ConsiderDeletion Score: -33086182.000000 Penalty: 51797.585938 Iteration 209Q: 26 clusters Score -3.308618e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 140614 members Mstep: Class 3 contains 3546 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14333 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13512 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2963 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3442 members Mstep: Class 18 contains 39443 members Mstep: Class 19 contains 2291 members Mstep: Class 20 contains 2494 members Mstep: Class 21 contains 1763 members Mstep: Class 22 contains 91274 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10735 members Mstep: Class 25 contains 2003 members Entering Unmasked Estep ConsiderDeletion Score: -33086162.000000 Penalty: 51797.585938 Iteration 210Q: 26 clusters Score -3.308616e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 140607 members Mstep: Class 3 contains 3549 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14333 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13512 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2963 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3442 members Mstep: Class 18 contains 39449 members Mstep: Class 19 contains 2291 members Mstep: Class 20 contains 2494 members Mstep: Class 21 contains 1761 members Mstep: Class 22 contains 91274 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10735 members Mstep: Class 25 contains 2003 members Entering Unmasked Estep ConsiderDeletion Score: -33086150.000000 Penalty: 51797.585938 Iteration 211Q: 26 clusters Score -3.308615e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 140602 members Mstep: Class 3 contains 3553 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14333 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13512 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2964 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3442 members Mstep: Class 18 contains 39448 members Mstep: Class 19 contains 2291 members Mstep: Class 20 contains 2494 members Mstep: Class 21 contains 1762 members Mstep: Class 22 contains 91274 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10735 members Mstep: Class 25 contains 2003 members Entering Unmasked Estep ConsiderDeletion Score: -33086144.000000 Penalty: 51797.585938 Iteration 212Q: 26 clusters Score -3.308614e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 140601 members Mstep: Class 3 contains 3557 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14333 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13512 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2964 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3442 members Mstep: Class 18 contains 39442 members Mstep: Class 19 contains 2291 members Mstep: Class 20 contains 2494 members Mstep: Class 21 contains 1763 members Mstep: Class 22 contains 91274 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10736 members Mstep: Class 25 contains 2004 members Entering Unmasked Estep ConsiderDeletion Score: -33086166.000000 Penalty: 51797.585938 Iteration 213Q: 26 clusters Score -3.308617e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 140598 members Mstep: Class 3 contains 3558 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14333 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13512 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2964 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3442 members Mstep: Class 18 contains 39438 members Mstep: Class 19 contains 2291 members Mstep: Class 20 contains 2494 members Mstep: Class 21 contains 1764 members Mstep: Class 22 contains 91274 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10741 members Mstep: Class 25 contains 2004 members Entering Unmasked Estep ConsiderDeletion Score: -33086174.000000 Penalty: 51797.585938 Iteration 214Q: 26 clusters Score -3.308617e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 140597 members Mstep: Class 3 contains 3560 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14333 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13512 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2964 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3442 members Mstep: Class 18 contains 39433 members Mstep: Class 19 contains 2291 members Mstep: Class 20 contains 2494 members Mstep: Class 21 contains 1765 members Mstep: Class 22 contains 91274 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10744 members Mstep: Class 25 contains 2004 members Entering Unmasked Estep ConsiderDeletion Score: -33086152.000000 Penalty: 51797.585938 Iteration 215Q: 26 clusters Score -3.308615e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 140593 members Mstep: Class 3 contains 3566 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14333 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13511 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2966 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3442 members Mstep: Class 18 contains 39433 members Mstep: Class 19 contains 2291 members Mstep: Class 20 contains 2494 members Mstep: Class 21 contains 1765 members Mstep: Class 22 contains 91274 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10741 members Mstep: Class 25 contains 2004 members Entering Unmasked Estep ConsiderDeletion Score: -33086194.000000 Penalty: 51797.585938 Iteration 216Q: 26 clusters Score -3.308619e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 140586 members Mstep: Class 3 contains 3572 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14333 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13511 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2966 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3442 members Mstep: Class 18 contains 39434 members Mstep: Class 19 contains 2291 members Mstep: Class 20 contains 2494 members Mstep: Class 21 contains 1765 members Mstep: Class 22 contains 91273 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10742 members Mstep: Class 25 contains 2004 members Entering Unmasked Estep ConsiderDeletion Score: -33086190.000000 Penalty: 51797.585938 Iteration 217Q: 26 clusters Score -3.308619e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 140578 members Mstep: Class 3 contains 3577 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14333 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13511 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2965 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3442 members Mstep: Class 18 contains 39439 members Mstep: Class 19 contains 2291 members Mstep: Class 20 contains 2494 members Mstep: Class 21 contains 1765 members Mstep: Class 22 contains 91273 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10741 members Mstep: Class 25 contains 2004 members Entering Unmasked Estep ConsiderDeletion Score: -33086188.000000 Penalty: 51797.585938 Iteration 218Q: 26 clusters Score -3.308619e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 140566 members Mstep: Class 3 contains 3582 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14333 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13511 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2965 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3442 members Mstep: Class 18 contains 39449 members Mstep: Class 19 contains 2291 members Mstep: Class 20 contains 2494 members Mstep: Class 21 contains 1766 members Mstep: Class 22 contains 91273 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10737 members Mstep: Class 25 contains 2004 members Entering Unmasked Estep ConsiderDeletion Score: -33086176.000000 Penalty: 51797.585938 Iteration 219Q: 26 clusters Score -3.308618e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 140554 members Mstep: Class 3 contains 3586 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14333 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13511 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2966 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3442 members Mstep: Class 18 contains 39459 members Mstep: Class 19 contains 2291 members Mstep: Class 20 contains 2494 members Mstep: Class 21 contains 1766 members Mstep: Class 22 contains 91273 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10734 members Mstep: Class 25 contains 2004 members Entering Unmasked Estep ConsiderDeletion Score: -33086196.000000 Penalty: 51797.585938 Iteration 220F: 26 clusters Score -3.30862e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 140551 members Mstep: Class 3 contains 3589 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14333 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13511 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2968 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3442 members Mstep: Class 18 contains 39457 members Mstep: Class 19 contains 2291 members Mstep: Class 20 contains 2494 members Mstep: Class 21 contains 1766 members Mstep: Class 22 contains 91273 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10734 members Mstep: Class 25 contains 2004 members Entering Unmasked Estep ConsiderDeletion Score: -33086200.000000 Penalty: 51797.585938 Iteration 221Q: 26 clusters Score -3.30862e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 140544 members Mstep: Class 3 contains 3590 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14333 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13511 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2968 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3442 members Mstep: Class 18 contains 39465 members Mstep: Class 19 contains 2291 members Mstep: Class 20 contains 2494 members Mstep: Class 21 contains 1766 members Mstep: Class 22 contains 91273 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10732 members Mstep: Class 25 contains 2004 members Entering Unmasked Estep ConsiderDeletion Score: -33086190.000000 Penalty: 51797.585938 Iteration 222Q: 26 clusters Score -3.308619e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 140537 members Mstep: Class 3 contains 3591 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14333 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13511 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2966 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3442 members Mstep: Class 18 contains 39473 members Mstep: Class 19 contains 2291 members Mstep: Class 20 contains 2494 members Mstep: Class 21 contains 1766 members Mstep: Class 22 contains 91273 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10732 members Mstep: Class 25 contains 2004 members Entering Unmasked Estep ConsiderDeletion Score: -33086216.000000 Penalty: 51797.585938 Iteration 223Q: 26 clusters Score -3.308622e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 140530 members Mstep: Class 3 contains 3593 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14333 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13511 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2966 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3442 members Mstep: Class 18 contains 39479 members Mstep: Class 19 contains 2291 members Mstep: Class 20 contains 2494 members Mstep: Class 21 contains 1766 members Mstep: Class 22 contains 91273 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10731 members Mstep: Class 25 contains 2004 members Entering Unmasked Estep ConsiderDeletion Score: -33086204.000000 Penalty: 51797.585938 Iteration 224Q: 26 clusters Score -3.30862e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 140525 members Mstep: Class 3 contains 3593 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14333 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13511 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2966 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3442 members Mstep: Class 18 contains 39483 members Mstep: Class 19 contains 2291 members Mstep: Class 20 contains 2494 members Mstep: Class 21 contains 1766 members Mstep: Class 22 contains 91273 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10732 members Mstep: Class 25 contains 2004 members Entering Unmasked Estep ConsiderDeletion Score: -33086192.000000 Penalty: 51797.585938 Iteration 225Q: 26 clusters Score -3.308619e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 140523 members Mstep: Class 3 contains 3593 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14333 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13511 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2966 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3442 members Mstep: Class 18 contains 39485 members Mstep: Class 19 contains 2291 members Mstep: Class 20 contains 2494 members Mstep: Class 21 contains 1766 members Mstep: Class 22 contains 91273 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10732 members Mstep: Class 25 contains 2004 members Entering Unmasked Estep ConsiderDeletion Score: -33086198.000000 Penalty: 51797.585938 Iteration 226Q: 26 clusters Score -3.30862e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 140522 members Mstep: Class 3 contains 3593 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14333 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13511 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2966 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3442 members Mstep: Class 18 contains 39486 members Mstep: Class 19 contains 2291 members Mstep: Class 20 contains 2494 members Mstep: Class 21 contains 1766 members Mstep: Class 22 contains 91273 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10732 members Mstep: Class 25 contains 2004 members Entering Unmasked Estep ConsiderDeletion Score: -33086204.000000 Penalty: 51797.585938 Iteration 227Q: 26 clusters Score -3.30862e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 140522 members Mstep: Class 3 contains 3593 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14333 members Mstep: Class 7 contains 429 members Mstep: Class 8 contains 13511 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2966 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3442 members Mstep: Class 18 contains 39486 members Mstep: Class 19 contains 2291 members Mstep: Class 20 contains 2494 members Mstep: Class 21 contains 1766 members Mstep: Class 22 contains 91273 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10732 members Mstep: Class 25 contains 2004 members Entering Unmasked Estep ConsiderDeletion Score: -33086204.000000 Penalty: 51797.585938 Iteration 228F: 26 clusters Score -3.30862e+07 nChanged 0 Entering ConstructFrom: Score: -33086204.000000 Penalty: 51797.585938 Entering ConstructFrom: Trying to split cluster 1 (1511 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Entering Unmasked Estep Score: -135394.531250 Penalty: 1189.585693 Iteration 0F: 2 clusters Score -135394.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -133625.390625 Penalty: 2379.171387 Iteration 0F: 3 clusters Score -133625.4 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -133977.375000 Penalty: 2379.171387 Iteration 1F: 3 clusters Score -133977.4 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -134072.750000 Penalty: 2379.171387 Iteration 2F: 3 clusters Score -134072.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -134130.328125 Penalty: 2379.171387 Iteration 3Q: 3 clusters Score -134130.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -134168.593750 Penalty: 2379.171387 Iteration 4Q: 3 clusters Score -134168.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -134198.765625 Penalty: 2379.171387 Iteration 5Q: 3 clusters Score -134198.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -134228.875000 Penalty: 2379.171387 Iteration 6Q: 3 clusters Score -134228.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -134259.046875 Penalty: 2379.171387 Iteration 7Q: 3 clusters Score -134259 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -134282.859375 Penalty: 2379.171387 Iteration 8Q: 3 clusters Score -134282.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -134312.734375 Penalty: 2379.171387 Iteration 9Q: 3 clusters Score -134312.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -134334.437500 Penalty: 2379.171387 Iteration 10Q: 3 clusters Score -134334.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -134358.125000 Penalty: 2379.171387 Iteration 11Q: 3 clusters Score -134358.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -134389.265625 Penalty: 2379.171387 Iteration 12Q: 3 clusters Score -134389.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -134424.328125 Penalty: 2379.171387 Iteration 13Q: 3 clusters Score -134424.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -134441.718750 Penalty: 2379.171387 Iteration 14Q: 3 clusters Score -134441.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -134467.765625 Penalty: 2379.171387 Iteration 15Q: 3 clusters Score -134467.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -134488.781250 Penalty: 2379.171387 Iteration 16Q: 3 clusters Score -134488.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -134500.859375 Penalty: 2379.171387 Iteration 17Q: 3 clusters Score -134500.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -134505.562500 Penalty: 2379.171387 Iteration 18Q: 3 clusters Score -134505.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -134510.078125 Penalty: 2379.171387 Iteration 19Q: 3 clusters Score -134510.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -134511.406250 Penalty: 2379.171387 Iteration 20F: 3 clusters Score -134511.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -134512.843750 Penalty: 2379.171387 Iteration 21Q: 3 clusters Score -134512.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -134513.203125 Penalty: 2379.171387 Iteration 22Q: 3 clusters Score -134513.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -134513.750000 Penalty: 2379.171387 Iteration 23Q: 3 clusters Score -134513.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -134514.796875 Penalty: 2379.171387 Iteration 24Q: 3 clusters Score -134514.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -134514.796875 Penalty: 2379.171387 Iteration 25F: 3 clusters Score -134514.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (140522 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140522 members Entering Unmasked Estep Score: -13998916.000000 Penalty: 1926.131836 Iteration 0F: 2 clusters Score -1.399892e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70563 members Mstep: Class 2 contains 69959 members Entering Unmasked Estep Score: -13904975.000000 Penalty: 3852.263672 Iteration 0F: 3 clusters Score -1.390498e+07 nChanged 67856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75753 members Mstep: Class 2 contains 64769 members Entering Unmasked Estep Score: -13945675.000000 Penalty: 3852.263672 Iteration 1F: 3 clusters Score -1.394568e+07 nChanged 5043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78938 members Mstep: Class 2 contains 61584 members Entering Unmasked Estep Score: -13947207.000000 Penalty: 3852.263672 Iteration 2Q: 3 clusters Score -1.394721e+07 nChanged 6059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83555 members Mstep: Class 2 contains 56967 members Entering Unmasked Estep Score: -13949875.000000 Penalty: 3852.263672 Iteration 3Q: 3 clusters Score -1.394988e+07 nChanged 7403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90146 members Mstep: Class 2 contains 50376 members Entering Unmasked Estep Score: -13953930.000000 Penalty: 3852.263672 Iteration 4F: 3 clusters Score -1.395393e+07 nChanged 9190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99006 members Mstep: Class 2 contains 41516 members Entering Unmasked Estep Score: -13960243.000000 Penalty: 3852.263672 Iteration 5F: 3 clusters Score -1.396024e+07 nChanged 10930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109818 members Mstep: Class 2 contains 30704 members Entering Unmasked Estep Score: -13969051.000000 Penalty: 3852.263672 Iteration 6F: 3 clusters Score -1.396905e+07 nChanged 11279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121077 members Mstep: Class 2 contains 19445 members Entering Unmasked Estep Score: -13979155.000000 Penalty: 3852.263672 Iteration 7F: 3 clusters Score -1.397916e+07 nChanged 9406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130481 members Mstep: Class 2 contains 10041 members Entering Unmasked Estep Score: -13987994.000000 Penalty: 3852.263672 Iteration 8F: 3 clusters Score -1.398799e+07 nChanged 6009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136486 members Mstep: Class 2 contains 4036 members Entering Unmasked Estep Score: -13993592.000000 Penalty: 3852.263672 Iteration 9Q: 3 clusters Score -1.399359e+07 nChanged 2621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139107 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -13996046.000000 Penalty: 3852.263672 Iteration 10Q: 3 clusters Score -1.399605e+07 nChanged 866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139973 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -13996799.000000 Penalty: 3852.263672 Iteration 11Q: 3 clusters Score -1.39968e+07 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140222 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -13997005.000000 Penalty: 3852.263672 Iteration 12Q: 3 clusters Score -1.3997e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140302 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -13997113.000000 Penalty: 3852.263672 Iteration 13Q: 3 clusters Score -1.399711e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140331 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -13997161.000000 Penalty: 3852.263672 Iteration 14Q: 3 clusters Score -1.399716e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140344 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -13997177.000000 Penalty: 3852.263672 Iteration 15Q: 3 clusters Score -1.399718e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140352 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -13997170.000000 Penalty: 3852.263672 Iteration 16Q: 3 clusters Score -1.399717e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140359 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -13997192.000000 Penalty: 3852.263672 Iteration 17Q: 3 clusters Score -1.399719e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140363 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -13997209.000000 Penalty: 3852.263672 Iteration 18Q: 3 clusters Score -1.399721e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140369 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -13997227.000000 Penalty: 3852.263672 Iteration 19Q: 3 clusters Score -1.399723e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140371 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -13997226.000000 Penalty: 3852.263672 Iteration 20F: 3 clusters Score -1.399723e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140372 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -13997221.000000 Penalty: 3852.263672 Iteration 21Q: 3 clusters Score -1.399722e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140372 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -13997221.000000 Penalty: 3852.263672 Iteration 22F: 3 clusters Score -1.399722e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (3593 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3593 members Entering Unmasked Estep Score: -315195.937500 Penalty: 1330.345703 Iteration 0F: 2 clusters Score -315195.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -312094.062500 Penalty: 2660.691406 Iteration 0F: 3 clusters Score -312094.1 nChanged 1372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -312832.531250 Penalty: 2660.691406 Iteration 1F: 3 clusters Score -312832.5 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -312997.468750 Penalty: 2660.691406 Iteration 2F: 3 clusters Score -312997.5 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -313106.718750 Penalty: 2660.691406 Iteration 3F: 3 clusters Score -313106.7 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -313165.312500 Penalty: 2660.691406 Iteration 4Q: 3 clusters Score -313165.3 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 1970 members Entering Unmasked Estep Score: -313215.406250 Penalty: 2660.691406 Iteration 5Q: 3 clusters Score -313215.4 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -313269.406250 Penalty: 2660.691406 Iteration 6Q: 3 clusters Score -313269.4 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -313317.343750 Penalty: 2660.691406 Iteration 7Q: 3 clusters Score -313317.3 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 2109 members Entering Unmasked Estep Score: -313366.343750 Penalty: 2660.691406 Iteration 8Q: 3 clusters Score -313366.3 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -313425.156250 Penalty: 2660.691406 Iteration 9Q: 3 clusters Score -313425.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -313482.093750 Penalty: 2660.691406 Iteration 10Q: 3 clusters Score -313482.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -313534.218750 Penalty: 2660.691406 Iteration 11Q: 3 clusters Score -313534.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 2352 members Entering Unmasked Estep Score: -313588.093750 Penalty: 2660.691406 Iteration 12Q: 3 clusters Score -313588.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 2410 members Entering Unmasked Estep Score: -313632.281250 Penalty: 2660.691406 Iteration 13Q: 3 clusters Score -313632.3 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 2461 members Entering Unmasked Estep Score: -313687.468750 Penalty: 2660.691406 Iteration 14Q: 3 clusters Score -313687.5 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 2506 members Entering Unmasked Estep Score: -313752.906250 Penalty: 2660.691406 Iteration 15Q: 3 clusters Score -313752.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 2549 members Entering Unmasked Estep Score: -313844.125000 Penalty: 2660.691406 Iteration 16Q: 3 clusters Score -313844.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 2567 members Entering Unmasked Estep Score: -313937.937500 Penalty: 2660.691406 Iteration 17Q: 3 clusters Score -313937.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 2578 members Entering Unmasked Estep Score: -314010.468750 Penalty: 2660.691406 Iteration 18Q: 3 clusters Score -314010.5 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -314071.687500 Penalty: 2660.691406 Iteration 19Q: 3 clusters Score -314071.7 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 2576 members Entering Unmasked Estep Score: -314113.031250 Penalty: 2660.691406 Iteration 20F: 3 clusters Score -314113 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -314152.406250 Penalty: 2660.691406 Iteration 21Q: 3 clusters Score -314152.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -314183.750000 Penalty: 2660.691406 Iteration 22Q: 3 clusters Score -314183.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 2498 members Entering Unmasked Estep Score: -314210.906250 Penalty: 2660.691406 Iteration 23Q: 3 clusters Score -314210.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 2476 members Entering Unmasked Estep Score: -314234.125000 Penalty: 2660.691406 Iteration 24Q: 3 clusters Score -314234.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 2450 members Entering Unmasked Estep Score: -314255.875000 Penalty: 2660.691406 Iteration 25Q: 3 clusters Score -314255.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -314286.000000 Penalty: 2660.691406 Iteration 26Q: 3 clusters Score -314286 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -314311.250000 Penalty: 2660.691406 Iteration 27Q: 3 clusters Score -314311.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -314334.937500 Penalty: 2660.691406 Iteration 28Q: 3 clusters Score -314334.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 2361 members Entering Unmasked Estep Score: -314353.406250 Penalty: 2660.691406 Iteration 29Q: 3 clusters Score -314353.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -314374.750000 Penalty: 2660.691406 Iteration 30Q: 3 clusters Score -314374.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -314394.718750 Penalty: 2660.691406 Iteration 31Q: 3 clusters Score -314394.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -314412.031250 Penalty: 2660.691406 Iteration 32Q: 3 clusters Score -314412 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 2281 members Entering Unmasked Estep Score: -314422.250000 Penalty: 2660.691406 Iteration 33Q: 3 clusters Score -314422.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -314432.750000 Penalty: 2660.691406 Iteration 34Q: 3 clusters Score -314432.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 2258 members Entering Unmasked Estep Score: -314440.187500 Penalty: 2660.691406 Iteration 35Q: 3 clusters Score -314440.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -314445.000000 Penalty: 2660.691406 Iteration 36Q: 3 clusters Score -314445 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 2248 members Entering Unmasked Estep Score: -314448.406250 Penalty: 2660.691406 Iteration 37Q: 3 clusters Score -314448.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -314450.500000 Penalty: 2660.691406 Iteration 38Q: 3 clusters Score -314450.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 2237 members Entering Unmasked Estep Score: -314452.125000 Penalty: 2660.691406 Iteration 39Q: 3 clusters Score -314452.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -314454.375000 Penalty: 2660.691406 Iteration 40F: 3 clusters Score -314454.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -314457.468750 Penalty: 2660.691406 Iteration 41Q: 3 clusters Score -314457.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -314461.437500 Penalty: 2660.691406 Iteration 42Q: 3 clusters Score -314461.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -314463.437500 Penalty: 2660.691406 Iteration 43Q: 3 clusters Score -314463.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -314464.281250 Penalty: 2660.691406 Iteration 44Q: 3 clusters Score -314464.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -314464.343750 Penalty: 2660.691406 Iteration 45Q: 3 clusters Score -314464.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -314465.250000 Penalty: 2660.691406 Iteration 46Q: 3 clusters Score -314465.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -314465.562500 Penalty: 2660.691406 Iteration 47Q: 3 clusters Score -314465.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -314466.781250 Penalty: 2660.691406 Iteration 48Q: 3 clusters Score -314466.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -314466.937500 Penalty: 2660.691406 Iteration 49Q: 3 clusters Score -314466.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -314468.343750 Penalty: 2660.691406 Iteration 50Q: 3 clusters Score -314468.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -314469.062500 Penalty: 2660.691406 Iteration 51Q: 3 clusters Score -314469.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -314468.531250 Penalty: 2660.691406 Iteration 52Q: 3 clusters Score -314468.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -314469.250000 Penalty: 2660.691406 Iteration 53Q: 3 clusters Score -314469.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -314469.250000 Penalty: 2660.691406 Iteration 54F: 3 clusters Score -314469.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (919 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Entering Unmasked Estep Score: -83948.210938 Penalty: 1108.783936 Iteration 0F: 2 clusters Score -83948.21 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -82580.875000 Penalty: 2217.567871 Iteration 0F: 3 clusters Score -82580.88 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -82817.562500 Penalty: 2217.567871 Iteration 1F: 3 clusters Score -82817.56 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -82881.218750 Penalty: 2217.567871 Iteration 2F: 3 clusters Score -82881.22 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -82911.960938 Penalty: 2217.567871 Iteration 3Q: 3 clusters Score -82911.96 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -82929.750000 Penalty: 2217.567871 Iteration 4Q: 3 clusters Score -82929.75 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -82949.015625 Penalty: 2217.567871 Iteration 5Q: 3 clusters Score -82949.02 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -82971.562500 Penalty: 2217.567871 Iteration 6Q: 3 clusters Score -82971.56 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -82998.890625 Penalty: 2217.567871 Iteration 7Q: 3 clusters Score -82998.89 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -83025.695312 Penalty: 2217.567871 Iteration 8Q: 3 clusters Score -83025.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -83048.179688 Penalty: 2217.567871 Iteration 9Q: 3 clusters Score -83048.18 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -83063.828125 Penalty: 2217.567871 Iteration 10Q: 3 clusters Score -83063.83 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -83077.843750 Penalty: 2217.567871 Iteration 11Q: 3 clusters Score -83077.84 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -83089.890625 Penalty: 2217.567871 Iteration 12Q: 3 clusters Score -83089.89 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -83099.039062 Penalty: 2217.567871 Iteration 13Q: 3 clusters Score -83099.04 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -83112.437500 Penalty: 2217.567871 Iteration 14Q: 3 clusters Score -83112.44 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -83118.710938 Penalty: 2217.567871 Iteration 15Q: 3 clusters Score -83118.71 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -83121.445312 Penalty: 2217.567871 Iteration 16Q: 3 clusters Score -83121.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -83122.695312 Penalty: 2217.567871 Iteration 17Q: 3 clusters Score -83122.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -83124.500000 Penalty: 2217.567871 Iteration 18Q: 3 clusters Score -83124.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -83126.468750 Penalty: 2217.567871 Iteration 19Q: 3 clusters Score -83126.47 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -83128.031250 Penalty: 2217.567871 Iteration 20F: 3 clusters Score -83128.03 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (447 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Entering Unmasked Estep Score: -38561.167969 Penalty: 991.665771 Iteration 0F: 2 clusters Score -38561.17 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -37615.835938 Penalty: 1983.331543 Iteration 0F: 3 clusters Score -37615.84 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -37886.019531 Penalty: 1983.331543 Iteration 1F: 3 clusters Score -37886.02 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -37953.972656 Penalty: 1983.331543 Iteration 2F: 3 clusters Score -37953.97 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -37993.515625 Penalty: 1983.331543 Iteration 3Q: 3 clusters Score -37993.52 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -38024.621094 Penalty: 1983.331543 Iteration 4Q: 3 clusters Score -38024.62 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -38064.933594 Penalty: 1983.331543 Iteration 5Q: 3 clusters Score -38064.93 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -38104.519531 Penalty: 1983.331543 Iteration 6Q: 3 clusters Score -38104.52 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -38123.015625 Penalty: 1983.331543 Iteration 7Q: 3 clusters Score -38123.02 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -38129.234375 Penalty: 1983.331543 Iteration 8Q: 3 clusters Score -38129.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -38135.039062 Penalty: 1983.331543 Iteration 9Q: 3 clusters Score -38135.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -38135.378906 Penalty: 1983.331543 Iteration 10Q: 3 clusters Score -38135.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -38135.378906 Penalty: 1983.331543 Iteration 11F: 3 clusters Score -38135.38 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (14333 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14333 members Entering Unmasked Estep Score: -1338355.000000 Penalty: 1555.177002 Iteration 0F: 2 clusters Score -1338355 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7250 members Mstep: Class 2 contains 7083 members Entering Unmasked Estep Score: -1328433.625000 Penalty: 3110.354004 Iteration 0F: 3 clusters Score -1328434 nChanged 6370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7848 members Mstep: Class 2 contains 6485 members Entering Unmasked Estep Score: -1331969.125000 Penalty: 3110.354004 Iteration 1F: 3 clusters Score -1331969 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8246 members Mstep: Class 2 contains 6087 members Entering Unmasked Estep Score: -1332287.125000 Penalty: 3110.354004 Iteration 2F: 3 clusters Score -1332287 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8737 members Mstep: Class 2 contains 5596 members Entering Unmasked Estep Score: -1332613.750000 Penalty: 3110.354004 Iteration 3F: 3 clusters Score -1332614 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9346 members Mstep: Class 2 contains 4987 members Entering Unmasked Estep Score: -1333007.750000 Penalty: 3110.354004 Iteration 4F: 3 clusters Score -1333008 nChanged 805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10071 members Mstep: Class 2 contains 4262 members Entering Unmasked Estep Score: -1333512.375000 Penalty: 3110.354004 Iteration 5F: 3 clusters Score -1333512 nChanged 894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10929 members Mstep: Class 2 contains 3404 members Entering Unmasked Estep Score: -1334196.625000 Penalty: 3110.354004 Iteration 6F: 3 clusters Score -1334197 nChanged 934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11833 members Mstep: Class 2 contains 2500 members Entering Unmasked Estep Score: -1334974.875000 Penalty: 3110.354004 Iteration 7F: 3 clusters Score -1334975 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12640 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -1335686.500000 Penalty: 3110.354004 Iteration 8F: 3 clusters Score -1335686 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13227 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -1336206.125000 Penalty: 3110.354004 Iteration 9Q: 3 clusters Score -1336206 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13573 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -1336513.000000 Penalty: 3110.354004 Iteration 10Q: 3 clusters Score -1336513 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13769 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -1336703.625000 Penalty: 3110.354004 Iteration 11Q: 3 clusters Score -1336704 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13883 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -1336809.000000 Penalty: 3110.354004 Iteration 12Q: 3 clusters Score -1336809 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13934 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -1336856.875000 Penalty: 3110.354004 Iteration 13Q: 3 clusters Score -1336857 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13962 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -1336883.125000 Penalty: 3110.354004 Iteration 14Q: 3 clusters Score -1336883 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13982 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -1336916.375000 Penalty: 3110.354004 Iteration 15Q: 3 clusters Score -1336916 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13998 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -1336943.375000 Penalty: 3110.354004 Iteration 16Q: 3 clusters Score -1336943 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14012 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -1336962.750000 Penalty: 3110.354004 Iteration 17Q: 3 clusters Score -1336963 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14021 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -1336976.375000 Penalty: 3110.354004 Iteration 18Q: 3 clusters Score -1336976 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14028 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -1336981.875000 Penalty: 3110.354004 Iteration 19Q: 3 clusters Score -1336982 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14036 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -1336989.875000 Penalty: 3110.354004 Iteration 20F: 3 clusters Score -1336990 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14040 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -1336997.500000 Penalty: 3110.354004 Iteration 21Q: 3 clusters Score -1336998 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14041 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -1337000.375000 Penalty: 3110.354004 Iteration 22Q: 3 clusters Score -1337000 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14046 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -1337010.250000 Penalty: 3110.354004 Iteration 23Q: 3 clusters Score -1337010 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14053 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -1337018.875000 Penalty: 3110.354004 Iteration 24Q: 3 clusters Score -1337019 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14058 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -1337025.500000 Penalty: 3110.354004 Iteration 25Q: 3 clusters Score -1337026 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14058 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -1337033.250000 Penalty: 3110.354004 Iteration 26Q: 3 clusters Score -1337033 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14064 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -1337040.375000 Penalty: 3110.354004 Iteration 27Q: 3 clusters Score -1337040 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14069 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -1337043.250000 Penalty: 3110.354004 Iteration 28Q: 3 clusters Score -1337043 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14072 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -1337047.125000 Penalty: 3110.354004 Iteration 29Q: 3 clusters Score -1337047 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14077 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -1337053.125000 Penalty: 3110.354004 Iteration 30Q: 3 clusters Score -1337053 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14078 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -1337056.750000 Penalty: 3110.354004 Iteration 31Q: 3 clusters Score -1337057 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14079 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -1337057.250000 Penalty: 3110.354004 Iteration 32Q: 3 clusters Score -1337057 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14079 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -1337057.250000 Penalty: 3110.354004 Iteration 33F: 3 clusters Score -1337057 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (429 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Entering Unmasked Estep Score: -37702.839844 Penalty: 984.986694 Iteration 0F: 2 clusters Score -37702.84 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 209 members Entering Unmasked Estep Score: -36694.738281 Penalty: 1969.973389 Iteration 0F: 3 clusters Score -36694.74 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -36877.414062 Penalty: 1969.973389 Iteration 1F: 3 clusters Score -36877.41 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -36950.031250 Penalty: 1969.973389 Iteration 2F: 3 clusters Score -36950.03 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -37011.929688 Penalty: 1969.973389 Iteration 3Q: 3 clusters Score -37011.93 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -37094.242188 Penalty: 1969.973389 Iteration 4F: 3 clusters Score -37094.24 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -37166.359375 Penalty: 1969.973389 Iteration 5Q: 3 clusters Score -37166.36 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -37220.722656 Penalty: 1969.973389 Iteration 6Q: 3 clusters Score -37220.72 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -37267.945312 Penalty: 1969.973389 Iteration 7Q: 3 clusters Score -37267.95 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -37297.402344 Penalty: 1969.973389 Iteration 8Q: 3 clusters Score -37297.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -37350.046875 Penalty: 1969.973389 Iteration 9Q: 3 clusters Score -37350.05 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -37382.027344 Penalty: 1969.973389 Iteration 10Q: 3 clusters Score -37382.03 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -37400.945312 Penalty: 1969.973389 Iteration 11Q: 3 clusters Score -37400.95 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -37461.273438 Penalty: 1969.973389 Iteration 12Q: 3 clusters Score -37461.27 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -37551.402344 Penalty: 1969.973389 Iteration 13Q: 3 clusters Score -37551.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -37593.796875 Penalty: 1969.973389 Iteration 14Q: 3 clusters Score -37593.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -37636.843750 Penalty: 1969.973389 Iteration 15Q: 3 clusters Score -37636.84 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -37658.132812 Penalty: 1969.973389 Iteration 16Q: 3 clusters Score -37658.13 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -37688.101562 Penalty: 1969.973389 Iteration 17Q: 3 clusters Score -37688.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -37705.402344 Penalty: 1969.973389 Iteration 18Q: 3 clusters Score -37705.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -37715.929688 Penalty: 1969.973389 Iteration 19Q: 3 clusters Score -37715.93 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -37725.476562 Penalty: 1969.973389 Iteration 20F: 3 clusters Score -37725.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -37740.804688 Penalty: 1969.973389 Iteration 21Q: 3 clusters Score -37740.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -37757.398438 Penalty: 1969.973389 Iteration 22Q: 3 clusters Score -37757.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -37787.410156 Penalty: 1969.973389 Iteration 23Q: 3 clusters Score -37787.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -37788.335938 Penalty: 1969.973389 Iteration 24Q: 3 clusters Score -37788.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -37788.335938 Penalty: 1969.973389 Iteration 25F: 3 clusters Score -37788.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 140522 members Mstep: Class 3 contains 3593 members Mstep: Class 4 contains 919 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 14333 members Mstep: Class 7 contains 187 members Mstep: Class 8 contains 13511 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 2966 members Mstep: Class 11 contains 1227 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 293 members Mstep: Class 16 contains 1374 members Mstep: Class 17 contains 3442 members Mstep: Class 18 contains 39486 members Mstep: Class 19 contains 2291 members Mstep: Class 20 contains 2494 members Mstep: Class 21 contains 1766 members Mstep: Class 22 contains 91273 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 10732 members Mstep: Class 25 contains 2004 members Mstep: Class 26 contains 242 members Entering Unmasked Estep Score: -33085208.000000 Penalty: 53869.488281 Splitting cluster 7 changes total score from -33086204.000000 to -33085208.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (13511 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13511 members Entering Unmasked Estep Score: -1292525.250000 Penalty: 1545.579590 Iteration 0F: 2 clusters Score -1292525 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6852 members Mstep: Class 2 contains 6659 members Entering Unmasked Estep Score: -1283206.375000 Penalty: 3091.159180 Iteration 0F: 3 clusters Score -1283206 nChanged 5883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7207 members Mstep: Class 2 contains 6304 members Entering Unmasked Estep Score: -1286458.625000 Penalty: 3091.159180 Iteration 1F: 3 clusters Score -1286459 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7433 members Mstep: Class 2 contains 6078 members Entering Unmasked Estep Score: -1286839.000000 Penalty: 3091.159180 Iteration 2F: 3 clusters Score -1286839 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7689 members Mstep: Class 2 contains 5822 members Entering Unmasked Estep Score: -1287210.500000 Penalty: 3091.159180 Iteration 3F: 3 clusters Score -1287210 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8023 members Mstep: Class 2 contains 5488 members Entering Unmasked Estep Score: -1287574.125000 Penalty: 3091.159180 Iteration 4F: 3 clusters Score -1287574 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8440 members Mstep: Class 2 contains 5071 members Entering Unmasked Estep Score: -1287988.750000 Penalty: 3091.159180 Iteration 5F: 3 clusters Score -1287989 nChanged 748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8952 members Mstep: Class 2 contains 4559 members Entering Unmasked Estep Score: -1288504.875000 Penalty: 3091.159180 Iteration 6F: 3 clusters Score -1288505 nChanged 749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9505 members Mstep: Class 2 contains 4006 members Entering Unmasked Estep Score: -1289090.625000 Penalty: 3091.159180 Iteration 7F: 3 clusters Score -1289091 nChanged 688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10021 members Mstep: Class 2 contains 3490 members Entering Unmasked Estep Score: -1289635.750000 Penalty: 3091.159180 Iteration 8F: 3 clusters Score -1289636 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10463 members Mstep: Class 2 contains 3048 members Entering Unmasked Estep Score: -1290083.375000 Penalty: 3091.159180 Iteration 9Q: 3 clusters Score -1290083 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10821 members Mstep: Class 2 contains 2690 members Entering Unmasked Estep Score: -1290396.625000 Penalty: 3091.159180 Iteration 10Q: 3 clusters Score -1290397 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11125 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -1290646.375000 Penalty: 3091.159180 Iteration 11Q: 3 clusters Score -1290646 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11386 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -1290887.375000 Penalty: 3091.159180 Iteration 12Q: 3 clusters Score -1290887 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11616 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -1291152.250000 Penalty: 3091.159180 Iteration 13Q: 3 clusters Score -1291152 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11788 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -1291410.625000 Penalty: 3091.159180 Iteration 14Q: 3 clusters Score -1291411 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11902 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -1291610.625000 Penalty: 3091.159180 Iteration 15Q: 3 clusters Score -1291611 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11982 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -1291746.000000 Penalty: 3091.159180 Iteration 16Q: 3 clusters Score -1291746 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12017 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -1291811.250000 Penalty: 3091.159180 Iteration 17Q: 3 clusters Score -1291811 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12036 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -1291849.250000 Penalty: 3091.159180 Iteration 18Q: 3 clusters Score -1291849 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12058 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -1291874.125000 Penalty: 3091.159180 Iteration 19Q: 3 clusters Score -1291874 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12061 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -1291895.000000 Penalty: 3091.159180 Iteration 20F: 3 clusters Score -1291895 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12065 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -1291908.000000 Penalty: 3091.159180 Iteration 21Q: 3 clusters Score -1291908 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12066 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -1291919.000000 Penalty: 3091.159180 Iteration 22Q: 3 clusters Score -1291919 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12064 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -1291926.750000 Penalty: 3091.159180 Iteration 23Q: 3 clusters Score -1291927 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12068 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -1291930.750000 Penalty: 3091.159180 Iteration 24Q: 3 clusters Score -1291931 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12074 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -1291932.375000 Penalty: 3091.159180 Iteration 25Q: 3 clusters Score -1291932 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12077 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -1291937.375000 Penalty: 3091.159180 Iteration 26Q: 3 clusters Score -1291937 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12079 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -1291938.875000 Penalty: 3091.159180 Iteration 27Q: 3 clusters Score -1291939 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12079 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -1291939.125000 Penalty: 3091.159180 Iteration 28Q: 3 clusters Score -1291939 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12081 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -1291940.000000 Penalty: 3091.159180 Iteration 29Q: 3 clusters Score -1291940 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12082 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -1291937.875000 Penalty: 3091.159180 Iteration 30Q: 3 clusters Score -1291938 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12083 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -1291940.750000 Penalty: 3091.159180 Iteration 31Q: 3 clusters Score -1291941 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12085 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -1291940.875000 Penalty: 3091.159180 Iteration 32Q: 3 clusters Score -1291941 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12085 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -1291940.875000 Penalty: 3091.159180 Iteration 33F: 3 clusters Score -1291941 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1117 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Entering Unmasked Estep Score: -101763.265625 Penalty: 1140.490234 Iteration 0F: 2 clusters Score -101763.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -100326.117188 Penalty: 2280.980469 Iteration 0F: 3 clusters Score -100326.1 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -100683.718750 Penalty: 2280.980469 Iteration 1F: 3 clusters Score -100683.7 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -100928.640625 Penalty: 2280.980469 Iteration 2F: 3 clusters Score -100928.6 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -101195.101562 Penalty: 2280.980469 Iteration 3F: 3 clusters Score -101195.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -101397.796875 Penalty: 2280.980469 Iteration 4F: 3 clusters Score -101397.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -101571.195312 Penalty: 2280.980469 Iteration 5F: 3 clusters Score -101571.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -101629.484375 Penalty: 2280.980469 Iteration 6Q: 3 clusters Score -101629.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -101664.031250 Penalty: 2280.980469 Iteration 7Q: 3 clusters Score -101664 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -101679.531250 Penalty: 2280.980469 Iteration 8Q: 3 clusters Score -101679.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -101681.937500 Penalty: 2280.980469 Iteration 9Q: 3 clusters Score -101681.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -101683.265625 Penalty: 2280.980469 Iteration 10Q: 3 clusters Score -101683.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -101684.273438 Penalty: 2280.980469 Iteration 11Q: 3 clusters Score -101684.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -101686.179688 Penalty: 2280.980469 Iteration 12Q: 3 clusters Score -101686.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -101687.476562 Penalty: 2280.980469 Iteration 13Q: 3 clusters Score -101687.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -101687.882812 Penalty: 2280.980469 Iteration 14Q: 3 clusters Score -101687.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -101687.882812 Penalty: 2280.980469 Iteration 15F: 3 clusters Score -101687.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (2966 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2966 members Entering Unmasked Estep Score: -252639.109375 Penalty: 1299.182495 Iteration 0F: 2 clusters Score -252639.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -250030.406250 Penalty: 2598.364990 Iteration 0F: 3 clusters Score -250030.4 nChanged 1083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -250894.078125 Penalty: 2598.364990 Iteration 1F: 3 clusters Score -250894.1 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -251234.375000 Penalty: 2598.364990 Iteration 2F: 3 clusters Score -251234.4 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -251460.593750 Penalty: 2598.364990 Iteration 3F: 3 clusters Score -251460.6 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -251621.125000 Penalty: 2598.364990 Iteration 4F: 3 clusters Score -251621.1 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -251730.203125 Penalty: 2598.364990 Iteration 5Q: 3 clusters Score -251730.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -251799.781250 Penalty: 2598.364990 Iteration 6Q: 3 clusters Score -251799.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -251847.171875 Penalty: 2598.364990 Iteration 7Q: 3 clusters Score -251847.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -251885.218750 Penalty: 2598.364990 Iteration 8Q: 3 clusters Score -251885.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -251912.921875 Penalty: 2598.364990 Iteration 9Q: 3 clusters Score -251912.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -251933.796875 Penalty: 2598.364990 Iteration 10Q: 3 clusters Score -251933.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -251958.187500 Penalty: 2598.364990 Iteration 11Q: 3 clusters Score -251958.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -251977.906250 Penalty: 2598.364990 Iteration 12Q: 3 clusters Score -251977.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -252001.734375 Penalty: 2598.364990 Iteration 13Q: 3 clusters Score -252001.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -252030.343750 Penalty: 2598.364990 Iteration 14Q: 3 clusters Score -252030.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -252058.125000 Penalty: 2598.364990 Iteration 15Q: 3 clusters Score -252058.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -252080.953125 Penalty: 2598.364990 Iteration 16Q: 3 clusters Score -252081 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -252101.578125 Penalty: 2598.364990 Iteration 17Q: 3 clusters Score -252101.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -252122.484375 Penalty: 2598.364990 Iteration 18Q: 3 clusters Score -252122.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -252144.531250 Penalty: 2598.364990 Iteration 19Q: 3 clusters Score -252144.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -252166.687500 Penalty: 2598.364990 Iteration 20F: 3 clusters Score -252166.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -252186.703125 Penalty: 2598.364990 Iteration 21Q: 3 clusters Score -252186.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2164 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -252208.203125 Penalty: 2598.364990 Iteration 22Q: 3 clusters Score -252208.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -252231.671875 Penalty: 2598.364990 Iteration 23Q: 3 clusters Score -252231.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -252262.437500 Penalty: 2598.364990 Iteration 24Q: 3 clusters Score -252262.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2284 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -252294.343750 Penalty: 2598.364990 Iteration 25Q: 3 clusters Score -252294.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -252323.093750 Penalty: 2598.364990 Iteration 26Q: 3 clusters Score -252323.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -252351.109375 Penalty: 2598.364990 Iteration 27Q: 3 clusters Score -252351.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -252375.890625 Penalty: 2598.364990 Iteration 28Q: 3 clusters Score -252375.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2420 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -252403.078125 Penalty: 2598.364990 Iteration 29Q: 3 clusters Score -252403.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -252426.734375 Penalty: 2598.364990 Iteration 30Q: 3 clusters Score -252426.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -252449.562500 Penalty: 2598.364990 Iteration 31Q: 3 clusters Score -252449.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2487 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -252458.734375 Penalty: 2598.364990 Iteration 32Q: 3 clusters Score -252458.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -252464.140625 Penalty: 2598.364990 Iteration 33Q: 3 clusters Score -252464.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2500 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -252470.265625 Penalty: 2598.364990 Iteration 34Q: 3 clusters Score -252470.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -252476.968750 Penalty: 2598.364990 Iteration 35Q: 3 clusters Score -252477 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -252486.937500 Penalty: 2598.364990 Iteration 36Q: 3 clusters Score -252486.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -252503.046875 Penalty: 2598.364990 Iteration 37Q: 3 clusters Score -252503 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2541 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -252515.562500 Penalty: 2598.364990 Iteration 38Q: 3 clusters Score -252515.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -252518.703125 Penalty: 2598.364990 Iteration 39Q: 3 clusters Score -252518.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -252521.671875 Penalty: 2598.364990 Iteration 40F: 3 clusters Score -252521.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2553 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -252521.953125 Penalty: 2598.364990 Iteration 41Q: 3 clusters Score -252522 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2556 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -252524.296875 Penalty: 2598.364990 Iteration 42Q: 3 clusters Score -252524.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2558 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -252524.765625 Penalty: 2598.364990 Iteration 43Q: 3 clusters Score -252524.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -252525.203125 Penalty: 2598.364990 Iteration 44Q: 3 clusters Score -252525.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -252525.859375 Penalty: 2598.364990 Iteration 45Q: 3 clusters Score -252525.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -252525.859375 Penalty: 2598.364990 Iteration 46F: 3 clusters Score -252525.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1227 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Entering Unmasked Estep Score: -115729.257812 Penalty: 1155.753174 Iteration 0F: 2 clusters Score -115729.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -114142.625000 Penalty: 2311.506348 Iteration 0F: 3 clusters Score -114142.6 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -114441.726562 Penalty: 2311.506348 Iteration 1F: 3 clusters Score -114441.7 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -114532.132812 Penalty: 2311.506348 Iteration 2F: 3 clusters Score -114532.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -114610.265625 Penalty: 2311.506348 Iteration 3F: 3 clusters Score -114610.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -114643.882812 Penalty: 2311.506348 Iteration 4Q: 3 clusters Score -114643.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -114658.007812 Penalty: 2311.506348 Iteration 5Q: 3 clusters Score -114658 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -114668.437500 Penalty: 2311.506348 Iteration 6Q: 3 clusters Score -114668.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -114677.960938 Penalty: 2311.506348 Iteration 7Q: 3 clusters Score -114678 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -114687.429688 Penalty: 2311.506348 Iteration 8Q: 3 clusters Score -114687.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -114691.570312 Penalty: 2311.506348 Iteration 9Q: 3 clusters Score -114691.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -114696.015625 Penalty: 2311.506348 Iteration 10Q: 3 clusters Score -114696 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -114703.117188 Penalty: 2311.506348 Iteration 11Q: 3 clusters Score -114703.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -114713.625000 Penalty: 2311.506348 Iteration 12Q: 3 clusters Score -114713.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -114724.804688 Penalty: 2311.506348 Iteration 13Q: 3 clusters Score -114724.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -114739.234375 Penalty: 2311.506348 Iteration 14Q: 3 clusters Score -114739.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -114747.710938 Penalty: 2311.506348 Iteration 15Q: 3 clusters Score -114747.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -114753.445312 Penalty: 2311.506348 Iteration 16Q: 3 clusters Score -114753.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -114761.007812 Penalty: 2311.506348 Iteration 17Q: 3 clusters Score -114761 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -114765.945312 Penalty: 2311.506348 Iteration 18Q: 3 clusters Score -114765.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -114770.304688 Penalty: 2311.506348 Iteration 19Q: 3 clusters Score -114770.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -114773.515625 Penalty: 2311.506348 Iteration 20F: 3 clusters Score -114773.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -114778.554688 Penalty: 2311.506348 Iteration 21Q: 3 clusters Score -114778.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -114781.921875 Penalty: 2311.506348 Iteration 22Q: 3 clusters Score -114781.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -114788.789062 Penalty: 2311.506348 Iteration 23Q: 3 clusters Score -114788.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -114789.835938 Penalty: 2311.506348 Iteration 24Q: 3 clusters Score -114789.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -114791.507812 Penalty: 2311.506348 Iteration 25Q: 3 clusters Score -114791.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -114792.570312 Penalty: 2311.506348 Iteration 26Q: 3 clusters Score -114792.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -114794.140625 Penalty: 2311.506348 Iteration 27Q: 3 clusters Score -114794.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -114795.140625 Penalty: 2311.506348 Iteration 28Q: 3 clusters Score -114795.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -114796.156250 Penalty: 2311.506348 Iteration 29Q: 3 clusters Score -114796.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -114797.304688 Penalty: 2311.506348 Iteration 30Q: 3 clusters Score -114797.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -114797.304688 Penalty: 2311.506348 Iteration 31F: 3 clusters Score -114797.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (678 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Entering Unmasked Estep Score: -61263.960938 Penalty: 1059.361450 Iteration 0F: 2 clusters Score -61263.96 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -60084.636719 Penalty: 2118.722900 Iteration 0F: 3 clusters Score -60084.64 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -60299.265625 Penalty: 2118.722900 Iteration 1F: 3 clusters Score -60299.27 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -60403.332031 Penalty: 2118.722900 Iteration 2F: 3 clusters Score -60403.33 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -60474.472656 Penalty: 2118.722900 Iteration 3Q: 3 clusters Score -60474.47 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -60510.886719 Penalty: 2118.722900 Iteration 4Q: 3 clusters Score -60510.89 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -60534.636719 Penalty: 2118.722900 Iteration 5Q: 3 clusters Score -60534.64 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -60561.449219 Penalty: 2118.722900 Iteration 6Q: 3 clusters Score -60561.45 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -60601.949219 Penalty: 2118.722900 Iteration 7Q: 3 clusters Score -60601.95 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -60633.542969 Penalty: 2118.722900 Iteration 8Q: 3 clusters Score -60633.54 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -60666.183594 Penalty: 2118.722900 Iteration 9Q: 3 clusters Score -60666.18 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -60690.964844 Penalty: 2118.722900 Iteration 10Q: 3 clusters Score -60690.96 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -60712.472656 Penalty: 2118.722900 Iteration 11Q: 3 clusters Score -60712.47 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -60728.570312 Penalty: 2118.722900 Iteration 12Q: 3 clusters Score -60728.57 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -60737.074219 Penalty: 2118.722900 Iteration 13Q: 3 clusters Score -60737.07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -60744.925781 Penalty: 2118.722900 Iteration 14Q: 3 clusters Score -60744.93 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -60752.000000 Penalty: 2118.722900 Iteration 15Q: 3 clusters Score -60752 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -60755.789062 Penalty: 2118.722900 Iteration 16Q: 3 clusters Score -60755.79 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -60758.125000 Penalty: 2118.722900 Iteration 17Q: 3 clusters Score -60758.12 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -60761.828125 Penalty: 2118.722900 Iteration 18Q: 3 clusters Score -60761.83 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -60767.750000 Penalty: 2118.722900 Iteration 19Q: 3 clusters Score -60767.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -60768.300781 Penalty: 2118.722900 Iteration 20F: 3 clusters Score -60768.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -60770.488281 Penalty: 2118.722900 Iteration 21Q: 3 clusters Score -60770.49 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -60770.871094 Penalty: 2118.722900 Iteration 22Q: 3 clusters Score -60770.87 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -60770.871094 Penalty: 2118.722900 Iteration 23F: 3 clusters Score -60770.87 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2371 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Entering Unmasked Estep Score: -235072.640625 Penalty: 1262.798462 Iteration 0F: 2 clusters Score -235072.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -232741.984375 Penalty: 2525.596924 Iteration 0F: 3 clusters Score -232742 nChanged 904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -233270.281250 Penalty: 2525.596924 Iteration 1F: 3 clusters Score -233270.3 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -233417.578125 Penalty: 2525.596924 Iteration 2F: 3 clusters Score -233417.6 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -233510.859375 Penalty: 2525.596924 Iteration 3F: 3 clusters Score -233510.9 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -233596.343750 Penalty: 2525.596924 Iteration 4Q: 3 clusters Score -233596.3 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -233648.765625 Penalty: 2525.596924 Iteration 5Q: 3 clusters Score -233648.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -233699.062500 Penalty: 2525.596924 Iteration 6Q: 3 clusters Score -233699.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -233749.265625 Penalty: 2525.596924 Iteration 7Q: 3 clusters Score -233749.3 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -233796.984375 Penalty: 2525.596924 Iteration 8Q: 3 clusters Score -233797 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -233833.781250 Penalty: 2525.596924 Iteration 9Q: 3 clusters Score -233833.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -233868.796875 Penalty: 2525.596924 Iteration 10Q: 3 clusters Score -233868.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -233900.609375 Penalty: 2525.596924 Iteration 11Q: 3 clusters Score -233900.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -233940.515625 Penalty: 2525.596924 Iteration 12Q: 3 clusters Score -233940.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -233966.968750 Penalty: 2525.596924 Iteration 13Q: 3 clusters Score -233967 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -233988.609375 Penalty: 2525.596924 Iteration 14Q: 3 clusters Score -233988.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -234004.218750 Penalty: 2525.596924 Iteration 15Q: 3 clusters Score -234004.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -234014.453125 Penalty: 2525.596924 Iteration 16Q: 3 clusters Score -234014.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -234027.375000 Penalty: 2525.596924 Iteration 17Q: 3 clusters Score -234027.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -234040.843750 Penalty: 2525.596924 Iteration 18Q: 3 clusters Score -234040.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -234051.953125 Penalty: 2525.596924 Iteration 19Q: 3 clusters Score -234052 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -234060.250000 Penalty: 2525.596924 Iteration 20F: 3 clusters Score -234060.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -234066.640625 Penalty: 2525.596924 Iteration 21Q: 3 clusters Score -234066.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -234070.875000 Penalty: 2525.596924 Iteration 22Q: 3 clusters Score -234070.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -234073.125000 Penalty: 2525.596924 Iteration 23Q: 3 clusters Score -234073.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -234074.828125 Penalty: 2525.596924 Iteration 24Q: 3 clusters Score -234074.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -234077.281250 Penalty: 2525.596924 Iteration 25Q: 3 clusters Score -234077.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -234080.140625 Penalty: 2525.596924 Iteration 26Q: 3 clusters Score -234080.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -234083.171875 Penalty: 2525.596924 Iteration 27Q: 3 clusters Score -234083.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -234085.328125 Penalty: 2525.596924 Iteration 28Q: 3 clusters Score -234085.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -234085.328125 Penalty: 2525.596924 Iteration 29F: 3 clusters Score -234085.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (737 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Entering Unmasked Estep Score: -64301.042969 Penalty: 1072.920532 Iteration 0F: 2 clusters Score -64301.04 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -63064.179688 Penalty: 2145.841064 Iteration 0F: 3 clusters Score -63064.18 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -63246.636719 Penalty: 2145.841064 Iteration 1F: 3 clusters Score -63246.64 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -63311.445312 Penalty: 2145.841064 Iteration 2F: 3 clusters Score -63311.45 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -63344.660156 Penalty: 2145.841064 Iteration 3Q: 3 clusters Score -63344.66 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -63363.199219 Penalty: 2145.841064 Iteration 4Q: 3 clusters Score -63363.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -63381.105469 Penalty: 2145.841064 Iteration 5Q: 3 clusters Score -63381.11 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -63391.457031 Penalty: 2145.841064 Iteration 6Q: 3 clusters Score -63391.46 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -63407.093750 Penalty: 2145.841064 Iteration 7Q: 3 clusters Score -63407.09 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -63420.144531 Penalty: 2145.841064 Iteration 8Q: 3 clusters Score -63420.14 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -63440.652344 Penalty: 2145.841064 Iteration 9Q: 3 clusters Score -63440.65 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -63459.417969 Penalty: 2145.841064 Iteration 10Q: 3 clusters Score -63459.42 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -63469.214844 Penalty: 2145.841064 Iteration 11Q: 3 clusters Score -63469.21 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -63476.808594 Penalty: 2145.841064 Iteration 12Q: 3 clusters Score -63476.81 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -63477.460938 Penalty: 2145.841064 Iteration 13Q: 3 clusters Score -63477.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -63477.460938 Penalty: 2145.841064 Iteration 14F: 3 clusters Score -63477.46 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (293 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Entering Unmasked Estep Score: -21307.804688 Penalty: 923.028015 Iteration 0F: 2 clusters Score -21307.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -20506.103516 Penalty: 1846.056030 Iteration 0F: 3 clusters Score -20506.1 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -20667.146484 Penalty: 1846.056030 Iteration 1F: 3 clusters Score -20667.15 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -20722.968750 Penalty: 1846.056030 Iteration 2F: 3 clusters Score -20722.97 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -20751.001953 Penalty: 1846.056030 Iteration 3Q: 3 clusters Score -20751 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -20765.464844 Penalty: 1846.056030 Iteration 4Q: 3 clusters Score -20765.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -20766.296875 Penalty: 1846.056030 Iteration 5Q: 3 clusters Score -20766.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -20794.966797 Penalty: 1846.056030 Iteration 6Q: 3 clusters Score -20794.97 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -20820.521484 Penalty: 1846.056030 Iteration 7Q: 3 clusters Score -20820.52 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -20840.914062 Penalty: 1846.056030 Iteration 8Q: 3 clusters Score -20840.91 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -20853.335938 Penalty: 1846.056030 Iteration 9Q: 3 clusters Score -20853.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -20858.660156 Penalty: 1846.056030 Iteration 10Q: 3 clusters Score -20858.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -20860.257812 Penalty: 1846.056030 Iteration 11Q: 3 clusters Score -20860.26 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -20861.669922 Penalty: 1846.056030 Iteration 12Q: 3 clusters Score -20861.67 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -20861.669922 Penalty: 1846.056030 Iteration 13F: 3 clusters Score -20861.67 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1374 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Entering Unmasked Estep Score: -130530.757812 Penalty: 1174.140747 Iteration 0F: 2 clusters Score -130530.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -128805.609375 Penalty: 2348.281494 Iteration 0F: 3 clusters Score -128805.6 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -129146.906250 Penalty: 2348.281494 Iteration 1F: 3 clusters Score -129146.9 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -129290.859375 Penalty: 2348.281494 Iteration 2F: 3 clusters Score -129290.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -129415.296875 Penalty: 2348.281494 Iteration 3F: 3 clusters Score -129415.3 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -129566.414062 Penalty: 2348.281494 Iteration 4F: 3 clusters Score -129566.4 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -129736.156250 Penalty: 2348.281494 Iteration 5F: 3 clusters Score -129736.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -129852.156250 Penalty: 2348.281494 Iteration 6F: 3 clusters Score -129852.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -129904.898438 Penalty: 2348.281494 Iteration 7Q: 3 clusters Score -129904.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -129930.296875 Penalty: 2348.281494 Iteration 8Q: 3 clusters Score -129930.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -129944.429688 Penalty: 2348.281494 Iteration 9Q: 3 clusters Score -129944.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -129959.226562 Penalty: 2348.281494 Iteration 10Q: 3 clusters Score -129959.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -129969.265625 Penalty: 2348.281494 Iteration 11Q: 3 clusters Score -129969.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -129977.078125 Penalty: 2348.281494 Iteration 12Q: 3 clusters Score -129977.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -129980.085938 Penalty: 2348.281494 Iteration 13Q: 3 clusters Score -129980.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -129982.039062 Penalty: 2348.281494 Iteration 14Q: 3 clusters Score -129982 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -129983.453125 Penalty: 2348.281494 Iteration 15Q: 3 clusters Score -129983.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -129983.453125 Penalty: 2348.281494 Iteration 16F: 3 clusters Score -129983.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (3442 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3442 members Entering Unmasked Estep Score: -338445.968750 Penalty: 1323.368896 Iteration 0F: 2 clusters Score -338446 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -335438.812500 Penalty: 2646.737793 Iteration 0F: 3 clusters Score -335438.8 nChanged 1367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -336223.906250 Penalty: 2646.737793 Iteration 1F: 3 clusters Score -336223.9 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -336345.906250 Penalty: 2646.737793 Iteration 2F: 3 clusters Score -336345.9 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -336410.031250 Penalty: 2646.737793 Iteration 3Q: 3 clusters Score -336410 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -336464.687500 Penalty: 2646.737793 Iteration 4Q: 3 clusters Score -336464.7 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -336511.562500 Penalty: 2646.737793 Iteration 5Q: 3 clusters Score -336511.6 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -336559.437500 Penalty: 2646.737793 Iteration 6Q: 3 clusters Score -336559.4 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -336607.343750 Penalty: 2646.737793 Iteration 7Q: 3 clusters Score -336607.3 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -336643.750000 Penalty: 2646.737793 Iteration 8Q: 3 clusters Score -336643.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -336660.812500 Penalty: 2646.737793 Iteration 9Q: 3 clusters Score -336660.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -336679.218750 Penalty: 2646.737793 Iteration 10Q: 3 clusters Score -336679.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -336694.312500 Penalty: 2646.737793 Iteration 11Q: 3 clusters Score -336694.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -336708.187500 Penalty: 2646.737793 Iteration 12Q: 3 clusters Score -336708.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -336721.062500 Penalty: 2646.737793 Iteration 13Q: 3 clusters Score -336721.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -336728.875000 Penalty: 2646.737793 Iteration 14Q: 3 clusters Score -336728.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -336734.937500 Penalty: 2646.737793 Iteration 15Q: 3 clusters Score -336734.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -336741.625000 Penalty: 2646.737793 Iteration 16Q: 3 clusters Score -336741.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -336749.156250 Penalty: 2646.737793 Iteration 17Q: 3 clusters Score -336749.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -336757.843750 Penalty: 2646.737793 Iteration 18Q: 3 clusters Score -336757.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -336763.187500 Penalty: 2646.737793 Iteration 19Q: 3 clusters Score -336763.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -336767.750000 Penalty: 2646.737793 Iteration 20F: 3 clusters Score -336767.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -336770.281250 Penalty: 2646.737793 Iteration 21Q: 3 clusters Score -336770.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -336773.218750 Penalty: 2646.737793 Iteration 22Q: 3 clusters Score -336773.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -336776.593750 Penalty: 2646.737793 Iteration 23Q: 3 clusters Score -336776.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -336778.406250 Penalty: 2646.737793 Iteration 24Q: 3 clusters Score -336778.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -336780.875000 Penalty: 2646.737793 Iteration 25Q: 3 clusters Score -336780.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -336782.687500 Penalty: 2646.737793 Iteration 26Q: 3 clusters Score -336782.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -336784.687500 Penalty: 2646.737793 Iteration 27Q: 3 clusters Score -336784.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -336785.062500 Penalty: 2646.737793 Iteration 28Q: 3 clusters Score -336785.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -336786.343750 Penalty: 2646.737793 Iteration 29Q: 3 clusters Score -336786.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -336787.218750 Penalty: 2646.737793 Iteration 30Q: 3 clusters Score -336787.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -336787.156250 Penalty: 2646.737793 Iteration 31Q: 3 clusters Score -336787.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -336788.375000 Penalty: 2646.737793 Iteration 32Q: 3 clusters Score -336788.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -336790.281250 Penalty: 2646.737793 Iteration 33Q: 3 clusters Score -336790.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -336790.281250 Penalty: 2646.737793 Iteration 34F: 3 clusters Score -336790.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (39486 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39486 members Entering Unmasked Estep Score: -3785630.500000 Penalty: 1719.851440 Iteration 0F: 2 clusters Score -3785630 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19867 members Mstep: Class 2 contains 19619 members Entering Unmasked Estep Score: -3759116.250000 Penalty: 3439.702881 Iteration 0F: 3 clusters Score -3759116 nChanged 18395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20572 members Mstep: Class 2 contains 18914 members Entering Unmasked Estep Score: -3769607.500000 Penalty: 3439.702881 Iteration 1F: 3 clusters Score -3769608 nChanged 1680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21110 members Mstep: Class 2 contains 18376 members Entering Unmasked Estep Score: -3770159.500000 Penalty: 3439.702881 Iteration 2Q: 3 clusters Score -3770160 nChanged 1714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21866 members Mstep: Class 2 contains 17620 members Entering Unmasked Estep Score: -3770745.250000 Penalty: 3439.702881 Iteration 3Q: 3 clusters Score -3770745 nChanged 1765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22923 members Mstep: Class 2 contains 16563 members Entering Unmasked Estep Score: -3771551.250000 Penalty: 3439.702881 Iteration 4Q: 3 clusters Score -3771551 nChanged 2156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24481 members Mstep: Class 2 contains 15005 members Entering Unmasked Estep Score: -3772753.750000 Penalty: 3439.702881 Iteration 5F: 3 clusters Score -3772754 nChanged 2452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26429 members Mstep: Class 2 contains 13057 members Entering Unmasked Estep Score: -3774423.750000 Penalty: 3439.702881 Iteration 6F: 3 clusters Score -3774424 nChanged 2617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28648 members Mstep: Class 2 contains 10838 members Entering Unmasked Estep Score: -3776532.250000 Penalty: 3439.702881 Iteration 7F: 3 clusters Score -3776532 nChanged 2488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30772 members Mstep: Class 2 contains 8714 members Entering Unmasked Estep Score: -3778711.000000 Penalty: 3439.702881 Iteration 8F: 3 clusters Score -3778711 nChanged 2025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32451 members Mstep: Class 2 contains 7035 members Entering Unmasked Estep Score: -3780314.500000 Penalty: 3439.702881 Iteration 9F: 3 clusters Score -3780314 nChanged 1549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33656 members Mstep: Class 2 contains 5830 members Entering Unmasked Estep Score: -3781414.750000 Penalty: 3439.702881 Iteration 10Q: 3 clusters Score -3781415 nChanged 1076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34522 members Mstep: Class 2 contains 4964 members Entering Unmasked Estep Score: -3782055.000000 Penalty: 3439.702881 Iteration 11Q: 3 clusters Score -3782055 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35206 members Mstep: Class 2 contains 4280 members Entering Unmasked Estep Score: -3782492.500000 Penalty: 3439.702881 Iteration 12Q: 3 clusters Score -3782492 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35809 members Mstep: Class 2 contains 3677 members Entering Unmasked Estep Score: -3782848.500000 Penalty: 3439.702881 Iteration 13Q: 3 clusters Score -3782848 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36329 members Mstep: Class 2 contains 3157 members Entering Unmasked Estep Score: -3783117.500000 Penalty: 3439.702881 Iteration 14Q: 3 clusters Score -3783118 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36738 members Mstep: Class 2 contains 2748 members Entering Unmasked Estep Score: -3783326.000000 Penalty: 3439.702881 Iteration 15Q: 3 clusters Score -3783326 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37098 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -3783508.250000 Penalty: 3439.702881 Iteration 16Q: 3 clusters Score -3783508 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37405 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -3783658.750000 Penalty: 3439.702881 Iteration 17Q: 3 clusters Score -3783659 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37664 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -3783767.500000 Penalty: 3439.702881 Iteration 18Q: 3 clusters Score -3783768 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37871 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -3783863.250000 Penalty: 3439.702881 Iteration 19Q: 3 clusters Score -3783863 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38032 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -3783938.000000 Penalty: 3439.702881 Iteration 20F: 3 clusters Score -3783938 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38171 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -3783999.500000 Penalty: 3439.702881 Iteration 21Q: 3 clusters Score -3784000 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38298 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -3784075.500000 Penalty: 3439.702881 Iteration 22Q: 3 clusters Score -3784076 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38397 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -3784120.000000 Penalty: 3439.702881 Iteration 23Q: 3 clusters Score -3784120 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38465 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -3784140.250000 Penalty: 3439.702881 Iteration 24Q: 3 clusters Score -3784140 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38531 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -3784168.000000 Penalty: 3439.702881 Iteration 25Q: 3 clusters Score -3784168 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38579 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -3784185.000000 Penalty: 3439.702881 Iteration 26Q: 3 clusters Score -3784185 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38624 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -3784207.750000 Penalty: 3439.702881 Iteration 27Q: 3 clusters Score -3784208 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38663 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -3784224.500000 Penalty: 3439.702881 Iteration 28Q: 3 clusters Score -3784224 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38685 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -3784233.000000 Penalty: 3439.702881 Iteration 29Q: 3 clusters Score -3784233 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38713 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -3784246.500000 Penalty: 3439.702881 Iteration 30Q: 3 clusters Score -3784246 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38737 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -3784259.000000 Penalty: 3439.702881 Iteration 31Q: 3 clusters Score -3784259 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38749 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -3784264.500000 Penalty: 3439.702881 Iteration 32Q: 3 clusters Score -3784264 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38759 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -3784269.250000 Penalty: 3439.702881 Iteration 33Q: 3 clusters Score -3784269 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38767 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -3784270.000000 Penalty: 3439.702881 Iteration 34Q: 3 clusters Score -3784270 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38777 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -3784271.000000 Penalty: 3439.702881 Iteration 35Q: 3 clusters Score -3784271 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38786 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -3784274.750000 Penalty: 3439.702881 Iteration 36Q: 3 clusters Score -3784275 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38794 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -3784278.500000 Penalty: 3439.702881 Iteration 37Q: 3 clusters Score -3784278 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38795 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -3784276.000000 Penalty: 3439.702881 Iteration 38Q: 3 clusters Score -3784276 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38798 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -3784277.000000 Penalty: 3439.702881 Iteration 39Q: 3 clusters Score -3784277 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38804 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -3784282.250000 Penalty: 3439.702881 Iteration 40F: 3 clusters Score -3784282 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38808 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -3784280.250000 Penalty: 3439.702881 Iteration 41Q: 3 clusters Score -3784280 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38809 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -3784284.500000 Penalty: 3439.702881 Iteration 42Q: 3 clusters Score -3784284 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38809 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -3784284.750000 Penalty: 3439.702881 Iteration 43Q: 3 clusters Score -3784285 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38810 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -3784285.750000 Penalty: 3439.702881 Iteration 44Q: 3 clusters Score -3784286 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38811 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -3784291.000000 Penalty: 3439.702881 Iteration 45Q: 3 clusters Score -3784291 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38812 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -3784294.750000 Penalty: 3439.702881 Iteration 46Q: 3 clusters Score -3784295 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38812 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -3784294.750000 Penalty: 3439.702881 Iteration 47F: 3 clusters Score -3784295 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (2291 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2291 members Entering Unmasked Estep Score: -197882.671875 Penalty: 1257.220825 Iteration 0F: 2 clusters Score -197882.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -195638.500000 Penalty: 2514.441650 Iteration 0F: 3 clusters Score -195638.5 nChanged 792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -196126.796875 Penalty: 2514.441650 Iteration 1F: 3 clusters Score -196126.8 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -196284.953125 Penalty: 2514.441650 Iteration 2F: 3 clusters Score -196285 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -196420.343750 Penalty: 2514.441650 Iteration 3F: 3 clusters Score -196420.3 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -196563.156250 Penalty: 2514.441650 Iteration 4F: 3 clusters Score -196563.2 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -196723.484375 Penalty: 2514.441650 Iteration 5F: 3 clusters Score -196723.5 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -196962.093750 Penalty: 2514.441650 Iteration 6F: 3 clusters Score -196962.1 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -197208.859375 Penalty: 2514.441650 Iteration 7F: 3 clusters Score -197208.9 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -197332.828125 Penalty: 2514.441650 Iteration 8Q: 3 clusters Score -197332.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -197406.437500 Penalty: 2514.441650 Iteration 9Q: 3 clusters Score -197406.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -197438.953125 Penalty: 2514.441650 Iteration 10Q: 3 clusters Score -197439 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -197455.375000 Penalty: 2514.441650 Iteration 11Q: 3 clusters Score -197455.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -197472.218750 Penalty: 2514.441650 Iteration 12Q: 3 clusters Score -197472.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -197482.437500 Penalty: 2514.441650 Iteration 13Q: 3 clusters Score -197482.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -197489.234375 Penalty: 2514.441650 Iteration 14Q: 3 clusters Score -197489.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -197493.484375 Penalty: 2514.441650 Iteration 15Q: 3 clusters Score -197493.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -197497.875000 Penalty: 2514.441650 Iteration 16Q: 3 clusters Score -197497.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -197500.765625 Penalty: 2514.441650 Iteration 17Q: 3 clusters Score -197500.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -197501.531250 Penalty: 2514.441650 Iteration 18Q: 3 clusters Score -197501.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -197501.531250 Penalty: 2514.441650 Iteration 19F: 3 clusters Score -197501.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (2494 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Entering Unmasked Estep Score: -239114.531250 Penalty: 1271.017090 Iteration 0F: 2 clusters Score -239114.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -236717.140625 Penalty: 2542.034180 Iteration 0F: 3 clusters Score -236717.1 nChanged 928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -237228.734375 Penalty: 2542.034180 Iteration 1F: 3 clusters Score -237228.7 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -237354.890625 Penalty: 2542.034180 Iteration 2F: 3 clusters Score -237354.9 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -237436.000000 Penalty: 2542.034180 Iteration 3F: 3 clusters Score -237436 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -237497.531250 Penalty: 2542.034180 Iteration 4Q: 3 clusters Score -237497.5 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -237550.218750 Penalty: 2542.034180 Iteration 5Q: 3 clusters Score -237550.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -237588.859375 Penalty: 2542.034180 Iteration 6Q: 3 clusters Score -237588.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -237625.156250 Penalty: 2542.034180 Iteration 7Q: 3 clusters Score -237625.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -237660.218750 Penalty: 2542.034180 Iteration 8Q: 3 clusters Score -237660.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -237688.937500 Penalty: 2542.034180 Iteration 9Q: 3 clusters Score -237688.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -237709.796875 Penalty: 2542.034180 Iteration 10Q: 3 clusters Score -237709.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -237728.718750 Penalty: 2542.034180 Iteration 11Q: 3 clusters Score -237728.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -237745.109375 Penalty: 2542.034180 Iteration 12Q: 3 clusters Score -237745.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -237761.234375 Penalty: 2542.034180 Iteration 13Q: 3 clusters Score -237761.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -237776.562500 Penalty: 2542.034180 Iteration 14Q: 3 clusters Score -237776.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -237805.312500 Penalty: 2542.034180 Iteration 15Q: 3 clusters Score -237805.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -237842.609375 Penalty: 2542.034180 Iteration 16Q: 3 clusters Score -237842.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -237874.718750 Penalty: 2542.034180 Iteration 17Q: 3 clusters Score -237874.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -237908.781250 Penalty: 2542.034180 Iteration 18Q: 3 clusters Score -237908.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -237940.328125 Penalty: 2542.034180 Iteration 19Q: 3 clusters Score -237940.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -237969.671875 Penalty: 2542.034180 Iteration 20F: 3 clusters Score -237969.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -237983.500000 Penalty: 2542.034180 Iteration 21Q: 3 clusters Score -237983.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -237995.609375 Penalty: 2542.034180 Iteration 22Q: 3 clusters Score -237995.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -238012.656250 Penalty: 2542.034180 Iteration 23Q: 3 clusters Score -238012.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -238033.093750 Penalty: 2542.034180 Iteration 24Q: 3 clusters Score -238033.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -238042.187500 Penalty: 2542.034180 Iteration 25Q: 3 clusters Score -238042.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -238054.265625 Penalty: 2542.034180 Iteration 26Q: 3 clusters Score -238054.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -238064.921875 Penalty: 2542.034180 Iteration 27Q: 3 clusters Score -238064.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -238072.406250 Penalty: 2542.034180 Iteration 28Q: 3 clusters Score -238072.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -238079.406250 Penalty: 2542.034180 Iteration 29Q: 3 clusters Score -238079.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -238088.812500 Penalty: 2542.034180 Iteration 30Q: 3 clusters Score -238088.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -238097.625000 Penalty: 2542.034180 Iteration 31Q: 3 clusters Score -238097.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -238103.250000 Penalty: 2542.034180 Iteration 32Q: 3 clusters Score -238103.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -238108.875000 Penalty: 2542.034180 Iteration 33Q: 3 clusters Score -238108.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -238110.515625 Penalty: 2542.034180 Iteration 34Q: 3 clusters Score -238110.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -238112.078125 Penalty: 2542.034180 Iteration 35Q: 3 clusters Score -238112.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -238113.875000 Penalty: 2542.034180 Iteration 36Q: 3 clusters Score -238113.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -238114.687500 Penalty: 2542.034180 Iteration 37Q: 3 clusters Score -238114.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -238115.015625 Penalty: 2542.034180 Iteration 38Q: 3 clusters Score -238115 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -238115.015625 Penalty: 2542.034180 Iteration 39F: 3 clusters Score -238115 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (1766 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Entering Unmasked Estep Score: -178883.031250 Penalty: 1214.926758 Iteration 0F: 2 clusters Score -178883 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -176899.421875 Penalty: 2429.853516 Iteration 0F: 3 clusters Score -176899.4 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -177267.312500 Penalty: 2429.853516 Iteration 1F: 3 clusters Score -177267.3 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -177359.921875 Penalty: 2429.853516 Iteration 2F: 3 clusters Score -177359.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -177400.406250 Penalty: 2429.853516 Iteration 3Q: 3 clusters Score -177400.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -177425.062500 Penalty: 2429.853516 Iteration 4Q: 3 clusters Score -177425.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -177440.140625 Penalty: 2429.853516 Iteration 5Q: 3 clusters Score -177440.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -177452.078125 Penalty: 2429.853516 Iteration 6Q: 3 clusters Score -177452.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -177461.609375 Penalty: 2429.853516 Iteration 7Q: 3 clusters Score -177461.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -177464.062500 Penalty: 2429.853516 Iteration 8Q: 3 clusters Score -177464.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -177468.375000 Penalty: 2429.853516 Iteration 9Q: 3 clusters Score -177468.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -177472.546875 Penalty: 2429.853516 Iteration 10Q: 3 clusters Score -177472.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -177474.734375 Penalty: 2429.853516 Iteration 11Q: 3 clusters Score -177474.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -177476.265625 Penalty: 2429.853516 Iteration 12Q: 3 clusters Score -177476.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -177479.359375 Penalty: 2429.853516 Iteration 13Q: 3 clusters Score -177479.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -177481.187500 Penalty: 2429.853516 Iteration 14Q: 3 clusters Score -177481.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -177481.843750 Penalty: 2429.853516 Iteration 15Q: 3 clusters Score -177481.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -177482.703125 Penalty: 2429.853516 Iteration 16Q: 3 clusters Score -177482.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -177483.000000 Penalty: 2429.853516 Iteration 17Q: 3 clusters Score -177483 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -177483.000000 Penalty: 2429.853516 Iteration 18F: 3 clusters Score -177483 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (91273 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91273 members Entering Unmasked Estep Score: -9117820.000000 Penalty: 1856.011597 Iteration 0F: 2 clusters Score -9117820 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45769 members Mstep: Class 2 contains 45504 members Entering Unmasked Estep Score: -9056377.000000 Penalty: 3712.023193 Iteration 0F: 3 clusters Score -9056377 nChanged 43963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46494 members Mstep: Class 2 contains 44779 members Entering Unmasked Estep Score: -9081885.000000 Penalty: 3712.023193 Iteration 1F: 3 clusters Score -9081885 nChanged 2781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46789 members Mstep: Class 2 contains 44484 members Entering Unmasked Estep Score: -9082373.000000 Penalty: 3712.023193 Iteration 2Q: 3 clusters Score -9082373 nChanged 2722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47281 members Mstep: Class 2 contains 43992 members Entering Unmasked Estep Score: -9083072.000000 Penalty: 3712.023193 Iteration 3Q: 3 clusters Score -9083072 nChanged 2809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48006 members Mstep: Class 2 contains 43267 members Entering Unmasked Estep Score: -9083822.000000 Penalty: 3712.023193 Iteration 4Q: 3 clusters Score -9083822 nChanged 2967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49307 members Mstep: Class 2 contains 41966 members Entering Unmasked Estep Score: -9084636.000000 Penalty: 3712.023193 Iteration 5Q: 3 clusters Score -9084636 nChanged 3258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51277 members Mstep: Class 2 contains 39996 members Entering Unmasked Estep Score: -9085851.000000 Penalty: 3712.023193 Iteration 6Q: 3 clusters Score -9085851 nChanged 3756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54217 members Mstep: Class 2 contains 37056 members Entering Unmasked Estep Score: -9087513.000000 Penalty: 3712.023193 Iteration 7Q: 3 clusters Score -9087513 nChanged 4487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58238 members Mstep: Class 2 contains 33035 members Entering Unmasked Estep Score: -9089858.000000 Penalty: 3712.023193 Iteration 8Q: 3 clusters Score -9089858 nChanged 5387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63363 members Mstep: Class 2 contains 27910 members Entering Unmasked Estep Score: -9093276.000000 Penalty: 3712.023193 Iteration 9F: 3 clusters Score -9093276 nChanged 6083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69366 members Mstep: Class 2 contains 21907 members Entering Unmasked Estep Score: -9097697.000000 Penalty: 3712.023193 Iteration 10F: 3 clusters Score -9097697 nChanged 6200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75544 members Mstep: Class 2 contains 15729 members Entering Unmasked Estep Score: -9102719.000000 Penalty: 3712.023193 Iteration 11F: 3 clusters Score -9102719 nChanged 5601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81137 members Mstep: Class 2 contains 10136 members Entering Unmasked Estep Score: -9107451.000000 Penalty: 3712.023193 Iteration 12F: 3 clusters Score -9107451 nChanged 4271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85406 members Mstep: Class 2 contains 5867 members Entering Unmasked Estep Score: -9111104.000000 Penalty: 3712.023193 Iteration 13Q: 3 clusters Score -9111104 nChanged 2821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88227 members Mstep: Class 2 contains 3046 members Entering Unmasked Estep Score: -9113551.000000 Penalty: 3712.023193 Iteration 14Q: 3 clusters Score -9113551 nChanged 1636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89859 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -9115046.000000 Penalty: 3712.023193 Iteration 15Q: 3 clusters Score -9115046 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90616 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -9115704.000000 Penalty: 3712.023193 Iteration 16Q: 3 clusters Score -9115704 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90898 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -9115955.000000 Penalty: 3712.023193 Iteration 17Q: 3 clusters Score -9115955 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90995 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -9116062.000000 Penalty: 3712.023193 Iteration 18Q: 3 clusters Score -9116062 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91038 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -9116113.000000 Penalty: 3712.023193 Iteration 19Q: 3 clusters Score -9116113 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91051 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -9116146.000000 Penalty: 3712.023193 Iteration 20F: 3 clusters Score -9116146 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91064 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -9116170.000000 Penalty: 3712.023193 Iteration 21Q: 3 clusters Score -9116170 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91069 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -9116171.000000 Penalty: 3712.023193 Iteration 22Q: 3 clusters Score -9116171 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91074 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -9116175.000000 Penalty: 3712.023193 Iteration 23Q: 3 clusters Score -9116175 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91079 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -9116198.000000 Penalty: 3712.023193 Iteration 24Q: 3 clusters Score -9116198 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91084 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -9116209.000000 Penalty: 3712.023193 Iteration 25Q: 3 clusters Score -9116209 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91088 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -9116207.000000 Penalty: 3712.023193 Iteration 26Q: 3 clusters Score -9116207 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91090 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -9116212.000000 Penalty: 3712.023193 Iteration 27Q: 3 clusters Score -9116212 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91091 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -9116212.000000 Penalty: 3712.023193 Iteration 28Q: 3 clusters Score -9116212 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91091 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -9116212.000000 Penalty: 3712.023193 Iteration 29F: 3 clusters Score -9116212 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (5074 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5074 members Entering Unmasked Estep Score: -474236.000000 Penalty: 1386.431396 Iteration 0F: 2 clusters Score -474236 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2587 members Mstep: Class 2 contains 2487 members Entering Unmasked Estep Score: -470218.937500 Penalty: 2772.862793 Iteration 0F: 3 clusters Score -470218.9 nChanged 2046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -471340.718750 Penalty: 2772.862793 Iteration 1F: 3 clusters Score -471340.7 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -471563.343750 Penalty: 2772.862793 Iteration 2F: 3 clusters Score -471563.3 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2695 members Mstep: Class 2 contains 2379 members Entering Unmasked Estep Score: -471765.500000 Penalty: 2772.862793 Iteration 3F: 3 clusters Score -471765.5 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2686 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -471939.625000 Penalty: 2772.862793 Iteration 4F: 3 clusters Score -471939.6 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2675 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -472086.375000 Penalty: 2772.862793 Iteration 5Q: 3 clusters Score -472086.4 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2667 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -472209.625000 Penalty: 2772.862793 Iteration 6Q: 3 clusters Score -472209.6 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2667 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -472312.593750 Penalty: 2772.862793 Iteration 7Q: 3 clusters Score -472312.6 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2678 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -472398.375000 Penalty: 2772.862793 Iteration 8Q: 3 clusters Score -472398.4 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2674 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -472480.156250 Penalty: 2772.862793 Iteration 9Q: 3 clusters Score -472480.2 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2668 members Mstep: Class 2 contains 2406 members Entering Unmasked Estep Score: -472553.187500 Penalty: 2772.862793 Iteration 10Q: 3 clusters Score -472553.2 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2660 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -472601.125000 Penalty: 2772.862793 Iteration 11Q: 3 clusters Score -472601.1 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2659 members Mstep: Class 2 contains 2415 members Entering Unmasked Estep Score: -472643.625000 Penalty: 2772.862793 Iteration 12Q: 3 clusters Score -472643.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2658 members Mstep: Class 2 contains 2416 members Entering Unmasked Estep Score: -472679.093750 Penalty: 2772.862793 Iteration 13Q: 3 clusters Score -472679.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2665 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -472701.125000 Penalty: 2772.862793 Iteration 14Q: 3 clusters Score -472701.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2669 members Mstep: Class 2 contains 2405 members Entering Unmasked Estep Score: -472721.125000 Penalty: 2772.862793 Iteration 15Q: 3 clusters Score -472721.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2686 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -472738.531250 Penalty: 2772.862793 Iteration 16Q: 3 clusters Score -472738.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2709 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -472755.250000 Penalty: 2772.862793 Iteration 17Q: 3 clusters Score -472755.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2732 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -472770.218750 Penalty: 2772.862793 Iteration 18Q: 3 clusters Score -472770.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2754 members Mstep: Class 2 contains 2320 members Entering Unmasked Estep Score: -472782.968750 Penalty: 2772.862793 Iteration 19Q: 3 clusters Score -472783 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2779 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -472793.593750 Penalty: 2772.862793 Iteration 20F: 3 clusters Score -472793.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 2280 members Entering Unmasked Estep Score: -472799.406250 Penalty: 2772.862793 Iteration 21Q: 3 clusters Score -472799.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2803 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -472803.593750 Penalty: 2772.862793 Iteration 22Q: 3 clusters Score -472803.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2811 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -472805.437500 Penalty: 2772.862793 Iteration 23Q: 3 clusters Score -472805.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2821 members Mstep: Class 2 contains 2253 members Entering Unmasked Estep Score: -472808.437500 Penalty: 2772.862793 Iteration 24Q: 3 clusters Score -472808.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2840 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -472812.937500 Penalty: 2772.862793 Iteration 25Q: 3 clusters Score -472812.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2853 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -472816.468750 Penalty: 2772.862793 Iteration 26Q: 3 clusters Score -472816.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2874 members Mstep: Class 2 contains 2200 members Entering Unmasked Estep Score: -472820.500000 Penalty: 2772.862793 Iteration 27Q: 3 clusters Score -472820.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 2185 members Entering Unmasked Estep Score: -472824.656250 Penalty: 2772.862793 Iteration 28Q: 3 clusters Score -472824.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 2175 members Entering Unmasked Estep Score: -472826.656250 Penalty: 2772.862793 Iteration 29Q: 3 clusters Score -472826.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2908 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -472829.437500 Penalty: 2772.862793 Iteration 30Q: 3 clusters Score -472829.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2922 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -472831.937500 Penalty: 2772.862793 Iteration 31Q: 3 clusters Score -472831.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2938 members Mstep: Class 2 contains 2136 members Entering Unmasked Estep Score: -472835.437500 Penalty: 2772.862793 Iteration 32Q: 3 clusters Score -472835.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2955 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -472839.125000 Penalty: 2772.862793 Iteration 33Q: 3 clusters Score -472839.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2971 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -472845.000000 Penalty: 2772.862793 Iteration 34Q: 3 clusters Score -472845 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2991 members Mstep: Class 2 contains 2083 members Entering Unmasked Estep Score: -472850.937500 Penalty: 2772.862793 Iteration 35Q: 3 clusters Score -472850.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3010 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -472855.718750 Penalty: 2772.862793 Iteration 36Q: 3 clusters Score -472855.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -472859.906250 Penalty: 2772.862793 Iteration 37Q: 3 clusters Score -472859.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3048 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -472865.312500 Penalty: 2772.862793 Iteration 38Q: 3 clusters Score -472865.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3069 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -472869.937500 Penalty: 2772.862793 Iteration 39Q: 3 clusters Score -472869.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3084 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -472873.468750 Penalty: 2772.862793 Iteration 40F: 3 clusters Score -472873.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3099 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -472876.250000 Penalty: 2772.862793 Iteration 41Q: 3 clusters Score -472876.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3111 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -472879.687500 Penalty: 2772.862793 Iteration 42Q: 3 clusters Score -472879.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3116 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -472880.687500 Penalty: 2772.862793 Iteration 43Q: 3 clusters Score -472880.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3123 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -472881.187500 Penalty: 2772.862793 Iteration 44Q: 3 clusters Score -472881.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3127 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -472882.218750 Penalty: 2772.862793 Iteration 45Q: 3 clusters Score -472882.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3130 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -472882.468750 Penalty: 2772.862793 Iteration 46Q: 3 clusters Score -472882.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3132 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -472883.875000 Penalty: 2772.862793 Iteration 47Q: 3 clusters Score -472883.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3133 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -472883.687500 Penalty: 2772.862793 Iteration 48Q: 3 clusters Score -472883.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3137 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -472883.500000 Penalty: 2772.862793 Iteration 49Q: 3 clusters Score -472883.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3138 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -472883.875000 Penalty: 2772.862793 Iteration 50Q: 3 clusters Score -472883.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3139 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -472884.437500 Penalty: 2772.862793 Iteration 51Q: 3 clusters Score -472884.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3139 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -472884.437500 Penalty: 2772.862793 Iteration 52F: 3 clusters Score -472884.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (10732 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10732 members Entering Unmasked Estep Score: -998535.375000 Penalty: 1508.160034 Iteration 0F: 2 clusters Score -998535.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5403 members Mstep: Class 2 contains 5329 members Entering Unmasked Estep Score: -990794.562500 Penalty: 3016.320068 Iteration 0F: 3 clusters Score -990794.6 nChanged 4705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5548 members Mstep: Class 2 contains 5184 members Entering Unmasked Estep Score: -993361.812500 Penalty: 3016.320068 Iteration 1F: 3 clusters Score -993361.8 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5609 members Mstep: Class 2 contains 5123 members Entering Unmasked Estep Score: -993590.062500 Penalty: 3016.320068 Iteration 2F: 3 clusters Score -993590.1 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5716 members Mstep: Class 2 contains 5016 members Entering Unmasked Estep Score: -993777.812500 Penalty: 3016.320068 Iteration 3Q: 3 clusters Score -993777.8 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5867 members Mstep: Class 2 contains 4865 members Entering Unmasked Estep Score: -993942.937500 Penalty: 3016.320068 Iteration 4Q: 3 clusters Score -993942.9 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6054 members Mstep: Class 2 contains 4678 members Entering Unmasked Estep Score: -994101.437500 Penalty: 3016.320068 Iteration 5Q: 3 clusters Score -994101.4 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6290 members Mstep: Class 2 contains 4442 members Entering Unmasked Estep Score: -994285.437500 Penalty: 3016.320068 Iteration 6Q: 3 clusters Score -994285.4 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6545 members Mstep: Class 2 contains 4187 members Entering Unmasked Estep Score: -994499.000000 Penalty: 3016.320068 Iteration 7Q: 3 clusters Score -994499 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6865 members Mstep: Class 2 contains 3867 members Entering Unmasked Estep Score: -994770.062500 Penalty: 3016.320068 Iteration 8Q: 3 clusters Score -994770.1 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7210 members Mstep: Class 2 contains 3522 members Entering Unmasked Estep Score: -995088.625000 Penalty: 3016.320068 Iteration 9Q: 3 clusters Score -995088.6 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7530 members Mstep: Class 2 contains 3202 members Entering Unmasked Estep Score: -995445.687500 Penalty: 3016.320068 Iteration 10Q: 3 clusters Score -995445.7 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7818 members Mstep: Class 2 contains 2914 members Entering Unmasked Estep Score: -995816.812500 Penalty: 3016.320068 Iteration 11Q: 3 clusters Score -995816.8 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8034 members Mstep: Class 2 contains 2698 members Entering Unmasked Estep Score: -996128.062500 Penalty: 3016.320068 Iteration 12Q: 3 clusters Score -996128.1 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8244 members Mstep: Class 2 contains 2488 members Entering Unmasked Estep Score: -996375.750000 Penalty: 3016.320068 Iteration 13Q: 3 clusters Score -996375.8 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8379 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -996521.812500 Penalty: 3016.320068 Iteration 14Q: 3 clusters Score -996521.8 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8509 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -996638.500000 Penalty: 3016.320068 Iteration 15Q: 3 clusters Score -996638.5 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8614 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -996712.687500 Penalty: 3016.320068 Iteration 16Q: 3 clusters Score -996712.7 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8706 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -996769.375000 Penalty: 3016.320068 Iteration 17Q: 3 clusters Score -996769.4 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8796 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -996825.375000 Penalty: 3016.320068 Iteration 18Q: 3 clusters Score -996825.4 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8863 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -996864.062500 Penalty: 3016.320068 Iteration 19Q: 3 clusters Score -996864.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8913 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -996889.875000 Penalty: 3016.320068 Iteration 20F: 3 clusters Score -996889.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8969 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -996917.687500 Penalty: 3016.320068 Iteration 21Q: 3 clusters Score -996917.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9008 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -996931.125000 Penalty: 3016.320068 Iteration 22Q: 3 clusters Score -996931.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9048 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -996953.812500 Penalty: 3016.320068 Iteration 23Q: 3 clusters Score -996953.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9090 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -996970.250000 Penalty: 3016.320068 Iteration 24Q: 3 clusters Score -996970.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9142 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -996987.937500 Penalty: 3016.320068 Iteration 25Q: 3 clusters Score -996987.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9190 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -997006.812500 Penalty: 3016.320068 Iteration 26Q: 3 clusters Score -997006.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9238 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -997027.375000 Penalty: 3016.320068 Iteration 27Q: 3 clusters Score -997027.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9279 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -997041.062500 Penalty: 3016.320068 Iteration 28Q: 3 clusters Score -997041.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9316 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -997054.125000 Penalty: 3016.320068 Iteration 29Q: 3 clusters Score -997054.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9358 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -997070.125000 Penalty: 3016.320068 Iteration 30Q: 3 clusters Score -997070.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9398 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -997088.062500 Penalty: 3016.320068 Iteration 31Q: 3 clusters Score -997088.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9432 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -997104.250000 Penalty: 3016.320068 Iteration 32Q: 3 clusters Score -997104.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9462 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -997117.937500 Penalty: 3016.320068 Iteration 33Q: 3 clusters Score -997117.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9498 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -997132.312500 Penalty: 3016.320068 Iteration 34Q: 3 clusters Score -997132.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9529 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -997144.062500 Penalty: 3016.320068 Iteration 35Q: 3 clusters Score -997144.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9556 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -997155.625000 Penalty: 3016.320068 Iteration 36Q: 3 clusters Score -997155.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9592 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -997172.500000 Penalty: 3016.320068 Iteration 37Q: 3 clusters Score -997172.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9630 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -997190.562500 Penalty: 3016.320068 Iteration 38Q: 3 clusters Score -997190.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9660 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -997204.625000 Penalty: 3016.320068 Iteration 39Q: 3 clusters Score -997204.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9686 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -997212.750000 Penalty: 3016.320068 Iteration 40F: 3 clusters Score -997212.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9711 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -997225.500000 Penalty: 3016.320068 Iteration 41Q: 3 clusters Score -997225.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9727 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -997228.312500 Penalty: 3016.320068 Iteration 42Q: 3 clusters Score -997228.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9737 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -997232.750000 Penalty: 3016.320068 Iteration 43Q: 3 clusters Score -997232.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9753 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -997237.125000 Penalty: 3016.320068 Iteration 44Q: 3 clusters Score -997237.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9770 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -997246.500000 Penalty: 3016.320068 Iteration 45Q: 3 clusters Score -997246.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9789 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -997255.000000 Penalty: 3016.320068 Iteration 46Q: 3 clusters Score -997255 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9812 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -997271.312500 Penalty: 3016.320068 Iteration 47Q: 3 clusters Score -997271.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9832 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -997281.375000 Penalty: 3016.320068 Iteration 48Q: 3 clusters Score -997281.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9845 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -997287.187500 Penalty: 3016.320068 Iteration 49Q: 3 clusters Score -997287.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9857 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -997298.125000 Penalty: 3016.320068 Iteration 50Q: 3 clusters Score -997298.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9870 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -997303.687500 Penalty: 3016.320068 Iteration 51Q: 3 clusters Score -997303.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9879 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -997307.062500 Penalty: 3016.320068 Iteration 52Q: 3 clusters Score -997307.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9887 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -997310.000000 Penalty: 3016.320068 Iteration 53Q: 3 clusters Score -997310 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9893 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -997314.562500 Penalty: 3016.320068 Iteration 54Q: 3 clusters Score -997314.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9902 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -997318.062500 Penalty: 3016.320068 Iteration 55Q: 3 clusters Score -997318.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9915 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -997324.875000 Penalty: 3016.320068 Iteration 56Q: 3 clusters Score -997324.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9922 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -997328.937500 Penalty: 3016.320068 Iteration 57Q: 3 clusters Score -997328.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9930 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -997331.937500 Penalty: 3016.320068 Iteration 58Q: 3 clusters Score -997331.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9933 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -997332.812500 Penalty: 3016.320068 Iteration 59Q: 3 clusters Score -997332.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9936 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -997333.750000 Penalty: 3016.320068 Iteration 60F: 3 clusters Score -997333.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9939 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -997333.812500 Penalty: 3016.320068 Iteration 61Q: 3 clusters Score -997333.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9938 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -997334.750000 Penalty: 3016.320068 Iteration 62Q: 3 clusters Score -997334.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9938 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -997334.750000 Penalty: 3016.320068 Iteration 63F: 3 clusters Score -997334.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (2004 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2004 members Entering Unmasked Estep Score: -185516.578125 Penalty: 1235.471313 Iteration 0F: 2 clusters Score -185516.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -183411.000000 Penalty: 2470.942627 Iteration 0F: 3 clusters Score -183411 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -183890.093750 Penalty: 2470.942627 Iteration 1F: 3 clusters Score -183890.1 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -184057.468750 Penalty: 2470.942627 Iteration 2F: 3 clusters Score -184057.5 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -184216.515625 Penalty: 2470.942627 Iteration 3F: 3 clusters Score -184216.5 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -184331.359375 Penalty: 2470.942627 Iteration 4F: 3 clusters Score -184331.4 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -184401.203125 Penalty: 2470.942627 Iteration 5Q: 3 clusters Score -184401.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -184451.328125 Penalty: 2470.942627 Iteration 6Q: 3 clusters Score -184451.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -184491.109375 Penalty: 2470.942627 Iteration 7Q: 3 clusters Score -184491.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -184510.296875 Penalty: 2470.942627 Iteration 8Q: 3 clusters Score -184510.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -184525.937500 Penalty: 2470.942627 Iteration 9Q: 3 clusters Score -184525.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -184539.687500 Penalty: 2470.942627 Iteration 10Q: 3 clusters Score -184539.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -184547.656250 Penalty: 2470.942627 Iteration 11Q: 3 clusters Score -184547.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -184550.187500 Penalty: 2470.942627 Iteration 12Q: 3 clusters Score -184550.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -184553.125000 Penalty: 2470.942627 Iteration 13Q: 3 clusters Score -184553.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -184558.312500 Penalty: 2470.942627 Iteration 14Q: 3 clusters Score -184558.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -184561.625000 Penalty: 2470.942627 Iteration 15Q: 3 clusters Score -184561.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -184564.250000 Penalty: 2470.942627 Iteration 16Q: 3 clusters Score -184564.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -184566.843750 Penalty: 2470.942627 Iteration 17Q: 3 clusters Score -184566.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -184569.359375 Penalty: 2470.942627 Iteration 18Q: 3 clusters Score -184569.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -184571.015625 Penalty: 2470.942627 Iteration 19Q: 3 clusters Score -184571 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -184573.828125 Penalty: 2470.942627 Iteration 20F: 3 clusters Score -184573.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -184575.281250 Penalty: 2470.942627 Iteration 21Q: 3 clusters Score -184575.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -184577.390625 Penalty: 2470.942627 Iteration 22Q: 3 clusters Score -184577.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -184579.218750 Penalty: 2470.942627 Iteration 23Q: 3 clusters Score -184579.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -184580.375000 Penalty: 2470.942627 Iteration 24Q: 3 clusters Score -184580.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -184581.390625 Penalty: 2470.942627 Iteration 25Q: 3 clusters Score -184581.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -184583.312500 Penalty: 2470.942627 Iteration 26Q: 3 clusters Score -184583.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -184584.109375 Penalty: 2470.942627 Iteration 27Q: 3 clusters Score -184584.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -184583.968750 Penalty: 2470.942627 Iteration 28Q: 3 clusters Score -184584 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -184583.968750 Penalty: 2470.942627 Iteration 29F: 3 clusters Score -184584 nChanged 0 --- Evaluating fit on full set of 1033838 points --- Entering Unmasked Estep Score: -99264296.000000 Penalty: 56260.703125 25->26 Clusters: Score -99264296.000000, best is -99363920.000000 Main iterations: 0 (time per=infms) Total iterations: 25273 (time per=135.560084ms) Iterations metric 2: 502771613696.000000 (time per=6.814247ns) Iterations metric 3: 12066042675200.000000 (time per=283.938164ps) That took 3426.010010 seconds.